An independent and comprehensive evaluation of the CAZyme classifiers: - dbCAN4 - CUPP - HMMER (dbCAN4) - dbCAN-sub (dbCAN4) - DIAMOND (dbCAN4)

Evaluating performance of: - Binary CAZyme/non-CAZyme classification - Test set dependent performance of CAZyme/non-CAZyme classification - Binary classification per CAZy class - Multilabel CAZy class classification - Binary classification per CAZy family - Multilabel CAZy family classification

1 CAZyme classifier references and names

The CAZyme classifier dbCAN is available as a webserver and a standalone tool. In this evaluation the standalone tool was used, and is referred to as dbCAN, references to the webserver are defined as the dbCAN webserver. The version numbers of the standalone tool and the webserver are independent of one another: * The dbCAN2 webserver initally ran dbCAN version 2 (referred to as dbCAN2) * The dbCAN2 webserver than implememented the standalone dbCAN version 3 (referred to as dbCAN3) * The dbCAN3 webserver implements the standalone dbCAN version 4 (referred to as dbCAN4)

All references to implementing HMMER and DIAMOND refer to the implementation of these tools by dbCAN. For this evaluation, specifically the implementation of HMMER and DIAMOND by dbCAN4.

dbCAN2 and dbCAN3

Han Zhang and others, dbCAN2: a meta server for automated carbohydrate-active enzyme annotation, Nucleic Acids Research, Volume 46, Issue W1, 2 July 2018, Pages W95–W101

dbCAN4 and dbCAN-sub (dbCAN)

Zheng J, Ge Q, Yan Y, Zhang X, Huang L, Yin Y. dbCAN3: automated carbohydrate-active enzyme and substrate annotation. Nucleic Acids Res. 2023 Jul 5;51(W1):W115-W121

eCAMI

Xu J, Zhang H, Zheng J, Dovoedo P, Yin Y. eCAMI: simultaneous classification and motif identification for enzyme annotation. Bioinformatics. 2020 Apr 1;36(7):2068-2075

CUPP

Barrett, K., Lange, L. Peptide-based functional annotation of carbohydrate-active enzymes by conserved unique peptide patterns (CUPP). Biotechnol Biofuels 12, 102 (2019). https://doi.org/10.1186/s13068-019-1436-5

HMMER

Eddy SR. Profile hidden Markov models. Bioinformatics. 1998;14(9):755-63.

DIAMOND

Buchfink, B., Xie, C. & Huson, D. Fast and sensitive protein alignment using DIAMOND. Nat Methods 12, 59–60 (2015). https://doi.org/10.1038/nmeth.3176

2 Introduction

CAZyme classifiers analyse query protein sequence and predict CAZyme domains and associated CAZy family annotations. This enables exploratory analysis of CAZyme complements not presently catalogued in the CAZy database (www.cazy.org). Each CAZyme classifier implements a different method to predict CAZy family annotations.

We previously published an evaluation of dbCAN2, eCAMI and CUPP (Hobbs et al., 2021). Since then, two standalone versions of dbCAN have been released (dbCAN3 and dbCAN4). Additionally, the previous analysis was limited to 70 genomes, over weighted towards bacterial genomes. To address these points, we present here an independent and comprehensive evaluation of the CAZyme classifiers: * dbCAN2 (v2.0.11) * dbCAN3 (v3.0.7) * dbCAN4 (v4.0.0) * eCAMI (implemented by dbCAN_3 (3.0.7)) * CUPP (v???) * HMMER (from dbCAN4) * dbCAN-sub (from dbCAN4) * DIAMOND (from dbCAN4)

Evaluating performance of: * Binary CAZyme/non-CAZyme classification * Test set dependent performance of CAZyme/non-CAZyme classification * Binary classification per CAZy class * Multilabel CAZy class classification * Binary classification per CAZy family * Multilabel CAZy family classification

Hobbs, Emma E. M.; Gloster, Tracey M.; Chapman, Sean; Pritchard, Leighton (2021). Microbiology Society Annual Conference 2021. figshare. Poster. https://doi.org/10.6084/m9.figshare.14370836.v3

3 Test sets

A single test set of 100 CAZymes and 100 non-CAZymes with the highest sequence similarity (rated by bit-score ratio) was created per genomic assembly selected to be included in the benchmark test set.

Choosing the 100 non-CAZymes with the highest sequence similarity was devised to increase the probability of causing confusion, to gather a better idea of the expected performance when using the classifiers. An equal number of CAZymes to non-CAZymes was selected to prevent over representation of one population over the other.

For inclusion of a genomic assembly for the creation of a test set, the assembly had to meet of all the following criteria:

  • Contains at least 100 CAZymes
  • Contains at least 100 non-CAZymes
  • Has an ‘Assembly level’ of ‘Complete Genome’ in the NCBI Assembly database
  • Protein records are still present in NCBI
  • Not listed as an ‘Anomalous assembly’ in the NCBI Assembly database

The genomic assemblies were also chosen from a range of taxonomies to provide as informative image of the performance of the classifiers over a range of datasets that users may wish to analyse.

We took the 70 test sets used in the previous evaluation (Hobbs et al., 2021), and added an additional 10 genomes.

## [1] "Mean percentage of genome incorporated in the CAZome across all test sets:"
## [1] 3.22
## [1] "Standard deviation of the percentage of genome incorporated in the CAZome across all test sets:"
## [1] 1.17
## [1] "Mean percentage of CAZomes incorporated in the test set across all genomes:"
## [1] 58.6
## [1] "Standard deviation of the percentage of CAZome incorporated in the test set across all genomes:"
## [1] 27.55
Histogram of CAZome coverage of the test sets for each respective source genomic assembly, overlayed by a box and whisker plot of the percentage of the CAZome incorproated in the test set.

Figure 3.1: Histogram of CAZome coverage of the test sets for each respective source genomic assembly, overlayed by a box and whisker plot of the percentage of the CAZome incorproated in the test set.

4 CAZyme/non-CAZyme classification

The assignment of CAZy family annotations by a CAZyme classifier identifies the protein as a CAZyme. If no CAZy family annotations are assigned to a protein by a CAZyme classifier, the tool identified the protein as a non-CAZyme. Here we evaluate the performance of each CAZyme classifier to differentiate between CAZymes and non-CAZymes (defined as proteins catalogued and not catalogued in CAZy respectively).

4.1 Summary statistics

For every classifier-test set pair, the specificity, sensitivity, prevision, F1-score and accuracy was calculated. The mean of each statistical parameter was calculated for each classifier across all tests, to represent the overall performance of each classifier. The 95% confidence interval (CI) was also calculated owing the tendancy of the mean to skew towards 1. These results are presented in table 4.1.

Table 4.1: Overall performance of CAZyme classifiers differentiation between CAZymes and non-CAZymes
Classifier Spec Mean Spec Standard Deviation Spec Lower CI Spec Upper CI Sens Mean Sens Standard Deviation Sens Lower CI Sens Upper CI Prec Mean Prec Standard Deviation Prec Lower CI Prec Upper CI F1-score Mean F1-score Standard Deviation F1-score Lower CI F1-score Upper CI Acc Mean Acc Standard Deviation Acc Lower CI Acc Upper CI
CUPP 0.9818 0.0487 0.9709 0.9926 0.8539 0.0744 0.8373 0.8704 0.9812 0.0454 0.9711 0.9913 0.9109 0.0520 0.8994 0.9225 0.9178 0.0460 0.9076 0.9280
dbCAN_4 0.9622 0.0763 0.9453 0.9792 0.9841 0.0640 0.9699 0.9984 0.9672 0.0555 0.9549 0.9796 0.9733 0.0531 0.9614 0.9851 0.9732 0.0491 0.9623 0.9841
dbCAN_4:dbCAN-sub 0.9775 0.0529 0.9657 0.9893 0.9498 0.0729 0.9335 0.9660 0.9792 0.0432 0.9696 0.9888 0.9618 0.0563 0.9493 0.9744 0.9636 0.0449 0.9536 0.9736
dbCAN_4:DIAMOND 0.9668 0.0744 0.9502 0.9833 0.9694 0.0835 0.9508 0.9880 0.9710 0.0545 0.9589 0.9832 0.9666 0.0694 0.9511 0.9820 0.9681 0.0547 0.9559 0.9802
dbCAN_4:HMMER 0.9788 0.0520 0.9672 0.9903 0.8900 0.0819 0.8718 0.9082 0.9792 0.0447 0.9692 0.9891 0.9293 0.0648 0.9149 0.9438 0.9344 0.0483 0.9236 0.9451

The 95% CI was plotted as error bars around the mean CI (figure 4.1).

Summary statistics of CAZyme classifiers performances of binary CAZyme/non-CAZyme prediction. The mean plus and minus the 95% confidence interval.

Figure 4.1: Summary statistics of CAZyme classifiers performances of binary CAZyme/non-CAZyme prediction. The mean plus and minus the 95% confidence interval.

4.2 Specificity

Specificity is the proportion of known negatives (known non-CAZymes) which are correctly classified as negatives (non-CAZymes). Figure 4.2 is a graphical representation of the results calculated in table 4.1.

One-dimensional scatter plot of specificity scores of CAZyme and non-CAZyme predictions per test set, overlaying box plot of standard deviation.

Figure 4.2: One-dimensional scatter plot of specificity scores of CAZyme and non-CAZyme predictions per test set, overlaying box plot of standard deviation.

##                  Df Sum Sq  Mean Sq F value Pr(>F)
## Prediction_tool   4 0.0227 0.005674   1.475  0.209
## Residuals       395 1.5199 0.003848

Test for statistically significant differences between the main classifiers.

##                  Df Sum Sq Mean Sq F value Pr(>F)  
## Prediction_tool   1 0.0152 0.01521    3.71 0.0559 .
## Residuals       158 0.6477 0.00410                 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

4.3 Sensitivity

Sensitivity (also known as recall) is the proportion of known positives (CAZymes) that are correctly identified as positives (CAZymes). Figure 4.3 graphically represents of the results calculated in table 4.1.

One-dimensional scatter plot of recall (sensitivity) scores of CAZyme and non-CAZyme predictions per test set, overlaying box plot of standard deviation.

Figure 4.3: One-dimensional scatter plot of recall (sensitivity) scores of CAZyme and non-CAZyme predictions per test set, overlaying box plot of standard deviation.

##                  Df Sum Sq Mean Sq F value Pr(>F)    
## Prediction_tool   4 0.9811 0.24527   42.84 <2e-16 ***
## Residuals       395 2.2613 0.00572                   
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

Having found a statistically significant difference, use a Tukey HSD test to determine between which tools the means are significantly different.

##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = Statistic_value ~ Prediction_tool, data = subset_sens.df)
## 
## $Prediction_tool
##                                        diff         lwr         upr     p adj
## dbCAN_4:HMMER-dbCAN_4             -0.094125 -0.12690945 -0.06134055 0.0000000
## dbCAN_4:DIAMOND-dbCAN_4           -0.014750 -0.04753445  0.01803445 0.7321054
## dbCAN_4:dbCAN-sub-dbCAN_4         -0.034375 -0.06715945 -0.00159055 0.0345545
## CUPP-dbCAN_4                      -0.130250 -0.16303445 -0.09746555 0.0000000
## dbCAN_4:DIAMOND-dbCAN_4:HMMER      0.079375  0.04659055  0.11215945 0.0000000
## dbCAN_4:dbCAN-sub-dbCAN_4:HMMER    0.059750  0.02696555  0.09253445 0.0000088
## CUPP-dbCAN_4:HMMER                -0.036125 -0.06890945 -0.00334055 0.0224987
## dbCAN_4:dbCAN-sub-dbCAN_4:DIAMOND -0.019625 -0.05240945  0.01315945 0.4724309
## CUPP-dbCAN_4:DIAMOND              -0.115500 -0.14828445 -0.08271555 0.0000000
## CUPP-dbCAN_4:dbCAN-sub            -0.095875 -0.12865945 -0.06309055 0.0000000

Test to see if the mean sensitivity is significantly different between the main classifiers.

##                  Df Sum Sq Mean Sq F value Pr(>F)    
## Prediction_tool   1 0.6786  0.6786   140.9 <2e-16 ***
## Residuals       158 0.7610  0.0048                   
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

The means are statistically significantly different, therefore, use a post hoc Turkey HSD test to determine between which tools the means are significantly difference.

##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = Statistic_value ~ Prediction_tool, data = subset_sens.df.main)
## 
## $Prediction_tool
##                  diff        lwr        upr p adj
## CUPP-dbCAN_4 -0.13025 -0.1519236 -0.1085764     0

4.4 Precision

Precision is the proportion of positive predictions by the classifiers that are correct. In this case, precision represents the fraction of CAZyme predictions by the classifiers that are correct, specifically the proportion of predicted CAZymes that are known CAZymes. Figure 4.4 is a visual representation of the results calculated in table 4.1.

One-dimensional scatter plot of precision scores of CAZyme and non-CAZyme predictions per test set, overlaying box plot of standard deviation.

Figure 4.4: One-dimensional scatter plot of precision scores of CAZyme and non-CAZyme predictions per test set, overlaying box plot of standard deviation.

##                  Df Sum Sq  Mean Sq F value Pr(>F)
## Prediction_tool   4 0.0119 0.002965   1.238  0.294
## Residuals       395 0.9463 0.002396
##                  Df Sum Sq  Mean Sq F value Pr(>F)  
## Prediction_tool   1 0.0079 0.007851   3.057 0.0823 .
## Residuals       158 0.4058 0.002569                 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

4.5 F1-score

The F1-score is a harmonic (or weighted) average of recall and precision and provides an idea of the overall performance of the tool, 0 being the lowest and 1 being the best performance. Figure 4.5 shows the F1-score from each test set, for each classifier.

Bar chart of specificity of CAZyme classifiers differentiation between CAZymes and non-CAZymes.

Figure 4.5: Bar chart of specificity of CAZyme classifiers differentiation between CAZymes and non-CAZymes.

A one-way ANOVA was performed to determine if the mean F1-scores were statistically significantly different between the tools.

##                  Df Sum Sq Mean Sq F value   Pr(>F)    
## Prediction_tool   4 0.2316 0.05789   16.36 2.08e-12 ***
## Residuals       395 1.3980 0.00354                     
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

The means are statistically significantly different, therefore, use a post hoc Turkey HSD test to determine between which tools the means are significantly difference.

##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = Statistic_value ~ Prediction_tool, data = subset_f1.df)
## 
## $Prediction_tool
##                                           diff          lwr          upr
## dbCAN_4:HMMER-dbCAN_4             -0.043910254 -0.069688290 -0.018132217
## dbCAN_4:DIAMOND-dbCAN_4           -0.006683100 -0.032461137  0.019094936
## dbCAN_4:dbCAN-sub-dbCAN_4         -0.011432464 -0.037210501  0.014345572
## CUPP-dbCAN_4                      -0.062315777 -0.088093814 -0.036537741
## dbCAN_4:DIAMOND-dbCAN_4:HMMER      0.037227154  0.011449117  0.063005190
## dbCAN_4:dbCAN-sub-dbCAN_4:HMMER    0.032477790  0.006699753  0.058255826
## CUPP-dbCAN_4:HMMER                -0.018405523 -0.044183560  0.007372513
## dbCAN_4:dbCAN-sub-dbCAN_4:DIAMOND -0.004749364 -0.030527400  0.021028673
## CUPP-dbCAN_4:DIAMOND              -0.055632677 -0.081410713 -0.029854640
## CUPP-dbCAN_4:dbCAN-sub            -0.050883313 -0.076661350 -0.025105277
##                                       p adj
## dbCAN_4:HMMER-dbCAN_4             0.0000409
## dbCAN_4:DIAMOND-dbCAN_4           0.9540567
## dbCAN_4:dbCAN-sub-dbCAN_4         0.7424664
## CUPP-dbCAN_4                      0.0000000
## dbCAN_4:DIAMOND-dbCAN_4:HMMER     0.0008501
## dbCAN_4:dbCAN-sub-dbCAN_4:HMMER   0.0055310
## CUPP-dbCAN_4:HMMER                0.2893896
## dbCAN_4:dbCAN-sub-dbCAN_4:DIAMOND 0.9868625
## CUPP-dbCAN_4:DIAMOND              0.0000001
## CUPP-dbCAN_4:dbCAN-sub            0.0000011

A one-way ANOVA test was used to see if the mean F1-scores are significantly different between the main classifiers.

##                  Df Sum Sq Mean Sq F value   Pr(>F)    
## Prediction_tool   1 0.1553 0.15533   56.26 4.32e-12 ***
## Residuals       158 0.4363 0.00276                     
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

The means are statistically significantly different, therefore, use a post hoc Turkey HSD test to determine between which tools the means are significantly difference.

##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = Statistic_value ~ Prediction_tool, data = subset_f1.df.main)
## 
## $Prediction_tool
##                     diff         lwr         upr p adj
## CUPP-dbCAN_4 -0.06231578 -0.07872543 -0.04590612     0

4.6 Accuracy

Accuracy (calculated using (TP + TN) / (TP + TN + FP + FN) ) provides an idea of the overall performance of the classifiers as a measure of the degree to which their CAZyme/non-CAZyme predictions conforms to the correct result. Figure 4.6 is a plot of respective data from table 4.1.

Bar chart of specificity of CAZyme classifiers differentiation between CAZymes and non-CAZymes.

Figure 4.6: Bar chart of specificity of CAZyme classifiers differentiation between CAZymes and non-CAZymes.

Test if the means are significantly different between the tools.

##                  Df Sum Sq Mean Sq F value   Pr(>F)    
## Prediction_tool   4 0.1856 0.04640   19.56 1.07e-14 ***
## Residuals       395 0.9370 0.00237                     
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

The means are statistically significantly different, therefore, use a post hoc Turkey HSD test to determine between which tools the means are significantly difference.

##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = Statistic_value ~ Prediction_tool, data = subset_acc.df)
## 
## $Prediction_tool
##                                         diff          lwr          upr
## dbCAN_4:HMMER-dbCAN_4             -0.0388125 -0.059916719 -0.017708281
## dbCAN_4:DIAMOND-dbCAN_4           -0.0051250 -0.026229219  0.015979219
## dbCAN_4:dbCAN-sub-dbCAN_4         -0.0095625 -0.030666719  0.011541719
## CUPP-dbCAN_4                      -0.0553750 -0.076479219 -0.034270781
## dbCAN_4:DIAMOND-dbCAN_4:HMMER      0.0336875  0.012583281  0.054791719
## dbCAN_4:dbCAN-sub-dbCAN_4:HMMER    0.0292500  0.008145781  0.050354219
## CUPP-dbCAN_4:HMMER                -0.0165625 -0.037666719  0.004541719
## dbCAN_4:dbCAN-sub-dbCAN_4:DIAMOND -0.0044375 -0.025541719  0.016666719
## CUPP-dbCAN_4:DIAMOND              -0.0502500 -0.071354219 -0.029145781
## CUPP-dbCAN_4:dbCAN-sub            -0.0458125 -0.066916719 -0.024708281
##                                       p adj
## dbCAN_4:HMMER-dbCAN_4             0.0000070
## dbCAN_4:DIAMOND-dbCAN_4           0.9636237
## dbCAN_4:dbCAN-sub-dbCAN_4         0.7268827
## CUPP-dbCAN_4                      0.0000000
## dbCAN_4:DIAMOND-dbCAN_4:HMMER     0.0001514
## dbCAN_4:dbCAN-sub-dbCAN_4:HMMER   0.0015765
## CUPP-dbCAN_4:HMMER                0.2009823
## dbCAN_4:dbCAN-sub-dbCAN_4:DIAMOND 0.9784912
## CUPP-dbCAN_4:DIAMOND              0.0000000
## CUPP-dbCAN_4:dbCAN-sub            0.0000001

Test if the means are significantly different between the main classifiers.

##                  Df Sum Sq Mean Sq F value   Pr(>F)    
## Prediction_tool   1 0.1227 0.12266   54.25 9.18e-12 ***
## Residuals       158 0.3572 0.00226                     
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

The means are statistically significantly different, therefore, use a post hoc Turkey HSD test to determine between which tools the means are significantly difference.

##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = Statistic_value ~ Prediction_tool, data = subset_acc.df.main)
## 
## $Prediction_tool
##                   diff         lwr         upr p adj
## CUPP-dbCAN_4 -0.055375 -0.07022366 -0.04052634     0

4.7 Combined statistics plot

Here we generate a plot that combines the plots from above into a single figure.

Box and whisker plots of the performance of CAZyme/non-CAZyme classification.

Figure 4.7: Box and whisker plots of the performance of CAZyme/non-CAZyme classification.

4.8 ROC curve - Receiver Operator Characteristic curve

The Receiver Operator Characteristic (ROC) curve, which enables us to compare sensitivity to specificity but plotting sensitivity versus 1-specificity.

## [1] 16000
## [1] "CUPP ROC Curve (AUC = 0.9178)"
## [1] "dbCAN_4 ROC Curve (AUC = 0.9732)"
## [1] "dbCAN_4:HMMER ROC Curve (AUC = 0.9344)"
## [1] "dbCAN_4:DIAMOND ROC Curve (AUC = 0.9681)"
## [1] "dbCAN_4:dbCAN-sub ROC Curve (AUC = 0.9636)"

4.9 Expected Range of Accuracy

The statistics evaluated above provide an idea of the general performance of the tools, but they do not provide an idea of the expect range of performance. Specifically, the data does not provide a clear image of the best and worse performance a user can expect when using these tools.

To compare the expected typical range in accuracies for each classifier, 6 test sets (identified by the source genomic assemblies) were selected at random. The CAZyme/non-CAZyme predictions for each classifier, for each test set, were bootstrap resampled 100 times each, and for each bootstrap sample the accuracy calculated. The accuracies of the bootstrap samples for each classifier were plotted on stacked histograms, shown in figure 4.8.

Stacked histograms of bootstrap sample accuracies of CAZyme classifiers' differentiation between CAZymes and non-CAZymes. 6 test sets (identified by their source genomic assembly) were selected at random. The CAZyme/non-CAZyme predictions for each classifier, for each test set, were bootstrap resampled 100 times. The accuracy of each of the 600 bootstrap samples per test set were plotted as a stacked histogram.

Figure 4.8: Stacked histograms of bootstrap sample accuracies of CAZyme classifiers’ differentiation between CAZymes and non-CAZymes. 6 test sets (identified by their source genomic assembly) were selected at random. The CAZyme/non-CAZyme predictions for each classifier, for each test set, were bootstrap resampled 100 times. The accuracy of each of the 600 bootstrap samples per test set were plotted as a stacked histogram.

Plot as box and whisker plots.

4.10 Conclusions on the Binary CAZyme/non-CAZyme Prediction Performance

Overall, all tools showed a low probability of producing false positives (missclassifying a non-CAZyme as a CAZyme), and few of the positive predictions are false positives. Therefore, we can be confident in that the CAZyme predictions made by each of these tools are most likely correct. However, all the classifiers demonstrated a consistent behaviour to not identify all CAZymes within a CAZome. Therefore, we can be confident in the CAZyme predictions, but should not presume all non-CAZyme predictions are correct; these classifiers are unlikely to identify the complete CAZome although a near-complete CAZome will be accurately identified.

5 CAZyme/non-CAZyme classification: Taxonomic evaluation

The performance for a classifier per taxonomy group may vary. For this evaluation the test sets were separated into the taxonomy groups: - Bacteria - Eukaryote

The evaluation per classifier per taxonomy group, versus all test sets pooled together was evaluated.

5.1 Specificity

Table 5.1: The specificity of binary CAZyme/non-CAZyme classification by CAZy classifiers per taxonomy group
Prediction_tool Bact Mean Bact Standard Deviation Bact Lower CI Bact Upper CI Euk Mean Euk Standard Deviation Euk Lower CI Euk Upper CI All Mean All Standard Deviation All Lower CI All Upper CI
CUPP 0.9888 0.0276 0.9799 0.9976 0.9748 0.0628 0.9547 0.9948 0.9818 0.0486 0.9742 0.9893
dbCAN_4 0.9740 0.0383 0.9618 0.9862 0.9505 0.1003 0.9184 0.9826 0.9622 0.0761 0.9504 0.9741
dbCAN_4:DIAMOND 0.9798 0.0355 0.9684 0.9911 0.9538 0.0980 0.9224 0.9851 0.9668 0.0742 0.9552 0.9783
dbCAN_4:HMMER 0.9868 0.0284 0.9777 0.9958 0.9708 0.0673 0.9492 0.9923 0.9788 0.0518 0.9707 0.9868
dbCAN_4:dbCAN-sub 0.9868 0.0270 0.9781 0.9954 0.9682 0.0690 0.9462 0.9903 0.9775 0.0527 0.9693 0.9857

Test if there is a statistically significant difference between the means of the tools and kingdoms using a two-way ANOVA.

##                            Df Sum Sq  Mean Sq F value  Pr(>F)   
## Tax_group                   2 0.0384 0.019208   5.027 0.00677 **
## Prediction_tool             4 0.0454 0.011348   2.970 0.01885 * 
## Tax_group:Prediction_tool   8 0.0020 0.000254   0.067 0.99983   
## Residuals                 785 2.9993 0.003821                   
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

Statistically significant difference was detected so follow up with a Tukey test to determine if there are differences between specific groups.

bin.tax.spec.tukey <- TukeyHSD(bin.tax.spec.2.aov, "Tax_group:Prediction_tool")
write.csv(
  as.data.frame(bin.tax.spec.tukey$`Tax_group:Prediction_tool`),
  "../report/cazyme_noncazyme_classification/tax_performance/binary.spec.classifiers.tukeyHSD.csv"
)
bin.tax.spec.tukey
##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = Statistic_value ~ Tax_group * Prediction_tool, data = binary_tax_df[binary_tax_df$Statistic_parameter == "Specificity", ])
## 
## $`Tax_group:Prediction_tool`
##                                                                 diff
## Bacteria:CUPP-All:CUPP                                  7.000000e-03
## Eukaryote:CUPP-All:CUPP                                -7.000000e-03
## All:dbCAN_4-All:CUPP                                   -1.950000e-02
## Bacteria:dbCAN_4-All:CUPP                              -7.750000e-03
## Eukaryote:dbCAN_4-All:CUPP                             -3.125000e-02
## All:dbCAN_4:dbCAN-sub-All:CUPP                         -4.250000e-03
## Bacteria:dbCAN_4:dbCAN-sub-All:CUPP                     5.000000e-03
## Eukaryote:dbCAN_4:dbCAN-sub-All:CUPP                   -1.350000e-02
## All:dbCAN_4:DIAMOND-All:CUPP                           -1.500000e-02
## Bacteria:dbCAN_4:DIAMOND-All:CUPP                      -2.000000e-03
## Eukaryote:dbCAN_4:DIAMOND-All:CUPP                     -2.800000e-02
## All:dbCAN_4:HMMER-All:CUPP                             -3.000000e-03
## Bacteria:dbCAN_4:HMMER-All:CUPP                         5.000000e-03
## Eukaryote:dbCAN_4:HMMER-All:CUPP                       -1.100000e-02
## Eukaryote:CUPP-Bacteria:CUPP                           -1.400000e-02
## All:dbCAN_4-Bacteria:CUPP                              -2.650000e-02
## Bacteria:dbCAN_4-Bacteria:CUPP                         -1.475000e-02
## Eukaryote:dbCAN_4-Bacteria:CUPP                        -3.825000e-02
## All:dbCAN_4:dbCAN-sub-Bacteria:CUPP                    -1.125000e-02
## Bacteria:dbCAN_4:dbCAN-sub-Bacteria:CUPP               -2.000000e-03
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:CUPP              -2.050000e-02
## All:dbCAN_4:DIAMOND-Bacteria:CUPP                      -2.200000e-02
## Bacteria:dbCAN_4:DIAMOND-Bacteria:CUPP                 -9.000000e-03
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:CUPP                -3.500000e-02
## All:dbCAN_4:HMMER-Bacteria:CUPP                        -1.000000e-02
## Bacteria:dbCAN_4:HMMER-Bacteria:CUPP                   -2.000000e-03
## Eukaryote:dbCAN_4:HMMER-Bacteria:CUPP                  -1.800000e-02
## All:dbCAN_4-Eukaryote:CUPP                             -1.250000e-02
## Bacteria:dbCAN_4-Eukaryote:CUPP                        -7.500000e-04
## Eukaryote:dbCAN_4-Eukaryote:CUPP                       -2.425000e-02
## All:dbCAN_4:dbCAN-sub-Eukaryote:CUPP                    2.750000e-03
## Bacteria:dbCAN_4:dbCAN-sub-Eukaryote:CUPP               1.200000e-02
## Eukaryote:dbCAN_4:dbCAN-sub-Eukaryote:CUPP             -6.500000e-03
## All:dbCAN_4:DIAMOND-Eukaryote:CUPP                     -8.000000e-03
## Bacteria:dbCAN_4:DIAMOND-Eukaryote:CUPP                 5.000000e-03
## Eukaryote:dbCAN_4:DIAMOND-Eukaryote:CUPP               -2.100000e-02
## All:dbCAN_4:HMMER-Eukaryote:CUPP                        4.000000e-03
## Bacteria:dbCAN_4:HMMER-Eukaryote:CUPP                   1.200000e-02
## Eukaryote:dbCAN_4:HMMER-Eukaryote:CUPP                 -4.000000e-03
## Bacteria:dbCAN_4-All:dbCAN_4                            1.175000e-02
## Eukaryote:dbCAN_4-All:dbCAN_4                          -1.175000e-02
## All:dbCAN_4:dbCAN-sub-All:dbCAN_4                       1.525000e-02
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4                  2.450000e-02
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4                 6.000000e-03
## All:dbCAN_4:DIAMOND-All:dbCAN_4                         4.500000e-03
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4                    1.750000e-02
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4                  -8.500000e-03
## All:dbCAN_4:HMMER-All:dbCAN_4                           1.650000e-02
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4                      2.450000e-02
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4                     8.500000e-03
## Eukaryote:dbCAN_4-Bacteria:dbCAN_4                     -2.350000e-02
## All:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4                  3.500000e-03
## Bacteria:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4             1.275000e-02
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4           -5.750000e-03
## All:dbCAN_4:DIAMOND-Bacteria:dbCAN_4                   -7.250000e-03
## Bacteria:dbCAN_4:DIAMOND-Bacteria:dbCAN_4               5.750000e-03
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4             -2.025000e-02
## All:dbCAN_4:HMMER-Bacteria:dbCAN_4                      4.750000e-03
## Bacteria:dbCAN_4:HMMER-Bacteria:dbCAN_4                 1.275000e-02
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4               -3.250000e-03
## All:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4                 2.700000e-02
## Bacteria:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4            3.625000e-02
## Eukaryote:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4           1.775000e-02
## All:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4                   1.625000e-02
## Bacteria:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4              2.925000e-02
## Eukaryote:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4             3.250000e-03
## All:dbCAN_4:HMMER-Eukaryote:dbCAN_4                     2.825000e-02
## Bacteria:dbCAN_4:HMMER-Eukaryote:dbCAN_4                3.625000e-02
## Eukaryote:dbCAN_4:HMMER-Eukaryote:dbCAN_4               2.025000e-02
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4:dbCAN-sub        9.250000e-03
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4:dbCAN-sub      -9.250000e-03
## All:dbCAN_4:DIAMOND-All:dbCAN_4:dbCAN-sub              -1.075000e-02
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4:dbCAN-sub          2.250000e-03
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4:dbCAN-sub        -2.375000e-02
## All:dbCAN_4:HMMER-All:dbCAN_4:dbCAN-sub                 1.250000e-03
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4:dbCAN-sub            9.250000e-03
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4:dbCAN-sub          -6.750000e-03
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:dbCAN-sub -1.850000e-02
## All:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:dbCAN-sub         -2.000000e-02
## Bacteria:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:dbCAN-sub    -7.000000e-03
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:dbCAN-sub   -3.300000e-02
## All:dbCAN_4:HMMER-Bacteria:dbCAN_4:dbCAN-sub           -8.000000e-03
## Bacteria:dbCAN_4:HMMER-Bacteria:dbCAN_4:dbCAN-sub       4.773959e-15
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4:dbCAN-sub     -1.600000e-02
## All:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:dbCAN-sub        -1.500000e-03
## Bacteria:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:dbCAN-sub    1.150000e-02
## Eukaryote:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:dbCAN-sub  -1.450000e-02
## All:dbCAN_4:HMMER-Eukaryote:dbCAN_4:dbCAN-sub           1.050000e-02
## Bacteria:dbCAN_4:HMMER-Eukaryote:dbCAN_4:dbCAN-sub      1.850000e-02
## Eukaryote:dbCAN_4:HMMER-Eukaryote:dbCAN_4:dbCAN-sub     2.500000e-03
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4:DIAMOND            1.300000e-02
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4:DIAMOND          -1.300000e-02
## All:dbCAN_4:HMMER-All:dbCAN_4:DIAMOND                   1.200000e-02
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4:DIAMOND              2.000000e-02
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4:DIAMOND             4.000000e-03
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:DIAMOND     -2.600000e-02
## All:dbCAN_4:HMMER-Bacteria:dbCAN_4:DIAMOND             -1.000000e-03
## Bacteria:dbCAN_4:HMMER-Bacteria:dbCAN_4:DIAMOND         7.000000e-03
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4:DIAMOND       -9.000000e-03
## All:dbCAN_4:HMMER-Eukaryote:dbCAN_4:DIAMOND             2.500000e-02
## Bacteria:dbCAN_4:HMMER-Eukaryote:dbCAN_4:DIAMOND        3.300000e-02
## Eukaryote:dbCAN_4:HMMER-Eukaryote:dbCAN_4:DIAMOND       1.700000e-02
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4:HMMER                8.000000e-03
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4:HMMER              -8.000000e-03
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4:HMMER         -1.600000e-02
##                                                                lwr         upr
## Bacteria:CUPP-All:CUPP                                 -0.03372403 0.047724030
## Eukaryote:CUPP-All:CUPP                                -0.04772403 0.033724030
## All:dbCAN_4-All:CUPP                                   -0.05275103 0.013751031
## Bacteria:dbCAN_4-All:CUPP                              -0.04847403 0.032974030
## Eukaryote:dbCAN_4-All:CUPP                             -0.07197403 0.009474030
## All:dbCAN_4:dbCAN-sub-All:CUPP                         -0.03750103 0.029001031
## Bacteria:dbCAN_4:dbCAN-sub-All:CUPP                    -0.03572403 0.045724030
## Eukaryote:dbCAN_4:dbCAN-sub-All:CUPP                   -0.05422403 0.027224030
## All:dbCAN_4:DIAMOND-All:CUPP                           -0.04825103 0.018251031
## Bacteria:dbCAN_4:DIAMOND-All:CUPP                      -0.04272403 0.038724030
## Eukaryote:dbCAN_4:DIAMOND-All:CUPP                     -0.06872403 0.012724030
## All:dbCAN_4:HMMER-All:CUPP                             -0.03625103 0.030251031
## Bacteria:dbCAN_4:HMMER-All:CUPP                        -0.03572403 0.045724030
## Eukaryote:dbCAN_4:HMMER-All:CUPP                       -0.05172403 0.029724030
## Eukaryote:CUPP-Bacteria:CUPP                           -0.06102406 0.033024059
## All:dbCAN_4-Bacteria:CUPP                              -0.06722403 0.014224030
## Bacteria:dbCAN_4-Bacteria:CUPP                         -0.06177406 0.032274059
## Eukaryote:dbCAN_4-Bacteria:CUPP                        -0.08527406 0.008774059
## All:dbCAN_4:dbCAN-sub-Bacteria:CUPP                    -0.05197403 0.029474030
## Bacteria:dbCAN_4:dbCAN-sub-Bacteria:CUPP               -0.04902406 0.045024059
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:CUPP              -0.06752406 0.026524059
## All:dbCAN_4:DIAMOND-Bacteria:CUPP                      -0.06272403 0.018724030
## Bacteria:dbCAN_4:DIAMOND-Bacteria:CUPP                 -0.05602406 0.038024059
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:CUPP                -0.08202406 0.012024059
## All:dbCAN_4:HMMER-Bacteria:CUPP                        -0.05072403 0.030724030
## Bacteria:dbCAN_4:HMMER-Bacteria:CUPP                   -0.04902406 0.045024059
## Eukaryote:dbCAN_4:HMMER-Bacteria:CUPP                  -0.06502406 0.029024059
## All:dbCAN_4-Eukaryote:CUPP                             -0.05322403 0.028224030
## Bacteria:dbCAN_4-Eukaryote:CUPP                        -0.04777406 0.046274059
## Eukaryote:dbCAN_4-Eukaryote:CUPP                       -0.07127406 0.022774059
## All:dbCAN_4:dbCAN-sub-Eukaryote:CUPP                   -0.03797403 0.043474030
## Bacteria:dbCAN_4:dbCAN-sub-Eukaryote:CUPP              -0.03502406 0.059024059
## Eukaryote:dbCAN_4:dbCAN-sub-Eukaryote:CUPP             -0.05352406 0.040524059
## All:dbCAN_4:DIAMOND-Eukaryote:CUPP                     -0.04872403 0.032724030
## Bacteria:dbCAN_4:DIAMOND-Eukaryote:CUPP                -0.04202406 0.052024059
## Eukaryote:dbCAN_4:DIAMOND-Eukaryote:CUPP               -0.06802406 0.026024059
## All:dbCAN_4:HMMER-Eukaryote:CUPP                       -0.03672403 0.044724030
## Bacteria:dbCAN_4:HMMER-Eukaryote:CUPP                  -0.03502406 0.059024059
## Eukaryote:dbCAN_4:HMMER-Eukaryote:CUPP                 -0.05102406 0.043024059
## Bacteria:dbCAN_4-All:dbCAN_4                           -0.02897403 0.052474030
## Eukaryote:dbCAN_4-All:dbCAN_4                          -0.05247403 0.028974030
## All:dbCAN_4:dbCAN-sub-All:dbCAN_4                      -0.01800103 0.048501031
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4                 -0.01622403 0.065224030
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4                -0.03472403 0.046724030
## All:dbCAN_4:DIAMOND-All:dbCAN_4                        -0.02875103 0.037751031
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4                   -0.02322403 0.058224030
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4                  -0.04922403 0.032224030
## All:dbCAN_4:HMMER-All:dbCAN_4                          -0.01675103 0.049751031
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4                     -0.01622403 0.065224030
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4                    -0.03222403 0.049224030
## Eukaryote:dbCAN_4-Bacteria:dbCAN_4                     -0.07052406 0.023524059
## All:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4                 -0.03722403 0.044224030
## Bacteria:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4            -0.03427406 0.059774059
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4           -0.05277406 0.041274059
## All:dbCAN_4:DIAMOND-Bacteria:dbCAN_4                   -0.04797403 0.033474030
## Bacteria:dbCAN_4:DIAMOND-Bacteria:dbCAN_4              -0.04127406 0.052774059
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4             -0.06727406 0.026774059
## All:dbCAN_4:HMMER-Bacteria:dbCAN_4                     -0.03597403 0.045474030
## Bacteria:dbCAN_4:HMMER-Bacteria:dbCAN_4                -0.03427406 0.059774059
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4               -0.05027406 0.043774059
## All:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4                -0.01372403 0.067724030
## Bacteria:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4           -0.01077406 0.083274059
## Eukaryote:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4          -0.02927406 0.064774059
## All:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4                  -0.02447403 0.056974030
## Bacteria:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4             -0.01777406 0.076274059
## Eukaryote:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4            -0.04377406 0.050274059
## All:dbCAN_4:HMMER-Eukaryote:dbCAN_4                    -0.01247403 0.068974030
## Bacteria:dbCAN_4:HMMER-Eukaryote:dbCAN_4               -0.01077406 0.083274059
## Eukaryote:dbCAN_4:HMMER-Eukaryote:dbCAN_4              -0.02677406 0.067274059
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4:dbCAN-sub       -0.03147403 0.049974030
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4:dbCAN-sub      -0.04997403 0.031474030
## All:dbCAN_4:DIAMOND-All:dbCAN_4:dbCAN-sub              -0.04400103 0.022501031
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4:dbCAN-sub         -0.03847403 0.042974030
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4:dbCAN-sub        -0.06447403 0.016974030
## All:dbCAN_4:HMMER-All:dbCAN_4:dbCAN-sub                -0.03200103 0.034501031
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4:dbCAN-sub           -0.03147403 0.049974030
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4:dbCAN-sub          -0.04747403 0.033974030
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:dbCAN-sub -0.06552406 0.028524059
## All:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:dbCAN-sub         -0.06072403 0.020724030
## Bacteria:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:dbCAN-sub    -0.05402406 0.040024059
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:dbCAN-sub   -0.08002406 0.014024059
## All:dbCAN_4:HMMER-Bacteria:dbCAN_4:dbCAN-sub           -0.04872403 0.032724030
## Bacteria:dbCAN_4:HMMER-Bacteria:dbCAN_4:dbCAN-sub      -0.04702406 0.047024059
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4:dbCAN-sub     -0.06302406 0.031024059
## All:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:dbCAN-sub        -0.04222403 0.039224030
## Bacteria:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:dbCAN-sub   -0.03552406 0.058524059
## Eukaryote:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:dbCAN-sub  -0.06152406 0.032524059
## All:dbCAN_4:HMMER-Eukaryote:dbCAN_4:dbCAN-sub          -0.03022403 0.051224030
## Bacteria:dbCAN_4:HMMER-Eukaryote:dbCAN_4:dbCAN-sub     -0.02852406 0.065524059
## Eukaryote:dbCAN_4:HMMER-Eukaryote:dbCAN_4:dbCAN-sub    -0.04452406 0.049524059
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4:DIAMOND           -0.02772403 0.053724030
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4:DIAMOND          -0.05372403 0.027724030
## All:dbCAN_4:HMMER-All:dbCAN_4:DIAMOND                  -0.02125103 0.045251031
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4:DIAMOND             -0.02072403 0.060724030
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4:DIAMOND            -0.03672403 0.044724030
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:DIAMOND     -0.07302406 0.021024059
## All:dbCAN_4:HMMER-Bacteria:dbCAN_4:DIAMOND             -0.04172403 0.039724030
## Bacteria:dbCAN_4:HMMER-Bacteria:dbCAN_4:DIAMOND        -0.04002406 0.054024059
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4:DIAMOND       -0.05602406 0.038024059
## All:dbCAN_4:HMMER-Eukaryote:dbCAN_4:DIAMOND            -0.01572403 0.065724030
## Bacteria:dbCAN_4:HMMER-Eukaryote:dbCAN_4:DIAMOND       -0.01402406 0.080024059
## Eukaryote:dbCAN_4:HMMER-Eukaryote:dbCAN_4:DIAMOND      -0.03002406 0.064024059
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4:HMMER               -0.03272403 0.048724030
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4:HMMER              -0.04872403 0.032724030
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4:HMMER         -0.06302406 0.031024059
##                                                            p adj
## Bacteria:CUPP-All:CUPP                                 0.9999995
## Eukaryote:CUPP-All:CUPP                                0.9999995
## All:dbCAN_4-All:CUPP                                   0.8009444
## Bacteria:dbCAN_4-All:CUPP                              0.9999982
## Eukaryote:dbCAN_4-All:CUPP                             0.3641338
## All:dbCAN_4:dbCAN-sub-All:CUPP                         1.0000000
## Bacteria:dbCAN_4:dbCAN-sub-All:CUPP                    1.0000000
## Eukaryote:dbCAN_4:dbCAN-sub-All:CUPP                   0.9985854
## All:dbCAN_4:DIAMOND-All:CUPP                           0.9708111
## Bacteria:dbCAN_4:DIAMOND-All:CUPP                      1.0000000
## Eukaryote:dbCAN_4:DIAMOND-All:CUPP                     0.5613201
## All:dbCAN_4:HMMER-All:CUPP                             1.0000000
## Bacteria:dbCAN_4:HMMER-All:CUPP                        1.0000000
## Eukaryote:dbCAN_4:HMMER-All:CUPP                       0.9998627
## Eukaryote:CUPP-Bacteria:CUPP                           0.9995734
## All:dbCAN_4-Bacteria:CUPP                              0.6547605
## Bacteria:dbCAN_4-Bacteria:CUPP                         0.9992307
## Eukaryote:dbCAN_4-Bacteria:CUPP                        0.2669272
## All:dbCAN_4:dbCAN-sub-Bacteria:CUPP                    0.9998209
## Bacteria:dbCAN_4:dbCAN-sub-Bacteria:CUPP               1.0000000
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:CUPP              0.9783739
## All:dbCAN_4:DIAMOND-Bacteria:CUPP                      0.8819957
## Bacteria:dbCAN_4:DIAMOND-Bacteria:CUPP                 0.9999981
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:CUPP                0.4184121
## All:dbCAN_4:HMMER-Bacteria:CUPP                        0.9999564
## Bacteria:dbCAN_4:HMMER-Bacteria:CUPP                   1.0000000
## Eukaryote:dbCAN_4:HMMER-Bacteria:CUPP                  0.9936682
## All:dbCAN_4-Eukaryote:CUPP                             0.9993968
## Bacteria:dbCAN_4-Eukaryote:CUPP                        1.0000000
## Eukaryote:dbCAN_4-Eukaryote:CUPP                       0.9150509
## All:dbCAN_4:dbCAN-sub-Eukaryote:CUPP                   1.0000000
## Bacteria:dbCAN_4:dbCAN-sub-Eukaryote:CUPP              0.9999304
## Eukaryote:dbCAN_4:dbCAN-sub-Eukaryote:CUPP             1.0000000
## All:dbCAN_4:DIAMOND-Eukaryote:CUPP                     0.9999973
## Bacteria:dbCAN_4:DIAMOND-Eukaryote:CUPP                1.0000000
## Eukaryote:dbCAN_4:DIAMOND-Eukaryote:CUPP               0.9732568
## All:dbCAN_4:HMMER-Eukaryote:CUPP                       1.0000000
## Bacteria:dbCAN_4:HMMER-Eukaryote:CUPP                  0.9999304
## Eukaryote:dbCAN_4:HMMER-Eukaryote:CUPP                 1.0000000
## Bacteria:dbCAN_4-All:dbCAN_4                           0.9997026
## Eukaryote:dbCAN_4-All:dbCAN_4                          0.9997026
## All:dbCAN_4:dbCAN-sub-All:dbCAN_4                      0.9663842
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4                 0.7694409
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4                0.9999999
## All:dbCAN_4:DIAMOND-All:dbCAN_4                        1.0000000
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4                   0.9809940
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4                  0.9999942
## All:dbCAN_4:HMMER-All:dbCAN_4                          0.9363891
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4                     0.7694409
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4                    0.9999942
## Eukaryote:dbCAN_4-Bacteria:dbCAN_4                     0.9328430
## All:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4                 1.0000000
## Bacteria:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4            0.9998564
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4           1.0000000
## All:dbCAN_4:DIAMOND-Bacteria:dbCAN_4                   0.9999993
## Bacteria:dbCAN_4:DIAMOND-Bacteria:dbCAN_4              1.0000000
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4             0.9806279
## All:dbCAN_4:HMMER-Bacteria:dbCAN_4                     1.0000000
## Bacteria:dbCAN_4:HMMER-Bacteria:dbCAN_4                0.9998564
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4               1.0000000
## All:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4                0.6239911
## Bacteria:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4           0.3561385
## Eukaryote:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4          0.9944939
## All:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4                  0.9904892
## Bacteria:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4             0.7238142
## Eukaryote:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4            1.0000000
## All:dbCAN_4:HMMER-Eukaryote:dbCAN_4                    0.5455652
## Bacteria:dbCAN_4:HMMER-Eukaryote:dbCAN_4               0.3561385
## Eukaryote:dbCAN_4:HMMER-Eukaryote:dbCAN_4              0.9806279
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4:dbCAN-sub       0.9999833
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4:dbCAN-sub      0.9999833
## All:dbCAN_4:DIAMOND-All:dbCAN_4:dbCAN-sub              0.9989244
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4:dbCAN-sub         1.0000000
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4:dbCAN-sub        0.8074114
## All:dbCAN_4:HMMER-All:dbCAN_4:dbCAN-sub                1.0000000
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4:dbCAN-sub           0.9999833
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4:dbCAN-sub          0.9999997
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:dbCAN-sub 0.9917086
## All:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:dbCAN-sub         0.9413055
## Bacteria:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:dbCAN-sub    0.9999999
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:dbCAN-sub   0.5248690
## All:dbCAN_4:HMMER-Bacteria:dbCAN_4:dbCAN-sub           0.9999973
## Bacteria:dbCAN_4:HMMER-Bacteria:dbCAN_4:dbCAN-sub      1.0000000
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4:dbCAN-sub     0.9981262
## All:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:dbCAN-sub        1.0000000
## Bacteria:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:dbCAN-sub   0.9999585
## Eukaryote:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:dbCAN-sub  0.9993649
## All:dbCAN_4:HMMER-Eukaryote:dbCAN_4:dbCAN-sub          0.9999212
## Bacteria:dbCAN_4:HMMER-Eukaryote:dbCAN_4:dbCAN-sub     0.9917086
## Eukaryote:dbCAN_4:HMMER-Eukaryote:dbCAN_4:dbCAN-sub    1.0000000
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4:DIAMOND           0.9990649
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4:DIAMOND          0.9990649
## All:dbCAN_4:HMMER-All:dbCAN_4:DIAMOND                  0.9965162
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4:DIAMOND             0.9413055
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4:DIAMOND            1.0000000
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:DIAMOND     0.8621478
## All:dbCAN_4:HMMER-Bacteria:dbCAN_4:DIAMOND             1.0000000
## Bacteria:dbCAN_4:HMMER-Bacteria:dbCAN_4:DIAMOND        0.9999999
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4:DIAMOND       0.9999981
## All:dbCAN_4:HMMER-Eukaryote:dbCAN_4:DIAMOND            0.7424011
## Bacteria:dbCAN_4:HMMER-Eukaryote:dbCAN_4:DIAMOND       0.5248690
## Eukaryote:dbCAN_4:HMMER-Eukaryote:dbCAN_4:DIAMOND      0.9964532
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4:HMMER               0.9999973
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4:HMMER              0.9999973
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4:HMMER         0.9981262

5.2 Sensitivity

Table 5.2: The sensitivity of binary CAZyme/non-CAZyme classification by CAZy classifiers per taxonomy group
Prediction_tool Bact Mean Bact Standard Deviation Bact Lower CI Bact Upper CI Euk Mean Euk Standard Deviation Euk Lower CI Euk Upper CI All Mean All Standard Deviation All Lower CI All Upper CI
CUPP 0.8618 0.0788 0.8366 0.8869 0.8460 0.0699 0.8236 0.8684 0.8539 0.0742 0.8423 0.8655
dbCAN_4 0.9748 0.0897 0.9461 1.0034 0.9935 0.0083 0.9908 0.9962 0.9841 0.0638 0.9742 0.9941
dbCAN_4:DIAMOND 0.9498 0.1149 0.9130 0.9865 0.9890 0.0110 0.9855 0.9925 0.9694 0.0832 0.9564 0.9824
dbCAN_4:HMMER 0.8765 0.1097 0.8414 0.9116 0.9035 0.0342 0.8926 0.9144 0.8900 0.0816 0.8773 0.9027
dbCAN_4:dbCAN-sub 0.9520 0.1011 0.9197 0.9843 0.9475 0.0228 0.9402 0.9548 0.9498 0.0726 0.9384 0.9611

Test if there is a statistically significant difference between the means of the tools and kingdoms using a two-way ANOVA.

##                            Df Sum Sq Mean Sq F value Pr(>F)    
## Tax_group                   2  0.017  0.0084   1.474  0.230    
## Prediction_tool             4  1.962  0.4905  86.245 <2e-16 ***
## Tax_group:Prediction_tool   8  0.041  0.0051   0.901  0.515    
## Residuals                 785  4.465  0.0057                   
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

Statistically significant difference was detected so follow up with a Tukey test to determine if there are differences between specific groups.

bin.tax.sens.tukey <- TukeyHSD(bin.tax.sens.2.aov, "Tax_group:Prediction_tool")
write.csv(
  as.data.frame(bin.tax.sens.tukey$`Tax_group:Prediction_tool`),
  "../report/cazyme_noncazyme_classification/tax_performance/binary.sens.classifiers.tukeyHSD.csv"
)
bin.tax.sens.tukey
##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = Statistic_value ~ Tax_group * Prediction_tool, data = binary_tax_df[binary_tax_df$Statistic_parameter == "Sensitivity", ])
## 
## $`Tax_group:Prediction_tool`
##                                                                 diff
## Bacteria:CUPP-All:CUPP                                  7.875000e-03
## Eukaryote:CUPP-All:CUPP                                -7.875000e-03
## All:dbCAN_4-All:CUPP                                    1.302500e-01
## Bacteria:dbCAN_4-All:CUPP                               1.208750e-01
## Eukaryote:dbCAN_4-All:CUPP                              1.396250e-01
## All:dbCAN_4:dbCAN-sub-All:CUPP                          9.587500e-02
## Bacteria:dbCAN_4:dbCAN-sub-All:CUPP                     9.812500e-02
## Eukaryote:dbCAN_4:dbCAN-sub-All:CUPP                    9.362500e-02
## All:dbCAN_4:DIAMOND-All:CUPP                            1.155000e-01
## Bacteria:dbCAN_4:DIAMOND-All:CUPP                       9.587500e-02
## Eukaryote:dbCAN_4:DIAMOND-All:CUPP                      1.351250e-01
## All:dbCAN_4:HMMER-All:CUPP                              3.612500e-02
## Bacteria:dbCAN_4:HMMER-All:CUPP                         2.262500e-02
## Eukaryote:dbCAN_4:HMMER-All:CUPP                        4.962500e-02
## Eukaryote:CUPP-Bacteria:CUPP                           -1.575000e-02
## All:dbCAN_4-Bacteria:CUPP                               1.223750e-01
## Bacteria:dbCAN_4-Bacteria:CUPP                          1.130000e-01
## Eukaryote:dbCAN_4-Bacteria:CUPP                         1.317500e-01
## All:dbCAN_4:dbCAN-sub-Bacteria:CUPP                     8.800000e-02
## Bacteria:dbCAN_4:dbCAN-sub-Bacteria:CUPP                9.025000e-02
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:CUPP               8.575000e-02
## All:dbCAN_4:DIAMOND-Bacteria:CUPP                       1.076250e-01
## Bacteria:dbCAN_4:DIAMOND-Bacteria:CUPP                  8.800000e-02
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:CUPP                 1.272500e-01
## All:dbCAN_4:HMMER-Bacteria:CUPP                         2.825000e-02
## Bacteria:dbCAN_4:HMMER-Bacteria:CUPP                    1.475000e-02
## Eukaryote:dbCAN_4:HMMER-Bacteria:CUPP                   4.175000e-02
## All:dbCAN_4-Eukaryote:CUPP                              1.381250e-01
## Bacteria:dbCAN_4-Eukaryote:CUPP                         1.287500e-01
## Eukaryote:dbCAN_4-Eukaryote:CUPP                        1.475000e-01
## All:dbCAN_4:dbCAN-sub-Eukaryote:CUPP                    1.037500e-01
## Bacteria:dbCAN_4:dbCAN-sub-Eukaryote:CUPP               1.060000e-01
## Eukaryote:dbCAN_4:dbCAN-sub-Eukaryote:CUPP              1.015000e-01
## All:dbCAN_4:DIAMOND-Eukaryote:CUPP                      1.233750e-01
## Bacteria:dbCAN_4:DIAMOND-Eukaryote:CUPP                 1.037500e-01
## Eukaryote:dbCAN_4:DIAMOND-Eukaryote:CUPP                1.430000e-01
## All:dbCAN_4:HMMER-Eukaryote:CUPP                        4.400000e-02
## Bacteria:dbCAN_4:HMMER-Eukaryote:CUPP                   3.050000e-02
## Eukaryote:dbCAN_4:HMMER-Eukaryote:CUPP                  5.750000e-02
## Bacteria:dbCAN_4-All:dbCAN_4                           -9.375000e-03
## Eukaryote:dbCAN_4-All:dbCAN_4                           9.375000e-03
## All:dbCAN_4:dbCAN-sub-All:dbCAN_4                      -3.437500e-02
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4                 -3.212500e-02
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4                -3.662500e-02
## All:dbCAN_4:DIAMOND-All:dbCAN_4                        -1.475000e-02
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4                   -3.437500e-02
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4                   4.875000e-03
## All:dbCAN_4:HMMER-All:dbCAN_4                          -9.412500e-02
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4                     -1.076250e-01
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4                    -8.062500e-02
## Eukaryote:dbCAN_4-Bacteria:dbCAN_4                      1.875000e-02
## All:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4                 -2.500000e-02
## Bacteria:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4            -2.275000e-02
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4           -2.725000e-02
## All:dbCAN_4:DIAMOND-Bacteria:dbCAN_4                   -5.375000e-03
## Bacteria:dbCAN_4:DIAMOND-Bacteria:dbCAN_4              -2.500000e-02
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4              1.425000e-02
## All:dbCAN_4:HMMER-Bacteria:dbCAN_4                     -8.475000e-02
## Bacteria:dbCAN_4:HMMER-Bacteria:dbCAN_4                -9.825000e-02
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4               -7.125000e-02
## All:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4                -4.375000e-02
## Bacteria:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4           -4.150000e-02
## Eukaryote:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4          -4.600000e-02
## All:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4                  -2.412500e-02
## Bacteria:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4             -4.375000e-02
## Eukaryote:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4            -4.500000e-03
## All:dbCAN_4:HMMER-Eukaryote:dbCAN_4                    -1.035000e-01
## Bacteria:dbCAN_4:HMMER-Eukaryote:dbCAN_4               -1.170000e-01
## Eukaryote:dbCAN_4:HMMER-Eukaryote:dbCAN_4              -9.000000e-02
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4:dbCAN-sub        2.250000e-03
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4:dbCAN-sub      -2.250000e-03
## All:dbCAN_4:DIAMOND-All:dbCAN_4:dbCAN-sub               1.962500e-02
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4:dbCAN-sub         -4.440892e-16
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4:dbCAN-sub         3.925000e-02
## All:dbCAN_4:HMMER-All:dbCAN_4:dbCAN-sub                -5.975000e-02
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4:dbCAN-sub           -7.325000e-02
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4:dbCAN-sub          -4.625000e-02
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:dbCAN-sub -4.500000e-03
## All:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:dbCAN-sub          1.737500e-02
## Bacteria:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:dbCAN-sub    -2.250000e-03
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:dbCAN-sub    3.700000e-02
## All:dbCAN_4:HMMER-Bacteria:dbCAN_4:dbCAN-sub           -6.200000e-02
## Bacteria:dbCAN_4:HMMER-Bacteria:dbCAN_4:dbCAN-sub      -7.550000e-02
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4:dbCAN-sub     -4.850000e-02
## All:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:dbCAN-sub         2.187500e-02
## Bacteria:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:dbCAN-sub    2.250000e-03
## Eukaryote:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:dbCAN-sub   4.150000e-02
## All:dbCAN_4:HMMER-Eukaryote:dbCAN_4:dbCAN-sub          -5.750000e-02
## Bacteria:dbCAN_4:HMMER-Eukaryote:dbCAN_4:dbCAN-sub     -7.100000e-02
## Eukaryote:dbCAN_4:HMMER-Eukaryote:dbCAN_4:dbCAN-sub    -4.400000e-02
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4:DIAMOND           -1.962500e-02
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4:DIAMOND           1.962500e-02
## All:dbCAN_4:HMMER-All:dbCAN_4:DIAMOND                  -7.937500e-02
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4:DIAMOND             -9.287500e-02
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4:DIAMOND            -6.587500e-02
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:DIAMOND      3.925000e-02
## All:dbCAN_4:HMMER-Bacteria:dbCAN_4:DIAMOND             -5.975000e-02
## Bacteria:dbCAN_4:HMMER-Bacteria:dbCAN_4:DIAMOND        -7.325000e-02
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4:DIAMOND       -4.625000e-02
## All:dbCAN_4:HMMER-Eukaryote:dbCAN_4:DIAMOND            -9.900000e-02
## Bacteria:dbCAN_4:HMMER-Eukaryote:dbCAN_4:DIAMOND       -1.125000e-01
## Eukaryote:dbCAN_4:HMMER-Eukaryote:dbCAN_4:DIAMOND      -8.550000e-02
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4:HMMER               -1.350000e-02
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4:HMMER               1.350000e-02
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4:HMMER          2.700000e-02
##                                                                  lwr
## Bacteria:CUPP-All:CUPP                                 -4.181188e-02
## Eukaryote:CUPP-All:CUPP                                -5.756188e-02
## All:dbCAN_4-All:CUPP                                    8.968083e-02
## Bacteria:dbCAN_4-All:CUPP                               7.118812e-02
## Eukaryote:dbCAN_4-All:CUPP                              8.993812e-02
## All:dbCAN_4:dbCAN-sub-All:CUPP                          5.530583e-02
## Bacteria:dbCAN_4:dbCAN-sub-All:CUPP                     4.843812e-02
## Eukaryote:dbCAN_4:dbCAN-sub-All:CUPP                    4.393812e-02
## All:dbCAN_4:DIAMOND-All:CUPP                            7.493083e-02
## Bacteria:dbCAN_4:DIAMOND-All:CUPP                       4.618812e-02
## Eukaryote:dbCAN_4:DIAMOND-All:CUPP                      8.543812e-02
## All:dbCAN_4:HMMER-All:CUPP                             -4.444169e-03
## Bacteria:dbCAN_4:HMMER-All:CUPP                        -2.706188e-02
## Eukaryote:dbCAN_4:HMMER-All:CUPP                       -6.188143e-05
## Eukaryote:CUPP-Bacteria:CUPP                           -7.312347e-02
## All:dbCAN_4-Bacteria:CUPP                               7.268812e-02
## Bacteria:dbCAN_4-Bacteria:CUPP                          5.562653e-02
## Eukaryote:dbCAN_4-Bacteria:CUPP                         7.437653e-02
## All:dbCAN_4:dbCAN-sub-Bacteria:CUPP                     3.831312e-02
## Bacteria:dbCAN_4:dbCAN-sub-Bacteria:CUPP                3.287653e-02
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:CUPP               2.837653e-02
## All:dbCAN_4:DIAMOND-Bacteria:CUPP                       5.793812e-02
## Bacteria:dbCAN_4:DIAMOND-Bacteria:CUPP                  3.062653e-02
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:CUPP                 6.987653e-02
## All:dbCAN_4:HMMER-Bacteria:CUPP                        -2.143688e-02
## Bacteria:dbCAN_4:HMMER-Bacteria:CUPP                   -4.262347e-02
## Eukaryote:dbCAN_4:HMMER-Bacteria:CUPP                  -1.562347e-02
## All:dbCAN_4-Eukaryote:CUPP                              8.843812e-02
## Bacteria:dbCAN_4-Eukaryote:CUPP                         7.137653e-02
## Eukaryote:dbCAN_4-Eukaryote:CUPP                        9.012653e-02
## All:dbCAN_4:dbCAN-sub-Eukaryote:CUPP                    5.406312e-02
## Bacteria:dbCAN_4:dbCAN-sub-Eukaryote:CUPP               4.862653e-02
## Eukaryote:dbCAN_4:dbCAN-sub-Eukaryote:CUPP              4.412653e-02
## All:dbCAN_4:DIAMOND-Eukaryote:CUPP                      7.368812e-02
## Bacteria:dbCAN_4:DIAMOND-Eukaryote:CUPP                 4.637653e-02
## Eukaryote:dbCAN_4:DIAMOND-Eukaryote:CUPP                8.562653e-02
## All:dbCAN_4:HMMER-Eukaryote:CUPP                       -5.686881e-03
## Bacteria:dbCAN_4:HMMER-Eukaryote:CUPP                  -2.687347e-02
## Eukaryote:dbCAN_4:HMMER-Eukaryote:CUPP                  1.265313e-04
## Bacteria:dbCAN_4-All:dbCAN_4                           -5.906188e-02
## Eukaryote:dbCAN_4-All:dbCAN_4                          -4.031188e-02
## All:dbCAN_4:dbCAN-sub-All:dbCAN_4                      -7.494417e-02
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4                 -8.181188e-02
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4                -8.631188e-02
## All:dbCAN_4:DIAMOND-All:dbCAN_4                        -5.531917e-02
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4                   -8.406188e-02
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4                  -4.481188e-02
## All:dbCAN_4:HMMER-All:dbCAN_4                          -1.346942e-01
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4                     -1.573119e-01
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4                    -1.303119e-01
## Eukaryote:dbCAN_4-Bacteria:dbCAN_4                     -3.862347e-02
## All:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4                 -7.468688e-02
## Bacteria:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4            -8.012347e-02
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4           -8.462347e-02
## All:dbCAN_4:DIAMOND-Bacteria:dbCAN_4                   -5.506188e-02
## Bacteria:dbCAN_4:DIAMOND-Bacteria:dbCAN_4              -8.237347e-02
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4             -4.312347e-02
## All:dbCAN_4:HMMER-Bacteria:dbCAN_4                     -1.344369e-01
## Bacteria:dbCAN_4:HMMER-Bacteria:dbCAN_4                -1.556235e-01
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4               -1.286235e-01
## All:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4                -9.343688e-02
## Bacteria:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4           -9.887347e-02
## Eukaryote:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4          -1.033735e-01
## All:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4                  -7.381188e-02
## Bacteria:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4             -1.011235e-01
## Eukaryote:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4            -6.187347e-02
## All:dbCAN_4:HMMER-Eukaryote:dbCAN_4                    -1.531869e-01
## Bacteria:dbCAN_4:HMMER-Eukaryote:dbCAN_4               -1.743735e-01
## Eukaryote:dbCAN_4:HMMER-Eukaryote:dbCAN_4              -1.473735e-01
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4:dbCAN-sub       -4.743688e-02
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4:dbCAN-sub      -5.193688e-02
## All:dbCAN_4:DIAMOND-All:dbCAN_4:dbCAN-sub              -2.094417e-02
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4:dbCAN-sub         -4.968688e-02
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4:dbCAN-sub        -1.043688e-02
## All:dbCAN_4:HMMER-All:dbCAN_4:dbCAN-sub                -1.003192e-01
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4:dbCAN-sub           -1.229369e-01
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4:dbCAN-sub          -9.593688e-02
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:dbCAN-sub -6.187347e-02
## All:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:dbCAN-sub         -3.231188e-02
## Bacteria:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:dbCAN-sub    -5.962347e-02
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:dbCAN-sub   -2.037347e-02
## All:dbCAN_4:HMMER-Bacteria:dbCAN_4:dbCAN-sub           -1.116869e-01
## Bacteria:dbCAN_4:HMMER-Bacteria:dbCAN_4:dbCAN-sub      -1.328735e-01
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4:dbCAN-sub     -1.058735e-01
## All:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:dbCAN-sub        -2.781188e-02
## Bacteria:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:dbCAN-sub   -5.512347e-02
## Eukaryote:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:dbCAN-sub  -1.587347e-02
## All:dbCAN_4:HMMER-Eukaryote:dbCAN_4:dbCAN-sub          -1.071869e-01
## Bacteria:dbCAN_4:HMMER-Eukaryote:dbCAN_4:dbCAN-sub     -1.283735e-01
## Eukaryote:dbCAN_4:HMMER-Eukaryote:dbCAN_4:dbCAN-sub    -1.013735e-01
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4:DIAMOND           -6.931188e-02
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4:DIAMOND          -3.006188e-02
## All:dbCAN_4:HMMER-All:dbCAN_4:DIAMOND                  -1.199442e-01
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4:DIAMOND             -1.425619e-01
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4:DIAMOND            -1.155619e-01
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:DIAMOND     -1.812347e-02
## All:dbCAN_4:HMMER-Bacteria:dbCAN_4:DIAMOND             -1.094369e-01
## Bacteria:dbCAN_4:HMMER-Bacteria:dbCAN_4:DIAMOND        -1.306235e-01
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4:DIAMOND       -1.036235e-01
## All:dbCAN_4:HMMER-Eukaryote:dbCAN_4:DIAMOND            -1.486869e-01
## Bacteria:dbCAN_4:HMMER-Eukaryote:dbCAN_4:DIAMOND       -1.698735e-01
## Eukaryote:dbCAN_4:HMMER-Eukaryote:dbCAN_4:DIAMOND      -1.428735e-01
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4:HMMER               -6.318688e-02
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4:HMMER              -3.618688e-02
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4:HMMER         -3.037347e-02
##                                                                 upr     p adj
## Bacteria:CUPP-All:CUPP                                  0.057561881 0.9999998
## Eukaryote:CUPP-All:CUPP                                 0.041811881 0.9999998
## All:dbCAN_4-All:CUPP                                    0.170819169 0.0000000
## Bacteria:dbCAN_4-All:CUPP                               0.170561881 0.0000000
## Eukaryote:dbCAN_4-All:CUPP                              0.189311881 0.0000000
## All:dbCAN_4:dbCAN-sub-All:CUPP                          0.136444169 0.0000000
## Bacteria:dbCAN_4:dbCAN-sub-All:CUPP                     0.147811881 0.0000000
## Eukaryote:dbCAN_4:dbCAN-sub-All:CUPP                    0.143311881 0.0000000
## All:dbCAN_4:DIAMOND-All:CUPP                            0.156069169 0.0000000
## Bacteria:dbCAN_4:DIAMOND-All:CUPP                       0.145561881 0.0000000
## Eukaryote:dbCAN_4:DIAMOND-All:CUPP                      0.184811881 0.0000000
## All:dbCAN_4:HMMER-All:CUPP                              0.076694169 0.1444525
## Bacteria:dbCAN_4:HMMER-All:CUPP                         0.072311881 0.9683743
## Eukaryote:dbCAN_4:HMMER-All:CUPP                        0.099311881 0.0506652
## Eukaryote:CUPP-Bacteria:CUPP                            0.041623469 0.9998337
## All:dbCAN_4-Bacteria:CUPP                               0.172061881 0.0000000
## Bacteria:dbCAN_4-Bacteria:CUPP                          0.170373469 0.0000000
## Eukaryote:dbCAN_4-Bacteria:CUPP                         0.189123469 0.0000000
## All:dbCAN_4:dbCAN-sub-Bacteria:CUPP                     0.137686881 0.0000003
## Bacteria:dbCAN_4:dbCAN-sub-Bacteria:CUPP                0.147623469 0.0000117
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:CUPP               0.143123469 0.0000467
## All:dbCAN_4:DIAMOND-Bacteria:CUPP                       0.157311881 0.0000000
## Bacteria:dbCAN_4:DIAMOND-Bacteria:CUPP                  0.145373469 0.0000236
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:CUPP                 0.184623469 0.0000000
## All:dbCAN_4:HMMER-Bacteria:CUPP                         0.077936881 0.8351191
## Bacteria:dbCAN_4:HMMER-Bacteria:CUPP                    0.072123469 0.9999239
## Eukaryote:dbCAN_4:HMMER-Bacteria:CUPP                   0.099123469 0.4592481
## All:dbCAN_4-Eukaryote:CUPP                              0.187811881 0.0000000
## Bacteria:dbCAN_4-Eukaryote:CUPP                         0.186123469 0.0000000
## Eukaryote:dbCAN_4-Eukaryote:CUPP                        0.204873469 0.0000000
## All:dbCAN_4:dbCAN-sub-Eukaryote:CUPP                    0.153436881 0.0000000
## Bacteria:dbCAN_4:dbCAN-sub-Eukaryote:CUPP               0.163373469 0.0000000
## Eukaryote:dbCAN_4:dbCAN-sub-Eukaryote:CUPP              0.158873469 0.0000003
## All:dbCAN_4:DIAMOND-Eukaryote:CUPP                      0.173061881 0.0000000
## Bacteria:dbCAN_4:DIAMOND-Eukaryote:CUPP                 0.161123469 0.0000001
## Eukaryote:dbCAN_4:DIAMOND-Eukaryote:CUPP                0.200373469 0.0000000
## All:dbCAN_4:HMMER-Eukaryote:CUPP                        0.093686881 0.1507267
## Bacteria:dbCAN_4:HMMER-Eukaryote:CUPP                   0.087873469 0.8944066
## Eukaryote:dbCAN_4:HMMER-Eukaryote:CUPP                  0.114873469 0.0488403
## Bacteria:dbCAN_4-All:dbCAN_4                            0.040311881 0.9999984
## Eukaryote:dbCAN_4-All:dbCAN_4                           0.059061881 0.9999984
## All:dbCAN_4:dbCAN-sub-All:dbCAN_4                       0.006194169 0.2066351
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4                  0.017561881 0.6650797
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4                 0.013061881 0.4359196
## All:dbCAN_4:DIAMOND-All:dbCAN_4                         0.025819169 0.9962392
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4                    0.015311881 0.5503411
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4                   0.054561881 1.0000000
## All:dbCAN_4:HMMER-All:dbCAN_4                          -0.053555831 0.0000000
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4                     -0.057938119 0.0000000
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4                    -0.030938119 0.0000047
## Eukaryote:dbCAN_4-Bacteria:dbCAN_4                      0.076123469 0.9987891
## All:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4                  0.024686881 0.9292812
## Bacteria:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4             0.034623469 0.9910499
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4            0.030123469 0.9550521
## All:dbCAN_4:DIAMOND-Bacteria:dbCAN_4                    0.044311881 1.0000000
## Bacteria:dbCAN_4:DIAMOND-Bacteria:dbCAN_4               0.032373469 0.9784647
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4              0.071623469 0.9999499
## All:dbCAN_4:HMMER-Bacteria:dbCAN_4                     -0.035063119 0.0000010
## Bacteria:dbCAN_4:HMMER-Bacteria:dbCAN_4                -0.040876531 0.0000009
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4               -0.013876531 0.0024616
## All:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4                 0.005936881 0.1573668
## Bacteria:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4            0.015873469 0.4701474
## Eukaryote:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4           0.011373469 0.2899279
## All:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4                   0.025561881 0.9463458
## Bacteria:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4              0.013623469 0.3751934
## Eukaryote:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4             0.052873469 1.0000000
## All:dbCAN_4:HMMER-Eukaryote:dbCAN_4                    -0.053813119 0.0000000
## Bacteria:dbCAN_4:HMMER-Eukaryote:dbCAN_4               -0.059626531 0.0000000
## Eukaryote:dbCAN_4:HMMER-Eukaryote:dbCAN_4              -0.032626531 0.0000127
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4:dbCAN-sub        0.051936881 1.0000000
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4:dbCAN-sub       0.047436881 1.0000000
## All:dbCAN_4:DIAMOND-All:dbCAN_4:dbCAN-sub               0.060194169 0.9479052
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4:dbCAN-sub          0.049686881 1.0000000
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4:dbCAN-sub         0.088936881 0.3143981
## All:dbCAN_4:HMMER-All:dbCAN_4:dbCAN-sub                -0.019180831 0.0000677
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4:dbCAN-sub           -0.023563119 0.0000661
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4:dbCAN-sub           0.003436881 0.1001306
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:dbCAN-sub  0.052873469 1.0000000
## All:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:dbCAN-sub          0.067061881 0.9974937
## Bacteria:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:dbCAN-sub     0.055123469 1.0000000
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:dbCAN-sub    0.094373469 0.6691417
## All:dbCAN_4:HMMER-Bacteria:dbCAN_4:dbCAN-sub           -0.012313119 0.0022624
## Bacteria:dbCAN_4:HMMER-Bacteria:dbCAN_4:dbCAN-sub      -0.018126531 0.0008339
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4:dbCAN-sub      0.008873469 0.2098783
## All:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:dbCAN-sub         0.071561881 0.9764007
## Bacteria:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:dbCAN-sub    0.059623469 1.0000000
## Eukaryote:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:dbCAN-sub   0.098873469 0.4701474
## All:dbCAN_4:HMMER-Eukaryote:dbCAN_4:dbCAN-sub          -0.007813119 0.0077651
## Bacteria:dbCAN_4:HMMER-Eukaryote:dbCAN_4:dbCAN-sub     -0.013626531 0.0026177
## Eukaryote:dbCAN_4:HMMER-Eukaryote:dbCAN_4:dbCAN-sub     0.013373469 0.3651734
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4:DIAMOND            0.030061881 0.9913837
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4:DIAMOND           0.069311881 0.9913837
## All:dbCAN_4:HMMER-All:dbCAN_4:DIAMOND                  -0.038805831 0.0000000
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4:DIAMOND             -0.043188119 0.0000000
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4:DIAMOND            -0.016188119 0.0007182
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:DIAMOND      0.096623469 0.5701476
## All:dbCAN_4:HMMER-Bacteria:dbCAN_4:DIAMOND             -0.010063119 0.0042495
## Bacteria:dbCAN_4:HMMER-Bacteria:dbCAN_4:DIAMOND        -0.015876531 0.0014919
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4:DIAMOND        0.011123469 0.2811915
## All:dbCAN_4:HMMER-Eukaryote:dbCAN_4:DIAMOND            -0.049313119 0.0000000
## Bacteria:dbCAN_4:HMMER-Eukaryote:dbCAN_4:DIAMOND       -0.055126531 0.0000000
## Eukaryote:dbCAN_4:HMMER-Eukaryote:dbCAN_4:DIAMOND      -0.028126531 0.0000503
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4:HMMER                0.036186881 0.9998528
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4:HMMER               0.063186881 0.9998528
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4:HMMER          0.084373469 0.9583180

5.3 Precision

Table 5.3: The precision of binary CAZyme/non-CAZyme classification by CAZy classifiers per taxonomy group
Prediction_tool Bact Mean Bact Standard Deviation Bact Lower CI Bact Upper CI Euk Mean Euk Standard Deviation Euk Lower CI Euk Upper CI All Mean All Standard Deviation All Lower CI All Upper CI
CUPP 0.9877 0.0280 0.9787 0.9966 0.9748 0.0574 0.9564 0.9932 0.9812 0.0452 0.9742 0.9883
dbCAN_4 0.9755 0.0346 0.9645 0.9866 0.9589 0.0700 0.9365 0.9813 0.9672 0.0553 0.9586 0.9759
dbCAN_4:DIAMOND 0.9805 0.0327 0.9701 0.9910 0.9615 0.0690 0.9394 0.9836 0.9710 0.0544 0.9625 0.9795
dbCAN_4:HMMER 0.9858 0.0297 0.9763 0.9953 0.9725 0.0556 0.9548 0.9903 0.9792 0.0446 0.9722 0.9861
dbCAN_4:dbCAN-sub 0.9869 0.0258 0.9786 0.9951 0.9715 0.0547 0.9540 0.9889 0.9792 0.0431 0.9724 0.9859

Test if there is a statistically significant difference between the means of the tools and kingdoms using a two-way ANOVA.

##                            Df Sum Sq  Mean Sq F value  Pr(>F)   
## Tax_group                   2 0.0239 0.011932   5.013 0.00686 **
## Prediction_tool             4 0.0237 0.005931   2.492 0.04184 * 
## Tax_group:Prediction_tool   8 0.0005 0.000064   0.027 0.99999   
## Residuals                 785 1.8683 0.002380                   
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

Statistically significant difference was detected so follow up with a Tukey test to determine if there are differences between groups.

bin.tax.prec.tukey <- TukeyHSD(bin.tax.prec.2.aov, "Tax_group:Prediction_tool")
write.csv(
  as.data.frame(bin.tax.prec.tukey$`Tax_group:Prediction_tool`),
  "../report/cazyme_noncazyme_classification/tax_performance/binary.prec.classifiers.tukeyHSD.csv"
)
bin.tax.prec.tukey
##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = Statistic_value ~ Tax_group * Prediction_tool, data = binary_tax_df[binary_tax_df$Statistic_parameter == "Precision", ])
## 
## $`Tax_group:Prediction_tool`
##                                                                 diff
## Bacteria:CUPP-All:CUPP                                  6.442536e-03
## Eukaryote:CUPP-All:CUPP                                -6.442536e-03
## All:dbCAN_4-All:CUPP                                   -1.401012e-02
## Bacteria:dbCAN_4-All:CUPP                              -5.695376e-03
## Eukaryote:dbCAN_4-All:CUPP                             -2.232486e-02
## All:dbCAN_4:dbCAN-sub-All:CUPP                         -2.075279e-03
## Bacteria:dbCAN_4:dbCAN-sub-All:CUPP                     5.640131e-03
## Eukaryote:dbCAN_4:dbCAN-sub-All:CUPP                   -9.790689e-03
## All:dbCAN_4:DIAMOND-All:CUPP                           -1.022395e-02
## Bacteria:dbCAN_4:DIAMOND-All:CUPP                      -7.147117e-04
## Eukaryote:dbCAN_4:DIAMOND-All:CUPP                     -1.973319e-02
## All:dbCAN_4:HMMER-All:CUPP                             -2.078097e-03
## Bacteria:dbCAN_4:HMMER-All:CUPP                         4.559742e-03
## Eukaryote:dbCAN_4:HMMER-All:CUPP                       -8.715937e-03
## Eukaryote:CUPP-Bacteria:CUPP                           -1.288507e-02
## All:dbCAN_4-Bacteria:CUPP                              -2.045265e-02
## Bacteria:dbCAN_4-Bacteria:CUPP                         -1.213791e-02
## Eukaryote:dbCAN_4-Bacteria:CUPP                        -2.876739e-02
## All:dbCAN_4:dbCAN-sub-Bacteria:CUPP                    -8.517815e-03
## Bacteria:dbCAN_4:dbCAN-sub-Bacteria:CUPP               -8.024053e-04
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:CUPP              -1.623323e-02
## All:dbCAN_4:DIAMOND-Bacteria:CUPP                      -1.666649e-02
## Bacteria:dbCAN_4:DIAMOND-Bacteria:CUPP                 -7.157248e-03
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:CUPP                -2.617572e-02
## All:dbCAN_4:HMMER-Bacteria:CUPP                        -8.520633e-03
## Bacteria:dbCAN_4:HMMER-Bacteria:CUPP                   -1.882794e-03
## Eukaryote:dbCAN_4:HMMER-Bacteria:CUPP                  -1.515847e-02
## All:dbCAN_4-Eukaryote:CUPP                             -7.567581e-03
## Bacteria:dbCAN_4-Eukaryote:CUPP                         7.471596e-04
## Eukaryote:dbCAN_4-Eukaryote:CUPP                       -1.588232e-02
## All:dbCAN_4:dbCAN-sub-Eukaryote:CUPP                    4.367257e-03
## Bacteria:dbCAN_4:dbCAN-sub-Eukaryote:CUPP               1.208267e-02
## Eukaryote:dbCAN_4:dbCAN-sub-Eukaryote:CUPP             -3.348153e-03
## All:dbCAN_4:DIAMOND-Eukaryote:CUPP                     -3.781414e-03
## Bacteria:dbCAN_4:DIAMOND-Eukaryote:CUPP                 5.727824e-03
## Eukaryote:dbCAN_4:DIAMOND-Eukaryote:CUPP               -1.329065e-02
## All:dbCAN_4:HMMER-Eukaryote:CUPP                        4.364439e-03
## Bacteria:dbCAN_4:HMMER-Eukaryote:CUPP                   1.100228e-02
## Eukaryote:dbCAN_4:HMMER-Eukaryote:CUPP                 -2.273401e-03
## Bacteria:dbCAN_4-All:dbCAN_4                            8.314741e-03
## Eukaryote:dbCAN_4-All:dbCAN_4                          -8.314741e-03
## All:dbCAN_4:dbCAN-sub-All:dbCAN_4                       1.193484e-02
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4                  1.965025e-02
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4                 4.219428e-03
## All:dbCAN_4:DIAMOND-All:dbCAN_4                         3.786167e-03
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4                    1.329541e-02
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4                  -5.723071e-03
## All:dbCAN_4:HMMER-All:dbCAN_4                           1.193202e-02
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4                      1.856986e-02
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4                     5.294180e-03
## Eukaryote:dbCAN_4-Bacteria:dbCAN_4                     -1.662948e-02
## All:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4                  3.620097e-03
## Bacteria:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4             1.133551e-02
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4           -4.095313e-03
## All:dbCAN_4:DIAMOND-Bacteria:dbCAN_4                   -4.528573e-03
## Bacteria:dbCAN_4:DIAMOND-Bacteria:dbCAN_4               4.980665e-03
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4             -1.403781e-02
## All:dbCAN_4:HMMER-Bacteria:dbCAN_4                      3.617279e-03
## Bacteria:dbCAN_4:HMMER-Bacteria:dbCAN_4                 1.025512e-02
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4               -3.020560e-03
## All:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4                 2.024958e-02
## Bacteria:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4            2.796499e-02
## Eukaryote:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4           1.253417e-02
## All:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4                   1.210091e-02
## Bacteria:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4              2.161015e-02
## Eukaryote:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4             2.591670e-03
## All:dbCAN_4:HMMER-Eukaryote:dbCAN_4                     2.024676e-02
## Bacteria:dbCAN_4:HMMER-Eukaryote:dbCAN_4                2.688460e-02
## Eukaryote:dbCAN_4:HMMER-Eukaryote:dbCAN_4               1.360892e-02
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4:dbCAN-sub        7.715410e-03
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4:dbCAN-sub      -7.715410e-03
## All:dbCAN_4:DIAMOND-All:dbCAN_4:dbCAN-sub              -8.148670e-03
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4:dbCAN-sub          1.360568e-03
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4:dbCAN-sub        -1.765791e-02
## All:dbCAN_4:HMMER-All:dbCAN_4:dbCAN-sub                -2.817948e-06
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4:dbCAN-sub            6.635021e-03
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4:dbCAN-sub          -6.640657e-03
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:dbCAN-sub -1.543082e-02
## All:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:dbCAN-sub         -1.586408e-02
## Bacteria:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:dbCAN-sub    -6.354842e-03
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:dbCAN-sub   -2.537332e-02
## All:dbCAN_4:HMMER-Bacteria:dbCAN_4:dbCAN-sub           -7.718228e-03
## Bacteria:dbCAN_4:HMMER-Bacteria:dbCAN_4:dbCAN-sub      -1.080389e-03
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4:dbCAN-sub     -1.435607e-02
## All:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:dbCAN-sub        -4.332605e-04
## Bacteria:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:dbCAN-sub    9.075978e-03
## Eukaryote:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:dbCAN-sub  -9.942498e-03
## All:dbCAN_4:HMMER-Eukaryote:dbCAN_4:dbCAN-sub           7.712592e-03
## Bacteria:dbCAN_4:HMMER-Eukaryote:dbCAN_4:dbCAN-sub      1.435043e-02
## Eukaryote:dbCAN_4:HMMER-Eukaryote:dbCAN_4:dbCAN-sub     1.074753e-03
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4:DIAMOND            9.509238e-03
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4:DIAMOND          -9.509238e-03
## All:dbCAN_4:HMMER-All:dbCAN_4:DIAMOND                   8.145853e-03
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4:DIAMOND              1.478369e-02
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4:DIAMOND             1.508013e-03
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:DIAMOND     -1.901848e-02
## All:dbCAN_4:HMMER-Bacteria:dbCAN_4:DIAMOND             -1.363385e-03
## Bacteria:dbCAN_4:HMMER-Bacteria:dbCAN_4:DIAMOND         5.274454e-03
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4:DIAMOND       -8.001225e-03
## All:dbCAN_4:HMMER-Eukaryote:dbCAN_4:DIAMOND             1.765509e-02
## Bacteria:dbCAN_4:HMMER-Eukaryote:dbCAN_4:DIAMOND        2.429293e-02
## Eukaryote:dbCAN_4:HMMER-Eukaryote:dbCAN_4:DIAMOND       1.101725e-02
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4:HMMER                6.637839e-03
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4:HMMER              -6.637839e-03
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4:HMMER         -1.327568e-02
##                                                                 lwr         upr
## Bacteria:CUPP-All:CUPP                                 -0.025698666 0.038583738
## Eukaryote:CUPP-All:CUPP                                -0.038583738 0.025698666
## All:dbCAN_4-All:CUPP                                   -0.040253299 0.012233065
## Bacteria:dbCAN_4-All:CUPP                              -0.037836579 0.026445826
## Eukaryote:dbCAN_4-All:CUPP                             -0.054466060 0.009816345
## All:dbCAN_4:dbCAN-sub-All:CUPP                         -0.028318461 0.024167903
## Bacteria:dbCAN_4:dbCAN-sub-All:CUPP                    -0.026501072 0.037781333
## Eukaryote:dbCAN_4:dbCAN-sub-All:CUPP                   -0.041931892 0.022350513
## All:dbCAN_4:DIAMOND-All:CUPP                           -0.036467131 0.016019232
## Bacteria:dbCAN_4:DIAMOND-All:CUPP                      -0.032855914 0.031426491
## Eukaryote:dbCAN_4:DIAMOND-All:CUPP                     -0.051874390 0.012408015
## All:dbCAN_4:HMMER-All:CUPP                             -0.028321279 0.024165085
## Bacteria:dbCAN_4:HMMER-All:CUPP                        -0.027581460 0.036700944
## Eukaryote:dbCAN_4:HMMER-All:CUPP                       -0.040857139 0.023425266
## Eukaryote:CUPP-Bacteria:CUPP                           -0.049998536 0.024228392
## All:dbCAN_4-Bacteria:CUPP                              -0.052593855 0.011688549
## Bacteria:dbCAN_4-Bacteria:CUPP                         -0.049251376 0.024975551
## Eukaryote:dbCAN_4-Bacteria:CUPP                        -0.065880857 0.008346070
## All:dbCAN_4:dbCAN-sub-Bacteria:CUPP                    -0.040659018 0.023623387
## Bacteria:dbCAN_4:dbCAN-sub-Bacteria:CUPP               -0.037915869 0.036311058
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:CUPP              -0.053346689 0.020880238
## All:dbCAN_4:DIAMOND-Bacteria:CUPP                      -0.048807688 0.015474717
## Bacteria:dbCAN_4:DIAMOND-Bacteria:CUPP                 -0.044270711 0.029956216
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:CUPP                -0.063289187 0.010937740
## All:dbCAN_4:HMMER-Bacteria:CUPP                        -0.040661835 0.023620569
## Bacteria:dbCAN_4:HMMER-Bacteria:CUPP                   -0.038996257 0.035230670
## Eukaryote:dbCAN_4:HMMER-Bacteria:CUPP                  -0.052271936 0.021954991
## All:dbCAN_4-Eukaryote:CUPP                             -0.039708783 0.024573621
## Bacteria:dbCAN_4-Eukaryote:CUPP                        -0.036366304 0.037860623
## Eukaryote:dbCAN_4-Eukaryote:CUPP                       -0.052995785 0.021231142
## All:dbCAN_4:dbCAN-sub-Eukaryote:CUPP                   -0.027773946 0.036508459
## Bacteria:dbCAN_4:dbCAN-sub-Eukaryote:CUPP              -0.025030797 0.049196130
## Eukaryote:dbCAN_4:dbCAN-sub-Eukaryote:CUPP             -0.040461617 0.033765310
## All:dbCAN_4:DIAMOND-Eukaryote:CUPP                     -0.035922616 0.028359789
## Bacteria:dbCAN_4:DIAMOND-Eukaryote:CUPP                -0.031385639 0.042841288
## Eukaryote:dbCAN_4:DIAMOND-Eukaryote:CUPP               -0.050404115 0.023822812
## All:dbCAN_4:HMMER-Eukaryote:CUPP                       -0.027776764 0.036505641
## Bacteria:dbCAN_4:HMMER-Eukaryote:CUPP                  -0.026111185 0.048115742
## Eukaryote:dbCAN_4:HMMER-Eukaryote:CUPP                 -0.039386864 0.034840063
## Bacteria:dbCAN_4-All:dbCAN_4                           -0.023826462 0.040455943
## Eukaryote:dbCAN_4-All:dbCAN_4                          -0.040455943 0.023826462
## All:dbCAN_4:dbCAN-sub-All:dbCAN_4                      -0.014308344 0.038178019
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4                 -0.012490955 0.051791450
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4                -0.027921775 0.036360630
## All:dbCAN_4:DIAMOND-All:dbCAN_4                        -0.022457015 0.030029349
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4                   -0.018845797 0.045436608
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4                  -0.037864273 0.026418132
## All:dbCAN_4:HMMER-All:dbCAN_4                          -0.014311162 0.038175202
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4                     -0.013571343 0.050711061
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4                    -0.026847022 0.037435383
## Eukaryote:dbCAN_4-Bacteria:dbCAN_4                     -0.053742945 0.020483982
## All:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4                 -0.028521105 0.035761299
## Bacteria:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4            -0.025777956 0.048448971
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4           -0.041208776 0.033018151
## All:dbCAN_4:DIAMOND-Bacteria:dbCAN_4                   -0.036669776 0.027612629
## Bacteria:dbCAN_4:DIAMOND-Bacteria:dbCAN_4              -0.032132799 0.042094128
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4             -0.051151275 0.023075652
## All:dbCAN_4:HMMER-Bacteria:dbCAN_4                     -0.028523923 0.035758481
## Bacteria:dbCAN_4:HMMER-Bacteria:dbCAN_4                -0.026858345 0.047368582
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4               -0.040134024 0.034092903
## All:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4                -0.011891624 0.052390781
## Bacteria:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4           -0.009148475 0.065078452
## Eukaryote:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4          -0.024579295 0.049647632
## All:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4                  -0.020040294 0.044242110
## Bacteria:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4             -0.015503318 0.058723609
## Eukaryote:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4            -0.034521794 0.039705133
## All:dbCAN_4:HMMER-Eukaryote:dbCAN_4                    -0.011894442 0.052387963
## Bacteria:dbCAN_4:HMMER-Eukaryote:dbCAN_4               -0.010228864 0.063998063
## Eukaryote:dbCAN_4:HMMER-Eukaryote:dbCAN_4              -0.023504543 0.050722385
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4:dbCAN-sub       -0.024425792 0.039856612
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4:dbCAN-sub      -0.039856612 0.024425792
## All:dbCAN_4:DIAMOND-All:dbCAN_4:dbCAN-sub              -0.034391852 0.018094511
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4:dbCAN-sub         -0.030780635 0.033501770
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4:dbCAN-sub        -0.049799111 0.014483294
## All:dbCAN_4:HMMER-All:dbCAN_4:dbCAN-sub                -0.026246000 0.026240364
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4:dbCAN-sub           -0.025506181 0.038776224
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4:dbCAN-sub          -0.038781860 0.025500545
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:dbCAN-sub -0.052544284 0.021682644
## All:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:dbCAN-sub         -0.048005283 0.016277122
## Bacteria:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:dbCAN-sub    -0.043468306 0.030758621
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:dbCAN-sub   -0.062486782 0.011740145
## All:dbCAN_4:HMMER-Bacteria:dbCAN_4:dbCAN-sub           -0.039859430 0.024422974
## Bacteria:dbCAN_4:HMMER-Bacteria:dbCAN_4:dbCAN-sub      -0.038193852 0.036033075
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4:dbCAN-sub     -0.051469531 0.022757396
## All:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:dbCAN-sub        -0.032574463 0.031707942
## Bacteria:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:dbCAN-sub   -0.028037486 0.046189441
## Eukaryote:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:dbCAN-sub  -0.047055962 0.027170965
## All:dbCAN_4:HMMER-Eukaryote:dbCAN_4:dbCAN-sub          -0.024428610 0.039853794
## Bacteria:dbCAN_4:HMMER-Eukaryote:dbCAN_4:dbCAN-sub     -0.022763032 0.051463895
## Eukaryote:dbCAN_4:HMMER-Eukaryote:dbCAN_4:dbCAN-sub    -0.036038711 0.038188216
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4:DIAMOND           -0.022631964 0.041650440
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4:DIAMOND          -0.041650440 0.022631964
## All:dbCAN_4:HMMER-All:dbCAN_4:DIAMOND                  -0.018097329 0.034389034
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4:DIAMOND             -0.017357510 0.046924894
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4:DIAMOND            -0.030633189 0.033649215
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:DIAMOND     -0.056131940 0.018094988
## All:dbCAN_4:HMMER-Bacteria:dbCAN_4:DIAMOND             -0.033504588 0.030777817
## Bacteria:dbCAN_4:HMMER-Bacteria:dbCAN_4:DIAMOND        -0.031839010 0.042387917
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4:DIAMOND       -0.045114688 0.029112239
## All:dbCAN_4:HMMER-Eukaryote:dbCAN_4:DIAMOND            -0.014486112 0.049796293
## Bacteria:dbCAN_4:HMMER-Eukaryote:dbCAN_4:DIAMOND       -0.012820534 0.061406393
## Eukaryote:dbCAN_4:HMMER-Eukaryote:dbCAN_4:DIAMOND      -0.026096212 0.048130715
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4:HMMER               -0.025503363 0.038779042
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4:HMMER              -0.038779042 0.025503363
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4:HMMER         -0.050389142 0.023837785
##                                                            p adj
## Bacteria:CUPP-All:CUPP                                 0.9999966
## Eukaryote:CUPP-All:CUPP                                0.9999966
## All:dbCAN_4-All:CUPP                                   0.8912457
## Bacteria:dbCAN_4-All:CUPP                              0.9999993
## Eukaryote:dbCAN_4-All:CUPP                             0.5432734
## All:dbCAN_4:dbCAN-sub-All:CUPP                         1.0000000
## Bacteria:dbCAN_4:dbCAN-sub-All:CUPP                    0.9999994
## Eukaryote:dbCAN_4:dbCAN-sub-All:CUPP                   0.9994465
## All:dbCAN_4:DIAMOND-All:CUPP                           0.9924650
## Bacteria:dbCAN_4:DIAMOND-All:CUPP                      1.0000000
## Eukaryote:dbCAN_4:DIAMOND-All:CUPP                     0.7422550
## All:dbCAN_4:HMMER-All:CUPP                             1.0000000
## Bacteria:dbCAN_4:HMMER-All:CUPP                        1.0000000
## Eukaryote:dbCAN_4:HMMER-All:CUPP                       0.9998561
## Eukaryote:CUPP-Bacteria:CUPP                           0.9976774
## All:dbCAN_4-Bacteria:CUPP                              0.6899689
## Bacteria:dbCAN_4-Bacteria:CUPP                         0.9987792
## Eukaryote:dbCAN_4-Bacteria:CUPP                        0.3466304
## All:dbCAN_4:dbCAN-sub-Bacteria:CUPP                    0.9998905
## Bacteria:dbCAN_4:dbCAN-sub-Bacteria:CUPP               1.0000000
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:CUPP              0.9777261
## All:dbCAN_4:DIAMOND-Bacteria:CUPP                      0.9115731
## Bacteria:dbCAN_4:DIAMOND-Bacteria:CUPP                 0.9999979
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:CUPP                0.5158675
## All:dbCAN_4:HMMER-Bacteria:CUPP                        0.9998901
## Bacteria:dbCAN_4:HMMER-Bacteria:CUPP                   1.0000000
## Eukaryote:dbCAN_4:HMMER-Bacteria:CUPP                  0.9881200
## All:dbCAN_4-Eukaryote:CUPP                             0.9999740
## Bacteria:dbCAN_4-Eukaryote:CUPP                        1.0000000
## Eukaryote:dbCAN_4-Eukaryote:CUPP                       0.9816961
## All:dbCAN_4:dbCAN-sub-Eukaryote:CUPP                   1.0000000
## Bacteria:dbCAN_4:dbCAN-sub-Eukaryote:CUPP              0.9988387
## Eukaryote:dbCAN_4:dbCAN-sub-Eukaryote:CUPP             1.0000000
## All:dbCAN_4:DIAMOND-Eukaryote:CUPP                     1.0000000
## Bacteria:dbCAN_4:DIAMOND-Eukaryote:CUPP                0.9999999
## Eukaryote:dbCAN_4:DIAMOND-Eukaryote:CUPP               0.9967849
## All:dbCAN_4:HMMER-Eukaryote:CUPP                       1.0000000
## Bacteria:dbCAN_4:HMMER-Eukaryote:CUPP                  0.9995937
## Eukaryote:dbCAN_4:HMMER-Eukaryote:CUPP                 1.0000000
## Bacteria:dbCAN_4-All:dbCAN_4                           0.9999180
## Eukaryote:dbCAN_4-All:dbCAN_4                          0.9999180
## All:dbCAN_4:dbCAN-sub-All:dbCAN_4                      0.9687125
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4                 0.7480448
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4                1.0000000
## All:dbCAN_4:DIAMOND-All:dbCAN_4                        1.0000000
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4                   0.9866130
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4                  0.9999993
## All:dbCAN_4:HMMER-All:dbCAN_4                          0.9687756
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4                     0.8179686
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4                    0.9999997
## Eukaryote:dbCAN_4-Bacteria:dbCAN_4                     0.9724703
## All:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4                 1.0000000
## Bacteria:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4            0.9994296
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4           1.0000000
## All:dbCAN_4:DIAMOND-Bacteria:dbCAN_4                   1.0000000
## Bacteria:dbCAN_4:DIAMOND-Bacteria:dbCAN_4              1.0000000
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4             0.9943796
## All:dbCAN_4:HMMER-Bacteria:dbCAN_4                     1.0000000
## Bacteria:dbCAN_4:HMMER-Bacteria:dbCAN_4                0.9998204
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4               1.0000000
## All:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4                0.7050715
## Bacteria:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4           0.3963812
## Eukaryote:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4          0.9982702
## All:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4                  0.9946350
## Bacteria:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4             0.8092227
## Eukaryote:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4            1.0000000
## All:dbCAN_4:HMMER-Eukaryote:dbCAN_4                    0.7052794
## Bacteria:dbCAN_4:HMMER-Eukaryote:dbCAN_4               0.4674935
## Eukaryote:dbCAN_4:HMMER-Eukaryote:dbCAN_4              0.9958958
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4:dbCAN-sub       0.9999670
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4:dbCAN-sub      0.9999670
## All:dbCAN_4:DIAMOND-All:dbCAN_4:dbCAN-sub              0.9993132
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4:dbCAN-sub         1.0000000
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4:dbCAN-sub        0.8678466
## All:dbCAN_4:HMMER-All:dbCAN_4:dbCAN-sub                1.0000000
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4:dbCAN-sub           0.9999950
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4:dbCAN-sub          0.9999949
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:dbCAN-sub 0.9859595
## All:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:dbCAN-sub         0.9389718
## Bacteria:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:dbCAN-sub    0.9999996
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:dbCAN-sub   0.5712896
## All:dbCAN_4:HMMER-Bacteria:dbCAN_4:dbCAN-sub           0.9999668
## Bacteria:dbCAN_4:HMMER-Bacteria:dbCAN_4:dbCAN-sub      1.0000000
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4:dbCAN-sub     0.9929757
## All:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:dbCAN-sub        1.0000000
## Bacteria:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:dbCAN-sub   0.9999585
## Eukaryote:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:dbCAN-sub  0.9998755
## All:dbCAN_4:HMMER-Eukaryote:dbCAN_4:dbCAN-sub          0.9999671
## Bacteria:dbCAN_4:HMMER-Eukaryote:dbCAN_4:dbCAN-sub     0.9930029
## Eukaryote:dbCAN_4:HMMER-Eukaryote:dbCAN_4:dbCAN-sub    1.0000000
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4:DIAMOND           0.9996029
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4:DIAMOND          0.9996029
## All:dbCAN_4:HMMER-All:dbCAN_4:DIAMOND                  0.9993159
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4:DIAMOND             0.9655520
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4:DIAMOND            1.0000000
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:DIAMOND     0.9189113
## All:dbCAN_4:HMMER-Bacteria:dbCAN_4:DIAMOND             1.0000000
## Bacteria:dbCAN_4:HMMER-Bacteria:dbCAN_4:DIAMOND        1.0000000
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4:DIAMOND       0.9999913
## All:dbCAN_4:HMMER-Eukaryote:dbCAN_4:DIAMOND            0.8679866
## Bacteria:dbCAN_4:HMMER-Eukaryote:dbCAN_4:DIAMOND       0.6452048
## Eukaryote:dbCAN_4:HMMER-Eukaryote:dbCAN_4:DIAMOND      0.9995874
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4:HMMER               0.9999950
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4:HMMER              0.9999950
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4:HMMER         0.9968223

5.4 F1-score

Table 5.4: The F1-score of binary CAZyme/non-CAZyme classification by CAZy classifiers per taxonomy group
Prediction_tool Bact Mean Bact Standard Deviation Bact Lower CI Bact Upper CI Euk Mean Euk Standard Deviation Euk Lower CI Euk Upper CI All Mean All Standard Deviation All Lower CI All Upper CI
CUPP 0.9184 0.0518 0.9018 0.9349 0.9035 0.0519 0.8869 0.9201 0.9109 0.0519 0.9028 0.9190
dbCAN_4 0.9720 0.0627 0.9519 0.9920 0.9745 0.0421 0.9611 0.9880 0.9733 0.0529 0.9650 0.9815
dbCAN_4:DIAMOND 0.9594 0.0890 0.9310 0.9879 0.9737 0.0415 0.9604 0.9870 0.9666 0.0691 0.9558 0.9774
dbCAN_4:HMMER 0.9231 0.0851 0.8959 0.9503 0.9356 0.0343 0.9246 0.9465 0.9293 0.0646 0.9193 0.9394
dbCAN_4:dbCAN-sub 0.9654 0.0738 0.9418 0.9889 0.9583 0.0308 0.9484 0.9682 0.9618 0.0561 0.9531 0.9706

Test if there is a statistically significant difference between the means of the tools and kingdoms using a two-way ANOVA.

##                            Df Sum Sq Mean Sq F value Pr(>F)    
## Tax_group                   2 0.0002 0.00011   0.031  0.969    
## Prediction_tool             4 0.4631 0.11578  32.654 <2e-16 ***
## Tax_group:Prediction_tool   8 0.0125 0.00156   0.441  0.897    
## Residuals                 785 2.7834 0.00355                   
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

Statistically significant difference was detected so follow up with a Tukey test to determine if there are differences between groups.

bin.tax.f1.tukey <- TukeyHSD(bin.tax.f1.2.aov, "Tax_group:Prediction_tool")
write.csv(
  as.data.frame(bin.tax.f1.tukey$`Tax_group:Prediction_tool`),
  "../report/cazyme_noncazyme_classification/tax_performance/binary.f1.classifiers.tukeyHSD.csv"
)
bin.tax.f1.tukey
##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = Statistic_value ~ Tax_group * Prediction_tool, data = binary_tax_df[binary_tax_df$Statistic_parameter == "F1-score", ])
## 
## $`Tax_group:Prediction_tool`
##                                                                 diff
## Bacteria:CUPP-All:CUPP                                  0.0074145405
## Eukaryote:CUPP-All:CUPP                                -0.0074145405
## All:dbCAN_4-All:CUPP                                    0.0623157773
## Bacteria:dbCAN_4-All:CUPP                               0.0610461947
## Eukaryote:dbCAN_4-All:CUPP                              0.0635853598
## All:dbCAN_4:dbCAN-sub-All:CUPP                          0.0508833132
## Bacteria:dbCAN_4:dbCAN-sub-All:CUPP                     0.0544114807
## Eukaryote:dbCAN_4:dbCAN-sub-All:CUPP                    0.0473551456
## All:dbCAN_4:DIAMOND-All:CUPP                            0.0556326769
## Bacteria:dbCAN_4:DIAMOND-All:CUPP                       0.0484835034
## Eukaryote:dbCAN_4:DIAMOND-All:CUPP                      0.0627818503
## All:dbCAN_4:HMMER-All:CUPP                              0.0184055233
## Bacteria:dbCAN_4:HMMER-All:CUPP                         0.0121686933
## Eukaryote:dbCAN_4:HMMER-All:CUPP                        0.0246423534
## Eukaryote:CUPP-Bacteria:CUPP                           -0.0148290811
## All:dbCAN_4-Bacteria:CUPP                               0.0549012367
## Bacteria:dbCAN_4-Bacteria:CUPP                          0.0536316542
## Eukaryote:dbCAN_4-Bacteria:CUPP                         0.0561708193
## All:dbCAN_4:dbCAN-sub-Bacteria:CUPP                     0.0434687726
## Bacteria:dbCAN_4:dbCAN-sub-Bacteria:CUPP                0.0469969402
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:CUPP               0.0399406051
## All:dbCAN_4:DIAMOND-Bacteria:CUPP                       0.0482181363
## Bacteria:dbCAN_4:DIAMOND-Bacteria:CUPP                  0.0410689629
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:CUPP                 0.0553673098
## All:dbCAN_4:HMMER-Bacteria:CUPP                         0.0109909828
## Bacteria:dbCAN_4:HMMER-Bacteria:CUPP                    0.0047541527
## Eukaryote:dbCAN_4:HMMER-Bacteria:CUPP                   0.0172278128
## All:dbCAN_4-Eukaryote:CUPP                              0.0697303178
## Bacteria:dbCAN_4-Eukaryote:CUPP                         0.0684607353
## Eukaryote:dbCAN_4-Eukaryote:CUPP                        0.0709999003
## All:dbCAN_4:dbCAN-sub-Eukaryote:CUPP                    0.0582978537
## Bacteria:dbCAN_4:dbCAN-sub-Eukaryote:CUPP               0.0618260213
## Eukaryote:dbCAN_4:dbCAN-sub-Eukaryote:CUPP              0.0547696861
## All:dbCAN_4:DIAMOND-Eukaryote:CUPP                      0.0630472174
## Bacteria:dbCAN_4:DIAMOND-Eukaryote:CUPP                 0.0558980439
## Eukaryote:dbCAN_4:DIAMOND-Eukaryote:CUPP                0.0701963909
## All:dbCAN_4:HMMER-Eukaryote:CUPP                        0.0258200638
## Bacteria:dbCAN_4:HMMER-Eukaryote:CUPP                   0.0195832338
## Eukaryote:dbCAN_4:HMMER-Eukaryote:CUPP                  0.0320568939
## Bacteria:dbCAN_4-All:dbCAN_4                           -0.0012695825
## Eukaryote:dbCAN_4-All:dbCAN_4                           0.0012695825
## All:dbCAN_4:dbCAN-sub-All:dbCAN_4                      -0.0114324641
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4                 -0.0079042965
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4                -0.0149606317
## All:dbCAN_4:DIAMOND-All:dbCAN_4                        -0.0066831004
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4                   -0.0138322739
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4                   0.0004660731
## All:dbCAN_4:HMMER-All:dbCAN_4                          -0.0439102540
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4                     -0.0501470840
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4                    -0.0376734239
## Eukaryote:dbCAN_4-Bacteria:dbCAN_4                      0.0025391651
## All:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4                 -0.0101628816
## Bacteria:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4            -0.0066347140
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4           -0.0136910491
## All:dbCAN_4:DIAMOND-Bacteria:dbCAN_4                   -0.0054135179
## Bacteria:dbCAN_4:DIAMOND-Bacteria:dbCAN_4              -0.0125626914
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4              0.0017356556
## All:dbCAN_4:HMMER-Bacteria:dbCAN_4                     -0.0426406714
## Bacteria:dbCAN_4:HMMER-Bacteria:dbCAN_4                -0.0488775015
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4               -0.0364038414
## All:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4                -0.0127020466
## Bacteria:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4           -0.0091738791
## Eukaryote:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4          -0.0162302142
## All:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4                  -0.0079526829
## Bacteria:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4             -0.0151018564
## Eukaryote:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4            -0.0008035095
## All:dbCAN_4:HMMER-Eukaryote:dbCAN_4                    -0.0451798365
## Bacteria:dbCAN_4:HMMER-Eukaryote:dbCAN_4               -0.0514166665
## Eukaryote:dbCAN_4:HMMER-Eukaryote:dbCAN_4              -0.0389430064
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4:dbCAN-sub        0.0035281676
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4:dbCAN-sub      -0.0035281676
## All:dbCAN_4:DIAMOND-All:dbCAN_4:dbCAN-sub               0.0047493637
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4:dbCAN-sub         -0.0023998098
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4:dbCAN-sub         0.0118985372
## All:dbCAN_4:HMMER-All:dbCAN_4:dbCAN-sub                -0.0324777899
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4:dbCAN-sub           -0.0387146199
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4:dbCAN-sub          -0.0262409598
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:dbCAN-sub -0.0070563351
## All:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:dbCAN-sub          0.0012211961
## Bacteria:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:dbCAN-sub    -0.0059279773
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:dbCAN-sub    0.0083703696
## All:dbCAN_4:HMMER-Bacteria:dbCAN_4:dbCAN-sub           -0.0360059574
## Bacteria:dbCAN_4:HMMER-Bacteria:dbCAN_4:dbCAN-sub      -0.0422427875
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4:dbCAN-sub     -0.0297691274
## All:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:dbCAN-sub         0.0082775313
## Bacteria:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:dbCAN-sub    0.0011283578
## Eukaryote:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:dbCAN-sub   0.0154267047
## All:dbCAN_4:HMMER-Eukaryote:dbCAN_4:dbCAN-sub          -0.0289496223
## Bacteria:dbCAN_4:HMMER-Eukaryote:dbCAN_4:dbCAN-sub     -0.0351864523
## Eukaryote:dbCAN_4:HMMER-Eukaryote:dbCAN_4:dbCAN-sub    -0.0227127922
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4:DIAMOND           -0.0071491735
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4:DIAMOND           0.0071491735
## All:dbCAN_4:HMMER-All:dbCAN_4:DIAMOND                  -0.0372271535
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4:DIAMOND             -0.0434639836
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4:DIAMOND            -0.0309903235
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:DIAMOND      0.0142983469
## All:dbCAN_4:HMMER-Bacteria:dbCAN_4:DIAMOND             -0.0300779801
## Bacteria:dbCAN_4:HMMER-Bacteria:dbCAN_4:DIAMOND        -0.0363148101
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4:DIAMOND       -0.0238411500
## All:dbCAN_4:HMMER-Eukaryote:dbCAN_4:DIAMOND            -0.0443763270
## Bacteria:dbCAN_4:HMMER-Eukaryote:dbCAN_4:DIAMOND       -0.0506131571
## Eukaryote:dbCAN_4:HMMER-Eukaryote:dbCAN_4:DIAMOND      -0.0381394970
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4:HMMER               -0.0062368300
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4:HMMER               0.0062368300
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4:HMMER          0.0124736601
##                                                                 lwr
## Bacteria:CUPP-All:CUPP                                 -0.031816139
## Eukaryote:CUPP-All:CUPP                                -0.046645220
## All:dbCAN_4-All:CUPP                                    0.030284061
## Bacteria:dbCAN_4-All:CUPP                               0.021815515
## Eukaryote:dbCAN_4-All:CUPP                              0.024354680
## All:dbCAN_4:dbCAN-sub-All:CUPP                          0.018851597
## Bacteria:dbCAN_4:dbCAN-sub-All:CUPP                     0.015180801
## Eukaryote:dbCAN_4:dbCAN-sub-All:CUPP                    0.008124466
## All:dbCAN_4:DIAMOND-All:CUPP                            0.023600961
## Bacteria:dbCAN_4:DIAMOND-All:CUPP                       0.009252824
## Eukaryote:dbCAN_4:DIAMOND-All:CUPP                      0.023551171
## All:dbCAN_4:HMMER-All:CUPP                             -0.013626193
## Bacteria:dbCAN_4:HMMER-All:CUPP                        -0.027061987
## Eukaryote:dbCAN_4:HMMER-All:CUPP                       -0.014588326
## Eukaryote:CUPP-Bacteria:CUPP                           -0.060128768
## All:dbCAN_4-Bacteria:CUPP                               0.015670557
## Bacteria:dbCAN_4-Bacteria:CUPP                          0.008331967
## Eukaryote:dbCAN_4-Bacteria:CUPP                         0.010871132
## All:dbCAN_4:dbCAN-sub-Bacteria:CUPP                     0.004238093
## Bacteria:dbCAN_4:dbCAN-sub-Bacteria:CUPP                0.001697253
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:CUPP              -0.005359082
## All:dbCAN_4:DIAMOND-Bacteria:CUPP                       0.008987457
## Bacteria:dbCAN_4:DIAMOND-Bacteria:CUPP                 -0.004230724
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:CUPP                 0.010067623
## All:dbCAN_4:HMMER-Bacteria:CUPP                        -0.028239697
## Bacteria:dbCAN_4:HMMER-Bacteria:CUPP                   -0.040545534
## Eukaryote:dbCAN_4:HMMER-Bacteria:CUPP                  -0.028071874
## All:dbCAN_4-Eukaryote:CUPP                              0.030499638
## Bacteria:dbCAN_4-Eukaryote:CUPP                         0.023161048
## Eukaryote:dbCAN_4-Eukaryote:CUPP                        0.025700213
## All:dbCAN_4:dbCAN-sub-Eukaryote:CUPP                    0.019067174
## Bacteria:dbCAN_4:dbCAN-sub-Eukaryote:CUPP               0.016526334
## Eukaryote:dbCAN_4:dbCAN-sub-Eukaryote:CUPP              0.009469999
## All:dbCAN_4:DIAMOND-Eukaryote:CUPP                      0.023816538
## Bacteria:dbCAN_4:DIAMOND-Eukaryote:CUPP                 0.010598357
## Eukaryote:dbCAN_4:DIAMOND-Eukaryote:CUPP                0.024896704
## All:dbCAN_4:HMMER-Eukaryote:CUPP                       -0.013410616
## Bacteria:dbCAN_4:HMMER-Eukaryote:CUPP                  -0.025716453
## Eukaryote:dbCAN_4:HMMER-Eukaryote:CUPP                 -0.013242793
## Bacteria:dbCAN_4-All:dbCAN_4                           -0.040500262
## Eukaryote:dbCAN_4-All:dbCAN_4                          -0.037961097
## All:dbCAN_4:dbCAN-sub-All:dbCAN_4                      -0.043464180
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4                 -0.047134976
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4                -0.054191311
## All:dbCAN_4:DIAMOND-All:dbCAN_4                        -0.038714816
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4                   -0.053062954
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4                  -0.038764607
## All:dbCAN_4:HMMER-All:dbCAN_4                          -0.075941970
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4                     -0.089377764
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4                    -0.076904104
## Eukaryote:dbCAN_4-Bacteria:dbCAN_4                     -0.042760522
## All:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4                 -0.049393561
## Bacteria:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4            -0.051934401
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4           -0.058990736
## All:dbCAN_4:DIAMOND-Bacteria:dbCAN_4                   -0.044644198
## Bacteria:dbCAN_4:DIAMOND-Bacteria:dbCAN_4              -0.057862378
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4             -0.043564031
## All:dbCAN_4:HMMER-Bacteria:dbCAN_4                     -0.081871351
## Bacteria:dbCAN_4:HMMER-Bacteria:dbCAN_4                -0.094177189
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4               -0.081703528
## All:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4                -0.051932726
## Bacteria:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4           -0.054473566
## Eukaryote:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4          -0.061529901
## All:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4                  -0.047183363
## Bacteria:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4             -0.060401543
## Eukaryote:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4            -0.046103197
## All:dbCAN_4:HMMER-Eukaryote:dbCAN_4                    -0.084410516
## Bacteria:dbCAN_4:HMMER-Eukaryote:dbCAN_4               -0.096716354
## Eukaryote:dbCAN_4:HMMER-Eukaryote:dbCAN_4              -0.084242694
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4:dbCAN-sub       -0.035702512
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4:dbCAN-sub      -0.042758847
## All:dbCAN_4:DIAMOND-All:dbCAN_4:dbCAN-sub              -0.027282352
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4:dbCAN-sub         -0.041630490
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4:dbCAN-sub        -0.027332143
## All:dbCAN_4:HMMER-All:dbCAN_4:dbCAN-sub                -0.064509506
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4:dbCAN-sub           -0.077945300
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4:dbCAN-sub          -0.065471640
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:dbCAN-sub -0.052356022
## All:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:dbCAN-sub         -0.038009484
## Bacteria:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:dbCAN-sub    -0.051227664
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:dbCAN-sub   -0.036929317
## All:dbCAN_4:HMMER-Bacteria:dbCAN_4:dbCAN-sub           -0.075236637
## Bacteria:dbCAN_4:HMMER-Bacteria:dbCAN_4:dbCAN-sub      -0.087542475
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4:dbCAN-sub     -0.075068814
## All:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:dbCAN-sub        -0.030953149
## Bacteria:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:dbCAN-sub   -0.044171329
## Eukaryote:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:dbCAN-sub  -0.029872982
## All:dbCAN_4:HMMER-Eukaryote:dbCAN_4:dbCAN-sub          -0.068180302
## Bacteria:dbCAN_4:HMMER-Eukaryote:dbCAN_4:dbCAN-sub     -0.080486139
## Eukaryote:dbCAN_4:HMMER-Eukaryote:dbCAN_4:dbCAN-sub    -0.068012479
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4:DIAMOND           -0.046379853
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4:DIAMOND          -0.032081506
## All:dbCAN_4:HMMER-All:dbCAN_4:DIAMOND                  -0.069258869
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4:DIAMOND             -0.082694663
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4:DIAMOND            -0.070221003
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:DIAMOND     -0.031001340
## All:dbCAN_4:HMMER-Bacteria:dbCAN_4:DIAMOND             -0.069308660
## Bacteria:dbCAN_4:HMMER-Bacteria:dbCAN_4:DIAMOND        -0.081614497
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4:DIAMOND       -0.069140837
## All:dbCAN_4:HMMER-Eukaryote:dbCAN_4:DIAMOND            -0.083607007
## Bacteria:dbCAN_4:HMMER-Eukaryote:dbCAN_4:DIAMOND       -0.095912844
## Eukaryote:dbCAN_4:HMMER-Eukaryote:dbCAN_4:DIAMOND      -0.083439184
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4:HMMER               -0.045467510
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4:HMMER              -0.032993850
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4:HMMER         -0.032826027
##                                                                  upr     p adj
## Bacteria:CUPP-All:CUPP                                  0.0466452203 0.9999984
## Eukaryote:CUPP-All:CUPP                                 0.0318161393 0.9999984
## All:dbCAN_4-All:CUPP                                    0.0943474932 0.0000000
## Bacteria:dbCAN_4-All:CUPP                               0.1002768745 0.0000159
## Eukaryote:dbCAN_4-All:CUPP                              0.1028160396 0.0000049
## All:dbCAN_4:dbCAN-sub-All:CUPP                          0.0829150291 0.0000089
## Bacteria:dbCAN_4:dbCAN-sub-All:CUPP                     0.0936421605 0.0002772
## Eukaryote:dbCAN_4:dbCAN-sub-All:CUPP                    0.0865858254 0.0039928
## All:dbCAN_4:DIAMOND-All:CUPP                            0.0876643928 0.0000005
## Bacteria:dbCAN_4:DIAMOND-All:CUPP                       0.0877141832 0.0026791
## Eukaryote:dbCAN_4:DIAMOND-All:CUPP                      0.1020125301 0.0000072
## All:dbCAN_4:HMMER-All:CUPP                              0.0504372392 0.8239553
## Bacteria:dbCAN_4:HMMER-All:CUPP                         0.0513993731 0.9993212
## Eukaryote:dbCAN_4:HMMER-All:CUPP                        0.0638730332 0.7095154
## Eukaryote:CUPP-Bacteria:CUPP                            0.0304706060 0.9987667
## All:dbCAN_4-Bacteria:CUPP                               0.0941319165 0.0002270
## Bacteria:dbCAN_4-Bacteria:CUPP                          0.0989313413 0.0054620
## Eukaryote:dbCAN_4-Bacteria:CUPP                         0.1014705064 0.0025278
## All:dbCAN_4:dbCAN-sub-Bacteria:CUPP                     0.0826994524 0.0144733
## Bacteria:dbCAN_4:dbCAN-sub-Bacteria:CUPP                0.0922966273 0.0332034
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:CUPP               0.0852402922 0.1557864
## All:dbCAN_4:DIAMOND-Bacteria:CUPP                       0.0874488161 0.0029456
## Bacteria:dbCAN_4:DIAMOND-Bacteria:CUPP                  0.0863686499 0.1251996
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:CUPP                 0.1006669969 0.0032404
## All:dbCAN_4:HMMER-Bacteria:CUPP                         0.0502216626 0.9997888
## Bacteria:dbCAN_4:HMMER-Bacteria:CUPP                    0.0500538398 1.0000000
## Eukaryote:dbCAN_4:HMMER-Bacteria:CUPP                   0.0625274999 0.9940645
## All:dbCAN_4-Eukaryote:CUPP                              0.1089609976 0.0000002
## Bacteria:dbCAN_4-Eukaryote:CUPP                         0.1137604224 0.0000350
## Eukaryote:dbCAN_4-Eukaryote:CUPP                        0.1162995874 0.0000130
## All:dbCAN_4:dbCAN-sub-Eukaryote:CUPP                    0.0975285335 0.0000541
## Bacteria:dbCAN_4:dbCAN-sub-Eukaryote:CUPP               0.1071257084 0.0003933
## Eukaryote:dbCAN_4:dbCAN-sub-Eukaryote:CUPP              0.1000693732 0.0038872
## All:dbCAN_4:DIAMOND-Eukaryote:CUPP                      0.1022778972 0.0000063
## Bacteria:dbCAN_4:DIAMOND-Eukaryote:CUPP                 0.1011977310 0.0027515
## Eukaryote:dbCAN_4:DIAMOND-Eukaryote:CUPP                0.1154960780 0.0000179
## All:dbCAN_4:HMMER-Eukaryote:CUPP                        0.0650507436 0.6361833
## Bacteria:dbCAN_4:HMMER-Eukaryote:CUPP                   0.0648829209 0.9799393
## Eukaryote:dbCAN_4:HMMER-Eukaryote:CUPP                  0.0773565810 0.5098104
## Bacteria:dbCAN_4-All:dbCAN_4                            0.0379610973 1.0000000
## Eukaryote:dbCAN_4-All:dbCAN_4                           0.0405002623 1.0000000
## All:dbCAN_4:dbCAN-sub-All:dbCAN_4                       0.0205992518 0.9968950
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4                  0.0313263833 0.9999963
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4                 0.0242700481 0.9939001
## All:dbCAN_4:DIAMOND-All:dbCAN_4                         0.0253486155 0.9999943
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4                    0.0253984059 0.9972664
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4                   0.0396967529 1.0000000
## All:dbCAN_4:HMMER-All:dbCAN_4                          -0.0118785380 0.0003579
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4                     -0.0109164042 0.0014588
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4                     0.0015572559 0.0752306
## Eukaryote:dbCAN_4-Bacteria:dbCAN_4                      0.0478388521 1.0000000
## All:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4                  0.0290677982 0.9999166
## Bacteria:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4             0.0386649731 0.9999999
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4            0.0316086380 0.9994936
## All:dbCAN_4:DIAMOND-Bacteria:dbCAN_4                    0.0338171619 1.0000000
## Bacteria:dbCAN_4:DIAMOND-Bacteria:dbCAN_4               0.0327369957 0.9998126
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4              0.0470353427 1.0000000
## All:dbCAN_4:HMMER-Bacteria:dbCAN_4                     -0.0034099916 0.0187011
## Bacteria:dbCAN_4:HMMER-Bacteria:dbCAN_4                -0.0035778144 0.0205585
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4                0.0088958457 0.2861834
## All:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4                 0.0265286332 0.9989067
## Bacteria:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4            0.0361258080 0.9999961
## Eukaryote:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4           0.0290694729 0.9967683
## All:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4                   0.0312779969 0.9999960
## Bacteria:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4              0.0301978307 0.9984961
## Eukaryote:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4             0.0444961776 1.0000000
## All:dbCAN_4:HMMER-Eukaryote:dbCAN_4                    -0.0059491567 0.0083499
## Bacteria:dbCAN_4:HMMER-Eukaryote:dbCAN_4               -0.0061169795 0.0103290
## Eukaryote:dbCAN_4:HMMER-Eukaryote:dbCAN_4               0.0063566806 0.1871736
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4:dbCAN-sub        0.0427588474 1.0000000
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4:dbCAN-sub       0.0357025122 1.0000000
## All:dbCAN_4:DIAMOND-All:dbCAN_4:dbCAN-sub               0.0367810796 0.9999999
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4:dbCAN-sub          0.0368308700 1.0000000
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4:dbCAN-sub         0.0511292170 0.9994731
## All:dbCAN_4:HMMER-All:dbCAN_4:dbCAN-sub                -0.0004460739 0.0430562
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4:dbCAN-sub            0.0005160599 0.0574165
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4:dbCAN-sub           0.0129897200 0.6090606
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:dbCAN-sub  0.0382433520 0.9999999
## All:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:dbCAN-sub          0.0404518759 1.0000000
## Bacteria:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:dbCAN-sub     0.0393717097 1.0000000
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:dbCAN-sub    0.0536700567 0.9999988
## All:dbCAN_4:HMMER-Bacteria:dbCAN_4:dbCAN-sub            0.0032247224 0.1130648
## Bacteria:dbCAN_4:HMMER-Bacteria:dbCAN_4:dbCAN-sub       0.0030568996 0.0985440
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4:dbCAN-sub      0.0155305597 0.6386937
## All:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:dbCAN-sub         0.0475082111 0.9999934
## Bacteria:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:dbCAN-sub    0.0464280449 1.0000000
## Eukaryote:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:dbCAN-sub   0.0607263918 0.9981087
## All:dbCAN_4:HMMER-Eukaryote:dbCAN_4:dbCAN-sub           0.0102810575 0.4339158
## Bacteria:dbCAN_4:HMMER-Eukaryote:dbCAN_4:dbCAN-sub      0.0101132347 0.3430117
## Eukaryote:dbCAN_4:HMMER-Eukaryote:dbCAN_4:dbCAN-sub     0.0225868948 0.9311386
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4:DIAMOND            0.0320815063 0.9999990
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4:DIAMOND           0.0463798533 0.9999990
## All:dbCAN_4:HMMER-All:dbCAN_4:DIAMOND                  -0.0051954376 0.0072799
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4:DIAMOND             -0.0042333038 0.0144950
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4:DIAMOND             0.0082403563 0.3143890
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:DIAMOND      0.0595980340 0.9991751
## All:dbCAN_4:HMMER-Bacteria:dbCAN_4:DIAMOND              0.0091526997 0.3656526
## Bacteria:dbCAN_4:HMMER-Bacteria:dbCAN_4:DIAMOND         0.0089848770 0.2901451
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4:DIAMOND        0.0214585371 0.9016178
## All:dbCAN_4:HMMER-Eukaryote:dbCAN_4:DIAMOND            -0.0051456472 0.0108476
## Bacteria:dbCAN_4:HMMER-Eukaryote:dbCAN_4:DIAMOND       -0.0053134700 0.0129066
## Eukaryote:dbCAN_4:HMMER-Eukaryote:dbCAN_4:DIAMOND       0.0071601901 0.2155306
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4:HMMER                0.0329938497 0.9999998
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4:HMMER               0.0454675098 0.9999998
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4:HMMER          0.0577733472 0.9998276

5.5 Accuracy

Table 5.5: The accuracy of binary CAZyme/non-CAZyme classification by CAZy classifiers per taxonomy group
Prediction_tool Bact Mean Bact Standard Deviation Bact Lower CI Bact Upper CI Euk Mean Euk Standard Deviation Euk Lower CI Euk Upper CI All Mean All Standard Deviation All Lower CI All Upper CI
CUPP 0.9252 0.0430 0.9115 0.9390 0.9104 0.0481 0.8950 0.9258 0.9178 0.0458 0.9107 0.9250
dbCAN_4 0.9744 0.0474 0.9592 0.9895 0.9720 0.0513 0.9556 0.9884 0.9732 0.0489 0.9655 0.9808
dbCAN_4:DIAMOND 0.9648 0.0591 0.9459 0.9836 0.9714 0.0504 0.9552 0.9875 0.9681 0.0545 0.9596 0.9766
dbCAN_4:HMMER 0.9316 0.0574 0.9133 0.9500 0.9371 0.0375 0.9251 0.9491 0.9344 0.0481 0.9269 0.9419
dbCAN_4:dbCAN-sub 0.9694 0.0528 0.9525 0.9863 0.9579 0.0351 0.9466 0.9691 0.9636 0.0448 0.9566 0.9706

Test if there is a statistically significant difference between the means of the tools and kingdoms using a two-way ANOVA.

##                            Df Sum Sq Mean Sq F value Pr(>F)    
## Tax_group                   2 0.0011 0.00055   0.233  0.793    
## Prediction_tool             4 0.3712 0.09279  39.048 <2e-16 ***
## Tax_group:Prediction_tool   8 0.0076 0.00095   0.398  0.922    
## Residuals                 785 1.8654 0.00238                   
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

Statistically significant difference was detected so follow up with a Tukey test to determine if there are differences between groups.

bin.tax.acc.tukey <- TukeyHSD(bin.tax.acc.2.aov, "Tax_group:Prediction_tool")
write.csv(
  as.data.frame(bin.tax.acc.tukey$`Tax_group:Prediction_tool`),
  "../report/cazyme_noncazyme_classification/tax_performance/binary.acc.classifiers.tukeyHSD.csv"
)
bin.tax.acc.tukey
##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = Statistic_value ~ Tax_group * Prediction_tool, data = binary_tax_df[binary_tax_df$Statistic_parameter == "Accuracy", ])
## 
## $`Tax_group:Prediction_tool`
##                                                              diff          lwr
## Bacteria:CUPP-All:CUPP                                  0.0074375 -0.024679074
## Eukaryote:CUPP-All:CUPP                                -0.0074375 -0.039554074
## All:dbCAN_4-All:CUPP                                    0.0553750  0.029151927
## Bacteria:dbCAN_4-All:CUPP                               0.0565625  0.024445926
## Eukaryote:dbCAN_4-All:CUPP                              0.0541875  0.022070926
## All:dbCAN_4:dbCAN-sub-All:CUPP                          0.0458125  0.019589427
## Bacteria:dbCAN_4:dbCAN-sub-All:CUPP                     0.0515625  0.019445926
## Eukaryote:dbCAN_4:dbCAN-sub-All:CUPP                    0.0400625  0.007945926
## All:dbCAN_4:DIAMOND-All:CUPP                            0.0502500  0.024026927
## Bacteria:dbCAN_4:DIAMOND-All:CUPP                       0.0469375  0.014820926
## Eukaryote:dbCAN_4:DIAMOND-All:CUPP                      0.0535625  0.021445926
## All:dbCAN_4:HMMER-All:CUPP                              0.0165625 -0.009660573
## Bacteria:dbCAN_4:HMMER-All:CUPP                         0.0138125 -0.018304074
## Eukaryote:dbCAN_4:HMMER-All:CUPP                        0.0193125 -0.012804074
## Eukaryote:CUPP-Bacteria:CUPP                           -0.0148750 -0.051960026
## All:dbCAN_4-Bacteria:CUPP                               0.0479375  0.015820926
## Bacteria:dbCAN_4-Bacteria:CUPP                          0.0491250  0.012039974
## Eukaryote:dbCAN_4-Bacteria:CUPP                         0.0467500  0.009664974
## All:dbCAN_4:dbCAN-sub-Bacteria:CUPP                     0.0383750  0.006258426
## Bacteria:dbCAN_4:dbCAN-sub-Bacteria:CUPP                0.0441250  0.007039974
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:CUPP               0.0326250 -0.004460026
## All:dbCAN_4:DIAMOND-Bacteria:CUPP                       0.0428125  0.010695926
## Bacteria:dbCAN_4:DIAMOND-Bacteria:CUPP                  0.0395000  0.002414974
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:CUPP                 0.0461250  0.009039974
## All:dbCAN_4:HMMER-Bacteria:CUPP                         0.0091250 -0.022991574
## Bacteria:dbCAN_4:HMMER-Bacteria:CUPP                    0.0063750 -0.030710026
## Eukaryote:dbCAN_4:HMMER-Bacteria:CUPP                   0.0118750 -0.025210026
## All:dbCAN_4-Eukaryote:CUPP                              0.0628125  0.030695926
## Bacteria:dbCAN_4-Eukaryote:CUPP                         0.0640000  0.026914974
## Eukaryote:dbCAN_4-Eukaryote:CUPP                        0.0616250  0.024539974
## All:dbCAN_4:dbCAN-sub-Eukaryote:CUPP                    0.0532500  0.021133426
## Bacteria:dbCAN_4:dbCAN-sub-Eukaryote:CUPP               0.0590000  0.021914974
## Eukaryote:dbCAN_4:dbCAN-sub-Eukaryote:CUPP              0.0475000  0.010414974
## All:dbCAN_4:DIAMOND-Eukaryote:CUPP                      0.0576875  0.025570926
## Bacteria:dbCAN_4:DIAMOND-Eukaryote:CUPP                 0.0543750  0.017289974
## Eukaryote:dbCAN_4:DIAMOND-Eukaryote:CUPP                0.0610000  0.023914974
## All:dbCAN_4:HMMER-Eukaryote:CUPP                        0.0240000 -0.008116574
## Bacteria:dbCAN_4:HMMER-Eukaryote:CUPP                   0.0212500 -0.015835026
## Eukaryote:dbCAN_4:HMMER-Eukaryote:CUPP                  0.0267500 -0.010335026
## Bacteria:dbCAN_4-All:dbCAN_4                            0.0011875 -0.030929074
## Eukaryote:dbCAN_4-All:dbCAN_4                          -0.0011875 -0.033304074
## All:dbCAN_4:dbCAN-sub-All:dbCAN_4                      -0.0095625 -0.035785573
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4                 -0.0038125 -0.035929074
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4                -0.0153125 -0.047429074
## All:dbCAN_4:DIAMOND-All:dbCAN_4                        -0.0051250 -0.031348073
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4                   -0.0084375 -0.040554074
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4                  -0.0018125 -0.033929074
## All:dbCAN_4:HMMER-All:dbCAN_4                          -0.0388125 -0.065035573
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4                     -0.0415625 -0.073679074
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4                    -0.0360625 -0.068179074
## Eukaryote:dbCAN_4-Bacteria:dbCAN_4                     -0.0023750 -0.039460026
## All:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4                 -0.0107500 -0.042866574
## Bacteria:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4            -0.0050000 -0.042085026
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4           -0.0165000 -0.053585026
## All:dbCAN_4:DIAMOND-Bacteria:dbCAN_4                   -0.0063125 -0.038429074
## Bacteria:dbCAN_4:DIAMOND-Bacteria:dbCAN_4              -0.0096250 -0.046710026
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4             -0.0030000 -0.040085026
## All:dbCAN_4:HMMER-Bacteria:dbCAN_4                     -0.0400000 -0.072116574
## Bacteria:dbCAN_4:HMMER-Bacteria:dbCAN_4                -0.0427500 -0.079835026
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4               -0.0372500 -0.074335026
## All:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4                -0.0083750 -0.040491574
## Bacteria:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4           -0.0026250 -0.039710026
## Eukaryote:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4          -0.0141250 -0.051210026
## All:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4                  -0.0039375 -0.036054074
## Bacteria:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4             -0.0072500 -0.044335026
## Eukaryote:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4            -0.0006250 -0.037710026
## All:dbCAN_4:HMMER-Eukaryote:dbCAN_4                    -0.0376250 -0.069741574
## Bacteria:dbCAN_4:HMMER-Eukaryote:dbCAN_4               -0.0403750 -0.077460026
## Eukaryote:dbCAN_4:HMMER-Eukaryote:dbCAN_4              -0.0348750 -0.071960026
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4:dbCAN-sub        0.0057500 -0.026366574
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4:dbCAN-sub      -0.0057500 -0.037866574
## All:dbCAN_4:DIAMOND-All:dbCAN_4:dbCAN-sub               0.0044375 -0.021785573
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4:dbCAN-sub          0.0011250 -0.030991574
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4:dbCAN-sub         0.0077500 -0.024366574
## All:dbCAN_4:HMMER-All:dbCAN_4:dbCAN-sub                -0.0292500 -0.055473073
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4:dbCAN-sub           -0.0320000 -0.064116574
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4:dbCAN-sub          -0.0265000 -0.058616574
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:dbCAN-sub -0.0115000 -0.048585026
## All:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:dbCAN-sub         -0.0013125 -0.033429074
## Bacteria:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:dbCAN-sub    -0.0046250 -0.041710026
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:dbCAN-sub    0.0020000 -0.035085026
## All:dbCAN_4:HMMER-Bacteria:dbCAN_4:dbCAN-sub           -0.0350000 -0.067116574
## Bacteria:dbCAN_4:HMMER-Bacteria:dbCAN_4:dbCAN-sub      -0.0377500 -0.074835026
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4:dbCAN-sub     -0.0322500 -0.069335026
## All:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:dbCAN-sub         0.0101875 -0.021929074
## Bacteria:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:dbCAN-sub    0.0068750 -0.030210026
## Eukaryote:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:dbCAN-sub   0.0135000 -0.023585026
## All:dbCAN_4:HMMER-Eukaryote:dbCAN_4:dbCAN-sub          -0.0235000 -0.055616574
## Bacteria:dbCAN_4:HMMER-Eukaryote:dbCAN_4:dbCAN-sub     -0.0262500 -0.063335026
## Eukaryote:dbCAN_4:HMMER-Eukaryote:dbCAN_4:dbCAN-sub    -0.0207500 -0.057835026
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4:DIAMOND           -0.0033125 -0.035429074
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4:DIAMOND           0.0033125 -0.028804074
## All:dbCAN_4:HMMER-All:dbCAN_4:DIAMOND                  -0.0336875 -0.059910573
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4:DIAMOND             -0.0364375 -0.068554074
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4:DIAMOND            -0.0309375 -0.063054074
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:DIAMOND      0.0066250 -0.030460026
## All:dbCAN_4:HMMER-Bacteria:dbCAN_4:DIAMOND             -0.0303750 -0.062491574
## Bacteria:dbCAN_4:HMMER-Bacteria:dbCAN_4:DIAMOND        -0.0331250 -0.070210026
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4:DIAMOND       -0.0276250 -0.064710026
## All:dbCAN_4:HMMER-Eukaryote:dbCAN_4:DIAMOND            -0.0370000 -0.069116574
## Bacteria:dbCAN_4:HMMER-Eukaryote:dbCAN_4:DIAMOND       -0.0397500 -0.076835026
## Eukaryote:dbCAN_4:HMMER-Eukaryote:dbCAN_4:DIAMOND      -0.0342500 -0.071335026
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4:HMMER               -0.0027500 -0.034866574
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4:HMMER               0.0027500 -0.029366574
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4:HMMER          0.0055000 -0.031585026
##                                                                  upr     p adj
## Bacteria:CUPP-All:CUPP                                  0.0395540744 0.9999788
## Eukaryote:CUPP-All:CUPP                                 0.0246790744 0.9999788
## All:dbCAN_4-All:CUPP                                    0.0815980732 0.0000000
## Bacteria:dbCAN_4-All:CUPP                               0.0886790744 0.0000003
## Eukaryote:dbCAN_4-All:CUPP                              0.0863040744 0.0000014
## All:dbCAN_4:dbCAN-sub-All:CUPP                          0.0720355732 0.0000004
## Bacteria:dbCAN_4:dbCAN-sub-All:CUPP                     0.0836790744 0.0000065
## Eukaryote:dbCAN_4:dbCAN-sub-All:CUPP                    0.0721790744 0.0022755
## All:dbCAN_4:DIAMOND-All:CUPP                            0.0764730732 0.0000000
## Bacteria:dbCAN_4:DIAMOND-All:CUPP                       0.0790540744 0.0000819
## Eukaryote:dbCAN_4:DIAMOND-All:CUPP                      0.0856790744 0.0000020
## All:dbCAN_4:HMMER-All:CUPP                              0.0427855732 0.7013158
## Bacteria:dbCAN_4:HMMER-All:CUPP                         0.0459290744 0.9808528
## Eukaryote:dbCAN_4:HMMER-All:CUPP                        0.0514290744 0.7700538
## Eukaryote:CUPP-Bacteria:CUPP                            0.0222100258 0.9900022
## All:dbCAN_4-Bacteria:CUPP                               0.0800540744 0.0000483
## Bacteria:dbCAN_4-Bacteria:CUPP                          0.0862100258 0.0007308
## Eukaryote:dbCAN_4-Bacteria:CUPP                         0.0838350258 0.0018839
## All:dbCAN_4:dbCAN-sub-Bacteria:CUPP                     0.0704915744 0.0047153
## Bacteria:dbCAN_4:dbCAN-sub-Bacteria:CUPP                0.0812100258 0.0050463
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:CUPP               0.0697100258 0.1584140
## All:dbCAN_4:DIAMOND-Bacteria:CUPP                       0.0749290744 0.0006433
## Bacteria:dbCAN_4:DIAMOND-Bacteria:CUPP                  0.0765850258 0.0241982
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:CUPP                 0.0832100258 0.0023962
## All:dbCAN_4:HMMER-Bacteria:CUPP                         0.0412415744 0.9997512
## Bacteria:dbCAN_4:HMMER-Bacteria:CUPP                    0.0434600258 0.9999995
## Eukaryote:dbCAN_4:HMMER-Bacteria:CUPP                   0.0489600258 0.9990324
## All:dbCAN_4-Eukaryote:CUPP                              0.0949290744 0.0000000
## Bacteria:dbCAN_4-Eukaryote:CUPP                         0.1010850258 0.0000007
## Eukaryote:dbCAN_4-Eukaryote:CUPP                        0.0987100258 0.0000023
## All:dbCAN_4:dbCAN-sub-Eukaryote:CUPP                    0.0853665744 0.0000024
## Bacteria:dbCAN_4:dbCAN-sub-Eukaryote:CUPP               0.0960850258 0.0000085
## Eukaryote:dbCAN_4:dbCAN-sub-Eukaryote:CUPP              0.0845850258 0.0014048
## All:dbCAN_4:DIAMOND-Eukaryote:CUPP                      0.0898040744 0.0000002
## Bacteria:dbCAN_4:DIAMOND-Eukaryote:CUPP                 0.0914600258 0.0000756
## Eukaryote:dbCAN_4:DIAMOND-Eukaryote:CUPP                0.0980850258 0.0000031
## All:dbCAN_4:HMMER-Eukaryote:CUPP                        0.0561165744 0.4112308
## Bacteria:dbCAN_4:HMMER-Eukaryote:CUPP                   0.0583350258 0.8269416
## Eukaryote:dbCAN_4:HMMER-Eukaryote:CUPP                  0.0638350258 0.4752108
## Bacteria:dbCAN_4-All:dbCAN_4                            0.0333040744 1.0000000
## Eukaryote:dbCAN_4-All:dbCAN_4                           0.0309290744 1.0000000
## All:dbCAN_4:dbCAN-sub-All:dbCAN_4                       0.0166605732 0.9961224
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4                  0.0283040744 1.0000000
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4                 0.0168040744 0.9536334
## All:dbCAN_4:DIAMOND-All:dbCAN_4                         0.0210980732 0.9999975
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4                    0.0236790744 0.9999013
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4                   0.0303040744 1.0000000
## All:dbCAN_4:HMMER-All:dbCAN_4                          -0.0125894268 0.0000598
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4                     -0.0094459256 0.0011554
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4                    -0.0039459256 0.0120409
## Eukaryote:dbCAN_4-Bacteria:dbCAN_4                      0.0347100258 1.0000000
## All:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4                  0.0213665744 0.9984293
## Bacteria:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4             0.0320850258 1.0000000
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4            0.0205850258 0.9741098
## All:dbCAN_4:DIAMOND-Bacteria:dbCAN_4                    0.0258040744 0.9999973
## Bacteria:dbCAN_4:DIAMOND-Bacteria:dbCAN_4               0.0274600258 0.9999147
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4              0.0340850258 1.0000000
## All:dbCAN_4:HMMER-Bacteria:dbCAN_4                     -0.0078834256 0.0023392
## Bacteria:dbCAN_4:HMMER-Bacteria:dbCAN_4                -0.0056649742 0.0082308
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4               -0.0001649742 0.0476844
## All:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4                 0.0237415744 0.9999097
## Bacteria:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4            0.0344600258 1.0000000
## Eukaryote:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4           0.0229600258 0.9939745
## All:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4                   0.0281790744 1.0000000
## Bacteria:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4              0.0298350258 0.9999975
## Eukaryote:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4             0.0364600258 1.0000000
## All:dbCAN_4:HMMER-Eukaryote:dbCAN_4                    -0.0055084256 0.0064415
## Bacteria:dbCAN_4:HMMER-Eukaryote:dbCAN_4               -0.0032899742 0.0183032
## Eukaryote:dbCAN_4:HMMER-Eukaryote:dbCAN_4               0.0022100258 0.0913998
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4:dbCAN-sub        0.0378665744 0.9999992
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4:dbCAN-sub       0.0263665744 0.9999992
## All:dbCAN_4:DIAMOND-All:dbCAN_4:dbCAN-sub               0.0306605732 0.9999996
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4:dbCAN-sub          0.0332415744 1.0000000
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4:dbCAN-sub         0.0398665744 0.9999648
## All:dbCAN_4:HMMER-All:dbCAN_4:dbCAN-sub                -0.0030269268 0.0132092
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4:dbCAN-sub            0.0001165744 0.0519599
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4:dbCAN-sub           0.0056165744 0.2449770
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:dbCAN-sub  0.0255850258 0.9993233
## All:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:dbCAN-sub          0.0308040744 1.0000000
## Bacteria:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:dbCAN-sub     0.0324600258 1.0000000
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:dbCAN-sub    0.0390850258 1.0000000
## All:dbCAN_4:HMMER-Bacteria:dbCAN_4:dbCAN-sub           -0.0028834256 0.0180702
## Bacteria:dbCAN_4:HMMER-Bacteria:dbCAN_4:dbCAN-sub      -0.0006649742 0.0412200
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4:dbCAN-sub      0.0048350258 0.1724766
## All:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:dbCAN-sub         0.0423040744 0.9991285
## Bacteria:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:dbCAN-sub    0.0439600258 0.9999987
## Eukaryote:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:dbCAN-sub   0.0505850258 0.9961908
## All:dbCAN_4:HMMER-Eukaryote:dbCAN_4:dbCAN-sub           0.0086165744 0.4492530
## Bacteria:dbCAN_4:HMMER-Eukaryote:dbCAN_4:dbCAN-sub      0.0108350258 0.5093762
## Eukaryote:dbCAN_4:HMMER-Eukaryote:dbCAN_4:dbCAN-sub     0.0163350258 0.8510599
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4:DIAMOND            0.0288040744 1.0000000
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4:DIAMOND           0.0354290744 1.0000000
## All:dbCAN_4:HMMER-All:dbCAN_4:DIAMOND                  -0.0074644268 0.0013284
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4:DIAMOND             -0.0043209256 0.0103940
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4:DIAMOND             0.0011790744 0.0730239
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:DIAMOND      0.0437100258 0.9999992
## All:dbCAN_4:HMMER-Bacteria:dbCAN_4:DIAMOND              0.0017415744 0.0867832
## Bacteria:dbCAN_4:HMMER-Bacteria:dbCAN_4:DIAMOND         0.0039600258 0.1410087
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4:DIAMOND        0.0094600258 0.4169373
## All:dbCAN_4:HMMER-Eukaryote:dbCAN_4:DIAMOND            -0.0048834256 0.0083060
## Bacteria:dbCAN_4:HMMER-Eukaryote:dbCAN_4:DIAMOND       -0.0026649742 0.0223621
## Eukaryote:dbCAN_4:HMMER-Eukaryote:dbCAN_4:DIAMOND       0.0028350258 0.1072000
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4:HMMER                0.0293665744 1.0000000
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4:HMMER               0.0348665744 1.0000000
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4:HMMER          0.0425850258 0.9999999

6 CAZy class classification

CAZy groups CAZymes into CAZy families by sequence similarity, and CAZy families are grouped into one of 6 functional classes. The CAZyme classifiers predict the CAZy family annotations of predicted CAZymes, but it is of interest to see what the level of performance of the classiferis is at the CAZy class level. Specifically, a classifier may struggle to predict the correct CAZy class for a CAZyme but consistently predict the correct CAZy class. Therefore, the aim of this part of the evaluation is to evaluate the performance of the classifiers to predict the correct CAZy class of predict CAZymes.

6.2 Statistically testing across all CAzy classes

Test for statistically significant differences between the means of the tools when pooling all CAZymes and CAZy classes and evaluating the overall performance of CAZy class classification.

Perform a one-way ANOVA to test for significant differences between the tools, and if found, using a post hoc Tukey HSD test to determine between which tools the means are significant different.

6.2.1 Specificity

##                   Df Sum Sq   Mean Sq F value Pr(>F)
## Prediction_tool    4 0.0032 0.0007941   1.122  0.344
## Residuals       2050 1.4513 0.0007079
##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = Statistic_value ~ Prediction_tool, data = class_subset_spec.df)
## 
## $Prediction_tool
##                                            diff          lwr         upr
## dbCAN_4:HMMER-dbCAN_4              0.0004496256 -0.004617780 0.005517031
## dbCAN_4:DIAMOND-dbCAN_4           -0.0021005397 -0.007167945 0.002966866
## dbCAN_4:dbCAN-sub-dbCAN_4         -0.0005727506 -0.005640156 0.004494655
## CUPP-dbCAN_4                       0.0016863933 -0.003381012 0.006753799
## dbCAN_4:DIAMOND-dbCAN_4:HMMER     -0.0025501654 -0.007617571 0.002517240
## dbCAN_4:dbCAN-sub-dbCAN_4:HMMER   -0.0010223762 -0.006089782 0.004045029
## CUPP-dbCAN_4:HMMER                 0.0012367677 -0.003830638 0.006304173
## dbCAN_4:dbCAN-sub-dbCAN_4:DIAMOND  0.0015277891 -0.003539616 0.006595195
## CUPP-dbCAN_4:DIAMOND               0.0037869330 -0.001280472 0.008854338
## CUPP-dbCAN_4:dbCAN-sub             0.0022591439 -0.002808262 0.007326549
##                                       p adj
## dbCAN_4:HMMER-dbCAN_4             0.9992401
## dbCAN_4:DIAMOND-dbCAN_4           0.7897247
## dbCAN_4:dbCAN-sub-dbCAN_4         0.9980328
## CUPP-dbCAN_4                      0.8936933
## dbCAN_4:DIAMOND-dbCAN_4:HMMER     0.6444930
## dbCAN_4:dbCAN-sub-dbCAN_4:HMMER   0.9818545
## CUPP-dbCAN_4:HMMER                0.9635484
## dbCAN_4:dbCAN-sub-dbCAN_4:DIAMOND 0.9235532
## CUPP-dbCAN_4:DIAMOND              0.2470983
## CUPP-dbCAN_4:dbCAN-sub            0.7413991

6.2.2 Sensitivity

##                   Df Sum Sq Mean Sq F value Pr(>F)    
## Prediction_tool    4  16.91   4.228   89.21 <2e-16 ***
## Residuals       2050  97.16   0.047                   
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = Statistic_value ~ Prediction_tool, data = class_subset_sens.df)
## 
## $Prediction_tool
##                                           diff         lwr         upr
## dbCAN_4:HMMER-dbCAN_4             -0.092445854 -0.13390740 -0.05098431
## dbCAN_4:DIAMOND-dbCAN_4            0.022676068 -0.01878548  0.06413761
## dbCAN_4:dbCAN-sub-dbCAN_4          0.001642683 -0.03981886  0.04310423
## CUPP-dbCAN_4                      -0.220885083 -0.26234663 -0.17942354
## dbCAN_4:DIAMOND-dbCAN_4:HMMER      0.115121923  0.07366038  0.15658347
## dbCAN_4:dbCAN-sub-dbCAN_4:HMMER    0.094088537  0.05262699  0.13555008
## CUPP-dbCAN_4:HMMER                -0.128439229 -0.16990077 -0.08697768
## dbCAN_4:dbCAN-sub-dbCAN_4:DIAMOND -0.021033386 -0.06249493  0.02042816
## CUPP-dbCAN_4:DIAMOND              -0.243561152 -0.28502270 -0.20209961
## CUPP-dbCAN_4:dbCAN-sub            -0.222527766 -0.26398931 -0.18106622
##                                       p adj
## dbCAN_4:HMMER-dbCAN_4             0.0000000
## dbCAN_4:DIAMOND-dbCAN_4           0.5670195
## dbCAN_4:dbCAN-sub-dbCAN_4         0.9999691
## CUPP-dbCAN_4                      0.0000000
## dbCAN_4:DIAMOND-dbCAN_4:HMMER     0.0000000
## dbCAN_4:dbCAN-sub-dbCAN_4:HMMER   0.0000000
## CUPP-dbCAN_4:HMMER                0.0000000
## dbCAN_4:dbCAN-sub-dbCAN_4:DIAMOND 0.6373872
## CUPP-dbCAN_4:DIAMOND              0.0000000
## CUPP-dbCAN_4:dbCAN-sub            0.0000000

6.2.3 Precision

##                   Df Sum Sq Mean Sq F value Pr(>F)    
## Prediction_tool    4  11.37  2.8428   68.93 <2e-16 ***
## Residuals       2050  84.54  0.0412                   
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = Statistic_value ~ Prediction_tool, data = class_subset_prec.df)
## 
## $Prediction_tool
##                                           diff         lwr         upr
## dbCAN_4:HMMER-dbCAN_4             -0.006872007 -0.04554922  0.03180521
## dbCAN_4:DIAMOND-dbCAN_4           -0.005129266 -0.04380648  0.03354795
## dbCAN_4:dbCAN-sub-dbCAN_4         -0.004117221 -0.04279443  0.03455999
## CUPP-dbCAN_4                      -0.189911432 -0.22858865 -0.15123422
## dbCAN_4:DIAMOND-dbCAN_4:HMMER      0.001742741 -0.03693447  0.04041995
## dbCAN_4:dbCAN-sub-dbCAN_4:HMMER    0.002754786 -0.03592243  0.04143200
## CUPP-dbCAN_4:HMMER                -0.183039425 -0.22171664 -0.14436221
## dbCAN_4:dbCAN-sub-dbCAN_4:DIAMOND  0.001012045 -0.03766517  0.03968926
## CUPP-dbCAN_4:DIAMOND              -0.184782166 -0.22345938 -0.14610495
## CUPP-dbCAN_4:dbCAN-sub            -0.185794211 -0.22447142 -0.14711700
##                                       p adj
## dbCAN_4:HMMER-dbCAN_4             0.9887401
## dbCAN_4:DIAMOND-dbCAN_4           0.9963331
## dbCAN_4:dbCAN-sub-dbCAN_4         0.9984444
## CUPP-dbCAN_4                      0.0000000
## dbCAN_4:DIAMOND-dbCAN_4:HMMER     0.9999484
## dbCAN_4:dbCAN-sub-dbCAN_4:HMMER   0.9996814
## CUPP-dbCAN_4:HMMER                0.0000000
## dbCAN_4:dbCAN-sub-dbCAN_4:DIAMOND 0.9999941
## CUPP-dbCAN_4:DIAMOND              0.0000000
## CUPP-dbCAN_4:dbCAN-sub            0.0000000

6.2.4 F1-score

##                   Df Sum Sq Mean Sq F value Pr(>F)    
## Prediction_tool    4  13.39   3.347   79.05 <2e-16 ***
## Residuals       2050  86.80   0.042                   
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = Statistic_value ~ Prediction_tool, data = class_subset_f1.df)
## 
## $Prediction_tool
##                                            diff         lwr         upr
## dbCAN_4:HMMER-dbCAN_4             -0.0664890664 -0.10567785 -0.02730029
## dbCAN_4:DIAMOND-dbCAN_4            0.0101314621 -0.02905732  0.04932024
## dbCAN_4:dbCAN-sub-dbCAN_4         -0.0007078227 -0.03989660  0.03848096
## CUPP-dbCAN_4                      -0.2042100746 -0.24339885 -0.16502130
## dbCAN_4:DIAMOND-dbCAN_4:HMMER      0.0766205285  0.03743175  0.11580931
## dbCAN_4:dbCAN-sub-dbCAN_4:HMMER    0.0657812437  0.02659246  0.10497002
## CUPP-dbCAN_4:HMMER                -0.1377210081 -0.17690979 -0.09853223
## dbCAN_4:dbCAN-sub-dbCAN_4:DIAMOND -0.0108392848 -0.05002806  0.02834949
## CUPP-dbCAN_4:DIAMOND              -0.2143415366 -0.25353032 -0.17515276
## CUPP-dbCAN_4:dbCAN-sub            -0.2035022518 -0.24269103 -0.16431347
##                                       p adj
## dbCAN_4:HMMER-dbCAN_4             0.0000378
## dbCAN_4:DIAMOND-dbCAN_4           0.9552156
## dbCAN_4:dbCAN-sub-dbCAN_4         0.9999987
## CUPP-dbCAN_4                      0.0000000
## dbCAN_4:DIAMOND-dbCAN_4:HMMER     0.0000010
## dbCAN_4:dbCAN-sub-dbCAN_4:HMMER   0.0000477
## CUPP-dbCAN_4:HMMER                0.0000000
## dbCAN_4:dbCAN-sub-dbCAN_4:DIAMOND 0.9431947
## CUPP-dbCAN_4:DIAMOND              0.0000000
## CUPP-dbCAN_4:dbCAN-sub            0.0000000

6.2.5 Accuracy

##                   Df Sum Sq Mean Sq F value Pr(>F)    
## Prediction_tool    4  0.319 0.07971    46.6 <2e-16 ***
## Residuals       2050  3.507 0.00171                   
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = Statistic_value ~ Prediction_tool, data = class_subset_acc.df)
## 
## $Prediction_tool
##                                            diff          lwr          upr
## dbCAN_4:HMMER-dbCAN_4             -0.0148930422 -0.022770106 -0.007015978
## dbCAN_4:DIAMOND-dbCAN_4            0.0032107289 -0.004666335  0.011087793
## dbCAN_4:dbCAN-sub-dbCAN_4         -0.0005626154 -0.008439679  0.007314449
## CUPP-dbCAN_4                      -0.0300054360 -0.037882500 -0.022128372
## dbCAN_4:DIAMOND-dbCAN_4:HMMER      0.0181037711  0.010226707  0.025980835
## dbCAN_4:dbCAN-sub-dbCAN_4:HMMER    0.0143304268  0.006453363  0.022207491
## CUPP-dbCAN_4:HMMER                -0.0151123938 -0.022989458 -0.007235330
## dbCAN_4:dbCAN-sub-dbCAN_4:DIAMOND -0.0037733443 -0.011650408  0.004103720
## CUPP-dbCAN_4:DIAMOND              -0.0332161649 -0.041093229 -0.025339101
## CUPP-dbCAN_4:dbCAN-sub            -0.0294428206 -0.037319885 -0.021565757
##                                       p adj
## dbCAN_4:HMMER-dbCAN_4             0.0000027
## dbCAN_4:DIAMOND-dbCAN_4           0.7998433
## dbCAN_4:dbCAN-sub-dbCAN_4         0.9996778
## CUPP-dbCAN_4                      0.0000000
## dbCAN_4:DIAMOND-dbCAN_4:HMMER     0.0000000
## dbCAN_4:dbCAN-sub-dbCAN_4:HMMER   0.0000073
## CUPP-dbCAN_4:HMMER                0.0000018
## dbCAN_4:dbCAN-sub-dbCAN_4:DIAMOND 0.6863720
## CUPP-dbCAN_4:DIAMOND              0.0000000
## CUPP-dbCAN_4:dbCAN-sub            0.0000000

6.3 Sensitivity versus specificity

The sensitivity of each CAZyme classifier can be plotted against the specificity for each CAZy class, however plotting all CAZy classes in a single plot produces a cramped plot, unless very few test sets were used.

Scatter plot of sensitivity against specificity for predicting CAZy class members per CAZyme classier

Figure 6.4: Scatter plot of sensitivity against specificity for predicting CAZy class members per CAZyme classier

6.4 Performance per CAZy class

Below the prediction sensitivity is plotted against the specificity for each classifier, and a separate plot is generated for each CAZy class.

The scatter plots of sensitivity against specificity overlay a coloured contour to highlight the distribution of the points. When too many points have the same value a contour cannot be generated. In order to plot a contour noise is added to the data. The original data is used to plot the scatter plot and the data with added noise is used to plot the contour.

The percentage of the data points which need noise to be added to them in order to generate a contour varies from data set to data set. To change the percentage of the data points with noise added to them, change the third value of call to the function plot.class.sens.vs.spec(), which is used to generate the plots. The third value is the percentage of data points to add noise to, written in decimal form.

6.4.1 GH class classification

Table 6.3: Overall performance of CAZyme classifiers classification of GH class members
Prediction_tool Spec Mean Spec Standard Deviation Spec CI Lower Spec CI Upper Sens Mean Sens Standard Deviation Sens CI Lower Sens CI Upper Prec Mean Prec Standard Deviation Prec CI Lower Prec CI Upper F1-score Mean F1-score Standard Deviation F1-score CI Lower F1-score CI Upper Acc Mean Acc Standard Deviation Acc CI Lower Acc CI Upper
CUPP 0.9933 0.0212 0.9886 0.9980 0.9080 0.0675 0.8930 0.9230 0.9906 0.0338 0.9831 0.9981 0.9461 0.0454 0.9360 0.9562 0.9540 0.0293 0.9475 0.9605
dbCAN_4 0.9927 0.0240 0.9873 0.9980 0.9500 0.0802 0.9322 0.9679 0.9898 0.0337 0.9823 0.9973 0.9671 0.0590 0.9539 0.9802 0.9743 0.0307 0.9675 0.9812
dbCAN_4:dbCAN-sub 0.9924 0.0238 0.9871 0.9977 0.9473 0.0789 0.9297 0.9648 0.9896 0.0337 0.9821 0.9971 0.9655 0.0581 0.9526 0.9785 0.9731 0.0297 0.9665 0.9797
dbCAN_4:DIAMOND 0.9864 0.0279 0.9802 0.9927 0.9737 0.0763 0.9567 0.9906 0.9842 0.0393 0.9754 0.9929 0.9764 0.0583 0.9634 0.9894 0.9812 0.0304 0.9745 0.9880
dbCAN_4:HMMER 0.9939 0.0224 0.9889 0.9988 0.9202 0.0828 0.9017 0.9386 0.9909 0.0330 0.9836 0.9983 0.9516 0.0596 0.9384 0.9649 0.9601 0.0328 0.9528 0.9674
Scatter plot of sensitivity against specificity for predicting GH CAZy class members per CAZyme classier, overlaying a density map.

Figure 6.5: Scatter plot of sensitivity against specificity for predicting GH CAZy class members per CAZyme classier, overlaying a density map.

Summary statistics of CAZyme classifiers performances of GH class classification, plotting the mean plus and minus the 95% confidence interval.

Figure 6.6: Summary statistics of CAZyme classifiers performances of GH class classification, plotting the mean plus and minus the 95% confidence interval.

One dimensional scatter plot of the statistical parameters per test set for the classification of GH class members, overlaying a box plot

Figure 6.7: One dimensional scatter plot of the statistical parameters per test set for the classification of GH class members, overlaying a box plot

6.4.1.1 Specificity test

A one-way ANOVA was performed to determine if the mean specificity was statistically significantly different between the tools.

##                  Df Sum Sq   Mean Sq F value Pr(>F)
## Prediction_tool   4 0.0029 0.0007249   1.259  0.285
## Residuals       395 0.2274 0.0005757

The means are statistically significantly different, therefore, use a post hoc Turkey HSD test to determine between which tools the means are significantly difference.

##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = Statistic_value ~ Prediction_tool, data = gh_subset_spec.df)
## 
## $Prediction_tool
##                                            diff          lwr         upr
## dbCAN_4:HMMER-dbCAN_4              0.0011981447 -0.009198283 0.011594572
## dbCAN_4:DIAMOND-dbCAN_4           -0.0062213497 -0.016617777 0.004175078
## dbCAN_4:dbCAN-sub-dbCAN_4         -0.0002586476 -0.010655075 0.010137780
## CUPP-dbCAN_4                       0.0006204571 -0.009775971 0.011016885
## dbCAN_4:DIAMOND-dbCAN_4:HMMER     -0.0074194944 -0.017815922 0.002976933
## dbCAN_4:dbCAN-sub-dbCAN_4:HMMER   -0.0014567923 -0.011853220 0.008939635
## CUPP-dbCAN_4:HMMER                -0.0005776876 -0.010974115 0.009818740
## dbCAN_4:dbCAN-sub-dbCAN_4:DIAMOND  0.0059627021 -0.004433726 0.016359130
## CUPP-dbCAN_4:DIAMOND               0.0068418068 -0.003554621 0.017238235
## CUPP-dbCAN_4:dbCAN-sub             0.0008791047 -0.009517323 0.011275532
##                                       p adj
## dbCAN_4:HMMER-dbCAN_4             0.9978382
## dbCAN_4:DIAMOND-dbCAN_4           0.4727694
## dbCAN_4:dbCAN-sub-dbCAN_4         0.9999951
## CUPP-dbCAN_4                      0.9998391
## dbCAN_4:DIAMOND-dbCAN_4:HMMER     0.2898661
## dbCAN_4:dbCAN-sub-dbCAN_4:HMMER   0.9953795
## CUPP-dbCAN_4:HMMER                0.9998789
## dbCAN_4:dbCAN-sub-dbCAN_4:DIAMOND 0.5164752
## CUPP-dbCAN_4:DIAMOND              0.3729882
## CUPP-dbCAN_4:dbCAN-sub            0.9993598

6.4.1.2 Sensitivity test

A one-way ANOVA was performed to determine if the mean sensitivity was statistically significantly different between the tools.

##                  Df Sum Sq Mean Sq F value   Pr(>F)    
## Prediction_tool   4 0.2163 0.05407   9.048 5.32e-07 ***
## Residuals       395 2.3607 0.00598                     
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

The means are statistically significantly different, therefore, use a post hoc Turkey HSD test to determine between which tools the means are significantly difference.

##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = Statistic_value ~ Prediction_tool, data = gh_subset_sens.df)
## 
## $Prediction_tool
##                                           diff          lwr          upr
## dbCAN_4:HMMER-dbCAN_4             -0.029857290 -0.063354446  0.003639867
## dbCAN_4:DIAMOND-dbCAN_4            0.023636992 -0.009860165  0.057134148
## dbCAN_4:dbCAN-sub-dbCAN_4         -0.002772773 -0.036269929  0.030724383
## CUPP-dbCAN_4                      -0.042029464 -0.075526620 -0.008532307
## dbCAN_4:DIAMOND-dbCAN_4:HMMER      0.053494281  0.019997125  0.086991438
## dbCAN_4:dbCAN-sub-dbCAN_4:HMMER    0.027084517 -0.006412640  0.060581673
## CUPP-dbCAN_4:HMMER                -0.012172174 -0.045669331  0.021324982
## dbCAN_4:dbCAN-sub-dbCAN_4:DIAMOND -0.026409765 -0.059906921  0.007087392
## CUPP-dbCAN_4:DIAMOND              -0.065666456 -0.099163612 -0.032169299
## CUPP-dbCAN_4:dbCAN-sub            -0.039256691 -0.072753847 -0.005759535
##                                       p adj
## dbCAN_4:HMMER-dbCAN_4             0.1063026
## dbCAN_4:DIAMOND-dbCAN_4           0.3011611
## dbCAN_4:dbCAN-sub-dbCAN_4         0.9994115
## CUPP-dbCAN_4                      0.0058093
## dbCAN_4:DIAMOND-dbCAN_4:HMMER     0.0001500
## dbCAN_4:dbCAN-sub-dbCAN_4:HMMER   0.1759517
## CUPP-dbCAN_4:HMMER                0.8571855
## dbCAN_4:dbCAN-sub-dbCAN_4:DIAMOND 0.1970161
## CUPP-dbCAN_4:DIAMOND              0.0000013
## CUPP-dbCAN_4:dbCAN-sub            0.0123729

6.4.1.3 Precision test

A one-way ANOVA was performed to determine if the mean precision was statistically significantly different between the tools.

##                  Df Sum Sq   Mean Sq F value Pr(>F)
## Prediction_tool   4 0.0025 0.0006135   0.508   0.73
## Residuals       395 0.4774 0.0012086

The means are not statistically significantly different.

6.4.1.4 F1 test

A one-way ANOVA was performed to determine if the mean F1-scores was statistically significantly different between the tools.

##                  Df Sum Sq  Mean Sq F value  Pr(>F)   
## Prediction_tool   4 0.0484 0.012088   3.811 0.00471 **
## Residuals       395 1.2528 0.003172                   
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

The means are statistically significantly different, therefore, use a post hoc Turkey HSD test to determine between which tools the means are significantly difference.

##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = Statistic_value ~ Prediction_tool, data = gh_subset_f1.df)
## 
## $Prediction_tool
##                                           diff           lwr          upr
## dbCAN_4:HMMER-dbCAN_4             -0.015420178 -0.0398224204  0.008982064
## dbCAN_4:DIAMOND-dbCAN_4            0.009334620 -0.0150676220  0.033736862
## dbCAN_4:dbCAN-sub-dbCAN_4         -0.001501562 -0.0259038042  0.022900680
## CUPP-dbCAN_4                      -0.020988869 -0.0453911111  0.003413373
## dbCAN_4:DIAMOND-dbCAN_4:HMMER      0.024754798  0.0003525563  0.049157041
## dbCAN_4:dbCAN-sub-dbCAN_4:HMMER    0.013918616 -0.0104836259  0.038320858
## CUPP-dbCAN_4:HMMER                -0.005568691 -0.0299709329  0.018833551
## dbCAN_4:dbCAN-sub-dbCAN_4:DIAMOND -0.010836182 -0.0352384244  0.013566060
## CUPP-dbCAN_4:DIAMOND              -0.030323489 -0.0547257313 -0.005921247
## CUPP-dbCAN_4:dbCAN-sub            -0.019487307 -0.0438895491  0.004914935
##                                       p adj
## dbCAN_4:HMMER-dbCAN_4             0.4156521
## dbCAN_4:DIAMOND-dbCAN_4           0.8325885
## dbCAN_4:dbCAN-sub-dbCAN_4         0.9998183
## CUPP-dbCAN_4                      0.1294986
## dbCAN_4:DIAMOND-dbCAN_4:HMMER     0.0448831
## dbCAN_4:dbCAN-sub-dbCAN_4:HMMER   0.5220632
## CUPP-dbCAN_4:HMMER                0.9709547
## dbCAN_4:dbCAN-sub-dbCAN_4:DIAMOND 0.7415532
## CUPP-dbCAN_4:DIAMOND              0.0065073
## CUPP-dbCAN_4:dbCAN-sub            0.1861733

6.4.1.5 Accuracy test

A one-way ANOVA was performed to determine if the mean accuracy was statistically significantly different between the tools.

##                  Df Sum Sq  Mean Sq F value   Pr(>F)    
## Prediction_tool   4 0.0399 0.009970   10.64 3.36e-08 ***
## Residuals       395 0.3700 0.000937                     
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

The means are statistically significantly different, therefore, use a post hoc Turkey HSD test to determine between which tools the means are significantly difference.

##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = Statistic_value ~ Prediction_tool, data = gh_subset_acc.df)
## 
## $Prediction_tool
##                                           diff           lwr           upr
## dbCAN_4:HMMER-dbCAN_4             -0.014219593 -0.0274814184 -0.0009577668
## dbCAN_4:DIAMOND-dbCAN_4            0.006895056 -0.0063667695  0.0201568820
## dbCAN_4:dbCAN-sub-dbCAN_4         -0.001209470 -0.0144712953  0.0120523563
## CUPP-dbCAN_4                      -0.020351666 -0.0336134920 -0.0070898405
## dbCAN_4:DIAMOND-dbCAN_4:HMMER      0.021114649  0.0078528230  0.0343764746
## dbCAN_4:dbCAN-sub-dbCAN_4:HMMER    0.013010123 -0.0002517027  0.0262719488
## CUPP-dbCAN_4:HMMER                -0.006132074 -0.0193938994  0.0071297521
## dbCAN_4:dbCAN-sub-dbCAN_4:DIAMOND -0.008104526 -0.0213663515  0.0051573000
## CUPP-dbCAN_4:DIAMOND              -0.027246722 -0.0405085482 -0.0139848967
## CUPP-dbCAN_4:dbCAN-sub            -0.019142197 -0.0324040225 -0.0058803710
##                                       p adj
## dbCAN_4:HMMER-dbCAN_4             0.0286421
## dbCAN_4:DIAMOND-dbCAN_4           0.6120073
## dbCAN_4:dbCAN-sub-dbCAN_4         0.9991373
## CUPP-dbCAN_4                      0.0003104
## dbCAN_4:DIAMOND-dbCAN_4:HMMER     0.0001589
## dbCAN_4:dbCAN-sub-dbCAN_4:HMMER   0.0574635
## CUPP-dbCAN_4:HMMER                0.7115593
## dbCAN_4:dbCAN-sub-dbCAN_4:DIAMOND 0.4508297
## CUPP-dbCAN_4:DIAMOND              0.0000003
## CUPP-dbCAN_4:dbCAN-sub            0.0008569

6.4.2 GT class classification

Table 6.4: Overall performance of CAZyme classifiers classification of GT class members
Prediction_tool Spec Mean Spec Standard Deviation Spec CI Lower Spec CI Upper Sens Mean Sens Standard Deviation Sens CI Lower Sens CI Upper Prec Mean Prec Standard Deviation Prec CI Lower Prec CI Upper F1-score Mean F1-score Standard Deviation F1-score CI Lower F1-score CI Upper Acc Mean Acc Standard Deviation Acc CI Lower Acc CI Upper
CUPP 0.9921 0.0463 0.9818 1.0024 0.8536 0.1107 0.8289 0.8782 0.9883 0.0625 0.9744 1.0022 0.9107 0.0758 0.8938 0.9276 0.9462 0.0579 0.9333 0.9591
dbCAN_4 0.9900 0.0492 0.9790 1.0009 0.9578 0.0921 0.9373 0.9783 0.9866 0.0566 0.9740 0.9992 0.9677 0.0753 0.9510 0.9845 0.9781 0.0572 0.9654 0.9909
dbCAN_4:dbCAN-sub 0.9900 0.0492 0.9790 1.0009 0.9538 0.0835 0.9352 0.9724 0.9866 0.0566 0.9740 0.9992 0.9664 0.0656 0.9518 0.9810 0.9773 0.0519 0.9657 0.9889
dbCAN_4:DIAMOND 0.9893 0.0488 0.9785 1.0002 0.9751 0.0914 0.9548 0.9954 0.9841 0.0638 0.9699 0.9983 0.9750 0.0781 0.9577 0.9924 0.9838 0.0577 0.9710 0.9966
dbCAN_4:HMMER 0.9904 0.0487 0.9796 1.0012 0.8657 0.1110 0.8410 0.8904 0.9884 0.0566 0.9758 1.0010 0.9170 0.0838 0.8984 0.9357 0.9503 0.0597 0.9370 0.9635
Scatter plot of sensitivity against specificity for predicting GT CAZy class members per CAZyme classier, overlaying a density map.

Figure 6.8: Scatter plot of sensitivity against specificity for predicting GT CAZy class members per CAZyme classier, overlaying a density map.

Summary statistics of CAZyme classifiers performances of GT class classification, plotting the mean plus and minus the 95% confidence interval.

Figure 6.9: Summary statistics of CAZyme classifiers performances of GT class classification, plotting the mean plus and minus the 95% confidence interval.

One dimensional scatter plot of the statistical parameters per test set for the classification of GT class members, overlaying a box plot

Figure 6.10: One dimensional scatter plot of the statistical parameters per test set for the classification of GT class members, overlaying a box plot

6.4.2.1 Specificity test

A one-way ANOVA was performed to determine if the mean specificity was statistically significantly different between the tools.

##                  Df Sum Sq   Mean Sq F value Pr(>F)
## Prediction_tool   4 0.0003 0.0000873   0.037  0.997
## Residuals       395 0.9267 0.0023461

The means are not statistically significantly different.

6.4.2.2 Sensitivity test

A one-way ANOVA was performed to determine if the mean sensitivity was statistically significantly different between the tools.

##                  Df Sum Sq Mean Sq F value Pr(>F)    
## Prediction_tool   4  1.037 0.25929   26.79 <2e-16 ***
## Residuals       395  3.823 0.00968                   
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

The means are statistically significantly different, therefore, use a post hoc Turkey HSD test to determine between which tools the means are significantly difference.

##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = Statistic_value ~ Prediction_tool, data = gt_subset_sens.df)
## 
## $Prediction_tool
##                                           diff         lwr         upr
## dbCAN_4:HMMER-dbCAN_4             -0.092128609 -0.13475577 -0.04950144
## dbCAN_4:DIAMOND-dbCAN_4            0.017274546 -0.02535262  0.05990171
## dbCAN_4:dbCAN-sub-dbCAN_4         -0.004008896 -0.04663606  0.03861827
## CUPP-dbCAN_4                      -0.104252866 -0.14688003 -0.06162570
## dbCAN_4:DIAMOND-dbCAN_4:HMMER      0.109403155  0.06677599  0.15203032
## dbCAN_4:dbCAN-sub-dbCAN_4:HMMER    0.088119713  0.04549255  0.13074688
## CUPP-dbCAN_4:HMMER                -0.012124257 -0.05475142  0.03050291
## dbCAN_4:dbCAN-sub-dbCAN_4:DIAMOND -0.021283442 -0.06391061  0.02134372
## CUPP-dbCAN_4:DIAMOND              -0.121527412 -0.16415458 -0.07890025
## CUPP-dbCAN_4:dbCAN-sub            -0.100243970 -0.14287114 -0.05761680
##                                       p adj
## dbCAN_4:HMMER-dbCAN_4             0.0000001
## dbCAN_4:DIAMOND-dbCAN_4           0.8009660
## dbCAN_4:dbCAN-sub-dbCAN_4         0.9990263
## CUPP-dbCAN_4                      0.0000000
## dbCAN_4:DIAMOND-dbCAN_4:HMMER     0.0000000
## dbCAN_4:dbCAN-sub-dbCAN_4:HMMER   0.0000003
## CUPP-dbCAN_4:HMMER                0.9364610
## dbCAN_4:dbCAN-sub-dbCAN_4:DIAMOND 0.6483833
## CUPP-dbCAN_4:DIAMOND              0.0000000
## CUPP-dbCAN_4:dbCAN-sub            0.0000000

6.4.2.3 Precision test

A one-way ANOVA was performed to determine if the mean precision was statistically significantly different between the tools.

##                  Df Sum Sq  Mean Sq F value Pr(>F)
## Prediction_tool   4  0.001 0.000247    0.07  0.991
## Residuals       395  1.389 0.003517

The means are not statistically significantly different.

6.4.2.4 F1 test

A one-way ANOVA was performed to determine if the mean F1-scores was statistically significantly different between the tools.

##                  Df Sum Sq Mean Sq F value   Pr(>F)    
## Prediction_tool   4 0.3044 0.07611   13.19 4.27e-10 ***
## Residuals       395 2.2788 0.00577                     
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

The means are statistically significantly different, therefore, use a post hoc Turkey HSD test to determine between which tools the means are significantly difference.

##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = Statistic_value ~ Prediction_tool, data = gt_subset_f1.df)
## 
## $Prediction_tool
##                                           diff         lwr         upr
## dbCAN_4:HMMER-dbCAN_4             -0.050699725 -0.08361113 -0.01778832
## dbCAN_4:DIAMOND-dbCAN_4            0.007295471 -0.02561594  0.04020688
## dbCAN_4:dbCAN-sub-dbCAN_4         -0.001369053 -0.03428046  0.03154236
## CUPP-dbCAN_4                      -0.057031131 -0.08994254 -0.02411972
## dbCAN_4:DIAMOND-dbCAN_4:HMMER      0.057995196  0.02508379  0.09090661
## dbCAN_4:dbCAN-sub-dbCAN_4:HMMER    0.049330672  0.01641926  0.08224208
## CUPP-dbCAN_4:HMMER                -0.006331406 -0.03924282  0.02658000
## dbCAN_4:dbCAN-sub-dbCAN_4:DIAMOND -0.008664523 -0.04157593  0.02424689
## CUPP-dbCAN_4:DIAMOND              -0.064326602 -0.09723801 -0.03141519
## CUPP-dbCAN_4:dbCAN-sub            -0.055662078 -0.08857349 -0.02275067
##                                       p adj
## dbCAN_4:HMMER-dbCAN_4             0.0002901
## dbCAN_4:DIAMOND-dbCAN_4           0.9738785
## dbCAN_4:dbCAN-sub-dbCAN_4         0.9999618
## CUPP-dbCAN_4                      0.0000282
## dbCAN_4:DIAMOND-dbCAN_4:HMMER     0.0000194
## dbCAN_4:dbCAN-sub-dbCAN_4:HMMER   0.0004651
## CUPP-dbCAN_4:HMMER                0.9845485
## dbCAN_4:dbCAN-sub-dbCAN_4:DIAMOND 0.9514929
## CUPP-dbCAN_4:DIAMOND              0.0000014
## CUPP-dbCAN_4:dbCAN-sub            0.0000476

6.4.2.5 Accuracy test

A one-way ANOVA was performed to determine if the mean accuracy was statistically significantly different between the tools.

##                  Df Sum Sq  Mean Sq F value   Pr(>F)    
## Prediction_tool   4  0.098 0.024494   7.558 7.11e-06 ***
## Residuals       395  1.280 0.003241                     
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

The means are statistically significantly different, therefore, use a post hoc Turkey HSD test to determine between which tools the means are significantly difference.

##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = Statistic_value ~ Prediction_tool, data = gt_subset_acc.df)
## 
## $Prediction_tool
##                                            diff          lwr          upr
## dbCAN_4:HMMER-dbCAN_4             -0.0278694046 -0.052536578 -0.003202231
## dbCAN_4:DIAMOND-dbCAN_4            0.0056632974 -0.019003876  0.030330471
## dbCAN_4:dbCAN-sub-dbCAN_4         -0.0008336128 -0.025500786  0.023833560
## CUPP-dbCAN_4                      -0.0319307447 -0.056597918 -0.007263572
## dbCAN_4:DIAMOND-dbCAN_4:HMMER      0.0335327019  0.008865529  0.058199875
## dbCAN_4:dbCAN-sub-dbCAN_4:HMMER    0.0270357918  0.002368619  0.051702965
## CUPP-dbCAN_4:HMMER                -0.0040613402 -0.028728513  0.020605833
## dbCAN_4:dbCAN-sub-dbCAN_4:DIAMOND -0.0064969102 -0.031164083  0.018170263
## CUPP-dbCAN_4:DIAMOND              -0.0375940421 -0.062261215 -0.012926869
## CUPP-dbCAN_4:dbCAN-sub            -0.0310971319 -0.055764305 -0.006429959
##                                       p adj
## dbCAN_4:HMMER-dbCAN_4             0.0178104
## dbCAN_4:DIAMOND-dbCAN_4           0.9703082
## dbCAN_4:dbCAN-sub-dbCAN_4         0.9999833
## CUPP-dbCAN_4                      0.0039667
## dbCAN_4:DIAMOND-dbCAN_4:HMMER     0.0020739
## dbCAN_4:dbCAN-sub-dbCAN_4:HMMER   0.0236129
## CUPP-dbCAN_4:HMMER                0.9914198
## dbCAN_4:dbCAN-sub-dbCAN_4:DIAMOND 0.9514183
## CUPP-dbCAN_4:DIAMOND              0.0003501
## CUPP-dbCAN_4:dbCAN-sub            0.0054908

6.4.3 PL class classification

Table 6.5: Overall performance of CAZyme classifiers classification of PL class members
Prediction_tool Spec Mean Spec Standard Deviation Spec CI Lower Spec CI Upper Sens Mean Sens Standard Deviation Sens CI Lower Sens CI Upper Prec Mean Prec Standard Deviation Prec CI Lower Prec CI Upper F1-score Mean F1-score Standard Deviation F1-score CI Lower F1-score CI Upper Acc Mean Acc Standard Deviation Acc CI Lower Acc CI Upper
CUPP 0.9996 0.0019 0.9990 1.0002 0.8511 0.2593 0.7749 0.9272 0.9496 0.2058 0.8892 1.0101 0.8850 0.2288 0.8178 0.9522 0.9941 0.0096 0.9913 0.9970
dbCAN_4 0.9994 0.0025 0.9986 1.0001 0.9739 0.0982 0.9451 1.0028 0.9846 0.0766 0.9621 1.0071 0.9741 0.0781 0.9511 0.9970 0.9986 0.0035 0.9975 0.9996
dbCAN_4:dbCAN-sub 0.9994 0.0025 0.9986 1.0001 0.9752 0.0982 0.9464 1.0040 0.9846 0.0766 0.9621 1.0071 0.9747 0.0782 0.9518 0.9977 0.9988 0.0032 0.9978 0.9997
dbCAN_4:DIAMOND 0.9989 0.0039 0.9978 1.0000 0.9987 0.0086 0.9962 1.0013 0.9730 0.1012 0.9433 1.0028 0.9825 0.0646 0.9635 1.0014 0.9988 0.0039 0.9976 0.9999
dbCAN_4:HMMER 0.9994 0.0025 0.9986 1.0001 0.9739 0.0982 0.9451 1.0028 0.9846 0.0766 0.9621 1.0071 0.9741 0.0781 0.9511 0.9970 0.9986 0.0035 0.9975 0.9996
Scatter plot of sensitivity against specificity for predicting PL CAZy class members per CAZyme classier, overlaying a density map.

Figure 6.11: Scatter plot of sensitivity against specificity for predicting PL CAZy class members per CAZyme classier, overlaying a density map.

Summary statistics of CAZyme classifiers performances of PL class classification, plotting the mean plus and minus the 95% confidence interval.

Figure 6.12: Summary statistics of CAZyme classifiers performances of PL class classification, plotting the mean plus and minus the 95% confidence interval.

One dimensional scatter plot of the statistical parameters per test set for the classification of PL class members, overlaying a box plot

Figure 6.13: One dimensional scatter plot of the statistical parameters per test set for the classification of PL class members, overlaying a box plot

6.4.3.1 Specificity test

A one-way ANOVA was performed to determine if the mean specificity was statistically significantly different between the tools.

##                  Df   Sum Sq   Mean Sq F value Pr(>F)
## Prediction_tool   4 1.21e-05 3.033e-06   0.408  0.803
## Residuals       230 1.71e-03 7.433e-06

The means are not statistically significantly different.

6.4.3.2 Sensitivity test

A one-way ANOVA was performed to determine if the mean sensitivity was statistically significantly different between the tools.

##                  Df Sum Sq Mean Sq F value   Pr(>F)    
## Prediction_tool   4  0.650 0.16258   8.448 2.24e-06 ***
## Residuals       230  4.426 0.01924                     
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

The means are statistically significantly different, therefore, use a post hoc Turkey HSD test to determine between which tools the means are significantly difference.

##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = Statistic_value ~ Prediction_tool, data = pl_subset_sens.df)
## 
## $Prediction_tool
##                                            diff         lwr         upr
## dbCAN_4:HMMER-dbCAN_4              2.220446e-16 -0.07868366  0.07868366
## dbCAN_4:DIAMOND-dbCAN_4            2.482270e-02 -0.05386096  0.10350635
## dbCAN_4:dbCAN-sub-dbCAN_4          1.251564e-03 -0.07743209  0.07993522
## CUPP-dbCAN_4                      -1.228512e-01 -0.20153489 -0.04416757
## dbCAN_4:DIAMOND-dbCAN_4:HMMER      2.482270e-02 -0.05386096  0.10350635
## dbCAN_4:dbCAN-sub-dbCAN_4:HMMER    1.251564e-03 -0.07743209  0.07993522
## CUPP-dbCAN_4:HMMER                -1.228512e-01 -0.20153489 -0.04416757
## dbCAN_4:dbCAN-sub-dbCAN_4:DIAMOND -2.357113e-02 -0.10225479  0.05511253
## CUPP-dbCAN_4:DIAMOND              -1.476739e-01 -0.22635759 -0.06899027
## CUPP-dbCAN_4:dbCAN-sub            -1.241028e-01 -0.20278645 -0.04541914
##                                       p adj
## dbCAN_4:HMMER-dbCAN_4             1.0000000
## dbCAN_4:DIAMOND-dbCAN_4           0.9085247
## dbCAN_4:dbCAN-sub-dbCAN_4         0.9999992
## CUPP-dbCAN_4                      0.0002502
## dbCAN_4:DIAMOND-dbCAN_4:HMMER     0.9085247
## dbCAN_4:dbCAN-sub-dbCAN_4:HMMER   0.9999992
## CUPP-dbCAN_4:HMMER                0.0002502
## dbCAN_4:dbCAN-sub-dbCAN_4:DIAMOND 0.9231185
## CUPP-dbCAN_4:DIAMOND              0.0000053
## CUPP-dbCAN_4:dbCAN-sub            0.0002088

6.4.3.3 Precision test

A one-way ANOVA was performed to determine if the mean precision was statistically significantly different between the tools.

##                  Df Sum Sq Mean Sq F value Pr(>F)
## Prediction_tool   4  0.043 0.01082    0.77  0.545
## Residuals       230  3.230 0.01404

The means are not statistically significantly different.

6.4.3.4 F1 test

A one-way ANOVA was performed to determine if the mean F1-scores was statistically significantly different between the tools.

##                  Df Sum Sq Mean Sq F value   Pr(>F)    
## Prediction_tool   4  0.316 0.07898   5.275 0.000441 ***
## Residuals       230  3.444 0.01497                     
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

The means are statistically significantly different, therefore, use a post hoc Turkey HSD test to determine between which tools the means are significantly difference.

##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = Statistic_value ~ Prediction_tool, data = pl_subset_f1.df)
## 
## $Prediction_tool
##                                            diff         lwr         upr
## dbCAN_4:HMMER-dbCAN_4              2.220446e-16 -0.06940222  0.06940222
## dbCAN_4:DIAMOND-dbCAN_4            8.371770e-03 -0.06103045  0.07777400
## dbCAN_4:dbCAN-sub-dbCAN_4          6.447453e-04 -0.06875748  0.07004697
## CUPP-dbCAN_4                      -8.906369e-02 -0.15846591 -0.01966146
## dbCAN_4:DIAMOND-dbCAN_4:HMMER      8.371770e-03 -0.06103045  0.07777400
## dbCAN_4:dbCAN-sub-dbCAN_4:HMMER    6.447453e-04 -0.06875748  0.07004697
## CUPP-dbCAN_4:HMMER                -8.906369e-02 -0.15846591 -0.01966146
## dbCAN_4:dbCAN-sub-dbCAN_4:DIAMOND -7.727025e-03 -0.07712925  0.06167520
## CUPP-dbCAN_4:DIAMOND              -9.743546e-02 -0.16683768 -0.02803323
## CUPP-dbCAN_4:dbCAN-sub            -8.970843e-02 -0.15911066 -0.02030621
##                                       p adj
## dbCAN_4:HMMER-dbCAN_4             1.0000000
## dbCAN_4:DIAMOND-dbCAN_4           0.9973747
## dbCAN_4:dbCAN-sub-dbCAN_4         0.9999999
## CUPP-dbCAN_4                      0.0045531
## dbCAN_4:DIAMOND-dbCAN_4:HMMER     0.9973747
## dbCAN_4:dbCAN-sub-dbCAN_4:HMMER   0.9999999
## CUPP-dbCAN_4:HMMER                0.0045531
## dbCAN_4:dbCAN-sub-dbCAN_4:DIAMOND 0.9980800
## CUPP-dbCAN_4:DIAMOND              0.0013760
## CUPP-dbCAN_4:dbCAN-sub            0.0041670

6.4.3.5 Accuracy test

A one-way ANOVA was performed to determine if the mean accuracy was statistically significantly different between the tools.

##                  Df   Sum Sq   Mean Sq F value   Pr(>F)    
## Prediction_tool   4 0.000768 1.921e-04   6.777 3.58e-05 ***
## Residuals       230 0.006521 2.835e-05                     
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

The means are statistically significantly different, therefore, use a post hoc Turkey HSD test to determine between which tools the means are significantly difference.

##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = Statistic_value ~ Prediction_tool, data = pl_subset_acc.df)
## 
## $Prediction_tool
##                                            diff          lwr          upr
## dbCAN_4:HMMER-dbCAN_4             -5.352518e-06 -0.003025327  0.003014622
## dbCAN_4:DIAMOND-dbCAN_4            1.873251e-04 -0.002832650  0.003207300
## dbCAN_4:dbCAN-sub-dbCAN_4          2.160726e-04 -0.002803902  0.003236047
## CUPP-dbCAN_4                      -4.415464e-03 -0.007435439 -0.001395489
## dbCAN_4:DIAMOND-dbCAN_4:HMMER      1.926777e-04 -0.002827297  0.003212652
## dbCAN_4:dbCAN-sub-dbCAN_4:HMMER    2.214251e-04 -0.002798550  0.003241400
## CUPP-dbCAN_4:HMMER                -4.410112e-03 -0.007430086 -0.001390137
## dbCAN_4:dbCAN-sub-dbCAN_4:DIAMOND  2.874747e-05 -0.002991227  0.003048722
## CUPP-dbCAN_4:DIAMOND              -4.602789e-03 -0.007622764 -0.001582815
## CUPP-dbCAN_4:dbCAN-sub            -4.631537e-03 -0.007651511 -0.001611562
##                                       p adj
## dbCAN_4:HMMER-dbCAN_4             1.0000000
## dbCAN_4:DIAMOND-dbCAN_4           0.9998093
## dbCAN_4:dbCAN-sub-dbCAN_4         0.9996639
## CUPP-dbCAN_4                      0.0007465
## dbCAN_4:DIAMOND-dbCAN_4:HMMER     0.9997867
## dbCAN_4:dbCAN-sub-dbCAN_4:HMMER   0.9996297
## CUPP-dbCAN_4:HMMER                0.0007607
## dbCAN_4:dbCAN-sub-dbCAN_4:DIAMOND 0.9999999
## CUPP-dbCAN_4:DIAMOND              0.0003796
## CUPP-dbCAN_4:dbCAN-sub            0.0003415

6.4.4 CE class classification

Table 6.6: Overall performance of CAZyme classifiers classification of CE class members
Prediction_tool Spec Mean Spec Standard Deviation Spec CI Lower Spec CI Upper Sens Mean Sens Standard Deviation Sens CI Lower Sens CI Upper Prec Mean Prec Standard Deviation Prec CI Lower Prec CI Upper F1-score Mean F1-score Standard Deviation F1-score CI Lower F1-score CI Upper Acc Mean Acc Standard Deviation Acc CI Lower Acc CI Upper
CUPP 0.9955 0.0178 0.9914 0.9995 0.9114 0.1332 0.8810 0.9419 0.9598 0.1130 0.9339 0.9856 0.9250 0.1095 0.9000 0.9500 0.9900 0.0187 0.9857 0.9943
dbCAN_4 0.9953 0.0179 0.9912 0.9994 0.9783 0.0669 0.9630 0.9935 0.9603 0.1103 0.9351 0.9855 0.9638 0.0854 0.9443 0.9833 0.9943 0.0172 0.9904 0.9982
dbCAN_4:dbCAN-sub 0.9952 0.0181 0.9911 0.9993 0.9755 0.0680 0.9599 0.9910 0.9592 0.1120 0.9336 0.9848 0.9617 0.0863 0.9420 0.9814 0.9938 0.0175 0.9898 0.9978
dbCAN_4:DIAMOND 0.9931 0.0227 0.9879 0.9983 0.9755 0.0851 0.9560 0.9949 0.9476 0.1506 0.9132 0.9820 0.9507 0.1192 0.9234 0.9779 0.9919 0.0218 0.9870 0.9969
dbCAN_4:HMMER 0.9953 0.0179 0.9912 0.9994 0.9529 0.1012 0.9298 0.9760 0.9603 0.1103 0.9351 0.9855 0.9487 0.0957 0.9268 0.9706 0.9929 0.0173 0.9889 0.9968
Scatter plot of sensitivity against specificity for predicting CE CAZy class members per CAZyme classier, overlaying a density map.

Figure 6.14: Scatter plot of sensitivity against specificity for predicting CE CAZy class members per CAZyme classier, overlaying a density map.

Summary statistics of CAZyme classifiers performances of CE class classification, plotting the mean plus and minus the 95% confidence interval.

Figure 6.15: Summary statistics of CAZyme classifiers performances of CE class classification, plotting the mean plus and minus the 95% confidence interval.

One dimensional scatter plot of the statistical parameters per test set for the classification of CE class members, overlaying a box plot

Figure 6.16: One dimensional scatter plot of the statistical parameters per test set for the classification of CE class members, overlaying a box plot

6.4.4.1 Specificity test

A one-way ANOVA was performed to determine if the mean specificity was statistically significantly different between the tools.

##                  Df  Sum Sq   Mean Sq F value Pr(>F)
## Prediction_tool   4 0.00031 0.0000764   0.212  0.932
## Residuals       375 0.13515 0.0003604

The means are not statistically significantly different.

6.4.4.2 Sensitivity test

A one-way ANOVA was performed to determine if the mean sensitivity was statistically significantly different between the tools.

##                  Df Sum Sq Mean Sq F value   Pr(>F)    
## Prediction_tool   4  0.244 0.06105   6.886 2.34e-05 ***
## Residuals       375  3.324 0.00887                     
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

The means are statistically significantly different, therefore, use a post hoc Turkey HSD test to determine between which tools the means are significantly difference.

##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = Statistic_value ~ Prediction_tool, data = ce_subset_sens.df)
## 
## $Prediction_tool
##                                            diff         lwr           upr
## dbCAN_4:HMMER-dbCAN_4             -2.536028e-02 -0.06722802  0.0165074735
## dbCAN_4:DIAMOND-dbCAN_4           -2.767335e-03 -0.04463508  0.0391004142
## dbCAN_4:dbCAN-sub-dbCAN_4         -2.793442e-03 -0.04466119  0.0390743073
## CUPP-dbCAN_4                      -6.682331e-02 -0.10869106 -0.0249555590
## dbCAN_4:DIAMOND-dbCAN_4:HMMER      2.259294e-02 -0.01927481  0.0644606899
## dbCAN_4:dbCAN-sub-dbCAN_4:HMMER    2.256683e-02 -0.01930092  0.0644345830
## CUPP-dbCAN_4:HMMER                -4.146303e-02 -0.08333078  0.0004047166
## dbCAN_4:dbCAN-sub-dbCAN_4:DIAMOND -2.610693e-05 -0.04189386  0.0418416423
## CUPP-dbCAN_4:DIAMOND              -6.405597e-02 -0.10592372 -0.0221882240
## CUPP-dbCAN_4:dbCAN-sub            -6.402987e-02 -0.10589762 -0.0221621171
##                                       p adj
## dbCAN_4:HMMER-dbCAN_4             0.4599070
## dbCAN_4:DIAMOND-dbCAN_4           0.9997583
## dbCAN_4:dbCAN-sub-dbCAN_4         0.9997492
## CUPP-dbCAN_4                      0.0001529
## dbCAN_4:DIAMOND-dbCAN_4:HMMER     0.5766881
## dbCAN_4:dbCAN-sub-dbCAN_4:HMMER   0.5778015
## CUPP-dbCAN_4:HMMER                0.0536900
## dbCAN_4:dbCAN-sub-dbCAN_4:DIAMOND 1.0000000
## CUPP-dbCAN_4:DIAMOND              0.0003294
## CUPP-dbCAN_4:dbCAN-sub            0.0003317

6.4.4.3 Precision test

A one-way ANOVA was performed to determine if the mean precision was statistically significantly different between the tools.

##                  Df Sum Sq  Mean Sq F value Pr(>F)
## Prediction_tool   4  0.009 0.002326   0.161  0.958
## Residuals       375  5.425 0.014466

The means are not statistically significantly different.

6.4.4.4 F1 test

A one-way ANOVA was performed to determine if the mean F1-scores was statistically significantly different between the tools.

##                  Df Sum Sq Mean Sq F value Pr(>F)
## Prediction_tool   4  0.072 0.01812   1.809  0.126
## Residuals       375  3.757 0.01002

The means are statistically significantly different, therefore, use a post hoc Turkey HSD test to determine between which tools the means are significantly difference.

##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = Statistic_value ~ Prediction_tool, data = ce_subset_f1.df)
## 
## $Prediction_tool
##                                           diff         lwr         upr
## dbCAN_4:HMMER-dbCAN_4             -0.015078708 -0.05958645 0.029429035
## dbCAN_4:DIAMOND-dbCAN_4           -0.013114916 -0.05762266 0.031392827
## dbCAN_4:dbCAN-sub-dbCAN_4         -0.002078856 -0.04658660 0.042428887
## CUPP-dbCAN_4                      -0.038773734 -0.08328148 0.005734009
## dbCAN_4:DIAMOND-dbCAN_4:HMMER      0.001963792 -0.04254395 0.046471535
## dbCAN_4:dbCAN-sub-dbCAN_4:HMMER    0.012999851 -0.03150789 0.057507594
## CUPP-dbCAN_4:HMMER                -0.023695026 -0.06820277 0.020812716
## dbCAN_4:dbCAN-sub-dbCAN_4:DIAMOND  0.011036060 -0.03347168 0.055543803
## CUPP-dbCAN_4:DIAMOND              -0.025658818 -0.07016656 0.018848925
## CUPP-dbCAN_4:dbCAN-sub            -0.036694878 -0.08120262 0.007812865
##                                       p adj
## dbCAN_4:HMMER-dbCAN_4             0.8856855
## dbCAN_4:DIAMOND-dbCAN_4           0.9281829
## dbCAN_4:dbCAN-sub-dbCAN_4         0.9999393
## CUPP-dbCAN_4                      0.1208366
## dbCAN_4:DIAMOND-dbCAN_4:HMMER     0.9999516
## dbCAN_4:dbCAN-sub-dbCAN_4:HMMER   0.9303152
## CUPP-dbCAN_4:HMMER                0.5896207
## dbCAN_4:dbCAN-sub-dbCAN_4:DIAMOND 0.9607571
## CUPP-dbCAN_4:DIAMOND              0.5110137
## CUPP-dbCAN_4:dbCAN-sub            0.1604274

6.4.4.5 Accuracy test

A one-way ANOVA was performed to determine if the mean accuracy was statistically significantly different between the tools.

##                  Df  Sum Sq   Mean Sq F value Pr(>F)
## Prediction_tool   4 0.00088 0.0002209   0.642  0.633
## Residuals       375 0.12908 0.0003442

The means are statistically significantly different, therefore, use a post hoc Turkey HSD test to determine between which tools the means are significantly difference.

##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = Statistic_value ~ Prediction_tool, data = ce_subset_acc.df)
## 
## $Prediction_tool
##                                            diff          lwr         upr
## dbCAN_4:HMMER-dbCAN_4             -0.0014483522 -0.009698103 0.006801399
## dbCAN_4:DIAMOND-dbCAN_4           -0.0023678549 -0.010617606 0.005881896
## dbCAN_4:dbCAN-sub-dbCAN_4         -0.0004962847 -0.008746036 0.007753466
## CUPP-dbCAN_4                      -0.0043042553 -0.012554006 0.003945496
## dbCAN_4:DIAMOND-dbCAN_4:HMMER     -0.0009195026 -0.009169253 0.007330248
## dbCAN_4:dbCAN-sub-dbCAN_4:HMMER    0.0009520675 -0.007297683 0.009201818
## CUPP-dbCAN_4:HMMER                -0.0028559031 -0.011105654 0.005393848
## dbCAN_4:dbCAN-sub-dbCAN_4:DIAMOND  0.0018715701 -0.006378181 0.010121321
## CUPP-dbCAN_4:DIAMOND              -0.0019364005 -0.010186151 0.006313350
## CUPP-dbCAN_4:dbCAN-sub            -0.0038079706 -0.012057721 0.004441780
##                                       p adj
## dbCAN_4:HMMER-dbCAN_4             0.9890374
## dbCAN_4:DIAMOND-dbCAN_4           0.9343741
## dbCAN_4:dbCAN-sub-dbCAN_4         0.9998337
## CUPP-dbCAN_4                      0.6085588
## dbCAN_4:DIAMOND-dbCAN_4:HMMER     0.9981007
## dbCAN_4:dbCAN-sub-dbCAN_4:HMMER   0.9978239
## CUPP-dbCAN_4:HMMER                0.8774452
## dbCAN_4:dbCAN-sub-dbCAN_4:DIAMOND 0.9715409
## CUPP-dbCAN_4:DIAMOND              0.9677918
## CUPP-dbCAN_4:dbCAN-sub            0.7127047

6.4.5 AA class classification

Table 6.7: Overall performance of CAZyme classifiers classification of AA class members
Prediction_tool Spec Mean Spec Standard Deviation Spec CI Lower Spec CI Upper Sens Mean Sens Standard Deviation Sens CI Lower Sens CI Upper Prec Mean Prec Standard Deviation Prec CI Lower Prec CI Upper F1-score Mean F1-score Standard Deviation F1-score CI Lower F1-score CI Upper Acc Mean Acc Standard Deviation Acc CI Lower Acc CI Upper
CUPP 0.9919 0.0175 0.9868 0.9970 0.9047 0.1300 0.8670 0.9425 0.9184 0.1697 0.8691 0.9677 0.9011 0.1376 0.8611 0.9410 0.9841 0.0215 0.9778 0.9903
dbCAN_4 0.9907 0.0201 0.9848 0.9965 0.9937 0.0258 0.9862 1.0012 0.9198 0.1610 0.8731 0.9666 0.9464 0.1085 0.9149 0.9779 0.9907 0.0188 0.9853 0.9962
dbCAN_4:dbCAN-sub 0.9905 0.0202 0.9846 0.9963 0.9892 0.0331 0.9796 0.9988 0.9177 0.1620 0.8707 0.9648 0.9430 0.1090 0.9113 0.9746 0.9902 0.0189 0.9847 0.9956
dbCAN_4:DIAMOND 0.9903 0.0219 0.9839 0.9966 0.9700 0.0952 0.9423 0.9976 0.9196 0.1697 0.8703 0.9689 0.9306 0.1226 0.8950 0.9662 0.9897 0.0198 0.9840 0.9954
dbCAN_4:HMMER 0.9907 0.0202 0.9848 0.9965 0.9880 0.0393 0.9766 0.9994 0.9192 0.1624 0.8720 0.9664 0.9434 0.1112 0.9111 0.9757 0.9901 0.0196 0.9844 0.9958
Scatter plot of sensitivity against specificity for predicting AA CAZy class members per CAZyme classier, overlaying a density map.

Figure 6.17: Scatter plot of sensitivity against specificity for predicting AA CAZy class members per CAZyme classier, overlaying a density map.

Summary statistics of CAZyme classifiers performances of AA class classification, plotting the mean plus and minus the 95% confidence interval.

Figure 6.18: Summary statistics of CAZyme classifiers performances of AA class classification, plotting the mean plus and minus the 95% confidence interval.

One dimensional scatter plot of the statistical parameters per test set for the classification of AA class members, overlaying a box plot

Figure 6.19: One dimensional scatter plot of the statistical parameters per test set for the classification of AA class members, overlaying a box plot

6.4.5.1 Specificity test

A one-way ANOVA was performed to determine if the mean specificity was statistically significantly different between the tools.

##                  Df  Sum Sq   Mean Sq F value Pr(>F)
## Prediction_tool   4 0.00008 0.0000205   0.051  0.995
## Residuals       235 0.09429 0.0004012

The means are statistically significantly different.

6.4.5.2 Sensitivity test

A one-way ANOVA was performed to determine if the mean sensitivity was statistically significantly different between the tools.

##                  Df Sum Sq Mean Sq F value   Pr(>F)    
## Prediction_tool   4 0.2644 0.06611   11.29 2.13e-08 ***
## Residuals       235 1.3758 0.00585                     
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

The means are statistically significantly different, therefore, use a post hoc Turkey HSD test to determine between which tools the means are significantly difference.

##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = Statistic_value ~ Prediction_tool, data = aa_subset_sens.df)
## 
## $Prediction_tool
##                                           diff         lwr         upr
## dbCAN_4:HMMER-dbCAN_4             -0.005696849 -0.04863256  0.03723886
## dbCAN_4:DIAMOND-dbCAN_4           -0.023695055 -0.06663076  0.01924065
## dbCAN_4:dbCAN-sub-dbCAN_4         -0.004498106 -0.04743381  0.03843760
## CUPP-dbCAN_4                      -0.088955200 -0.13189091 -0.04601949
## dbCAN_4:DIAMOND-dbCAN_4:HMMER     -0.017998205 -0.06093391  0.02493750
## dbCAN_4:dbCAN-sub-dbCAN_4:HMMER    0.001198743 -0.04173697  0.04413445
## CUPP-dbCAN_4:HMMER                -0.083258350 -0.12619406 -0.04032264
## dbCAN_4:dbCAN-sub-dbCAN_4:DIAMOND  0.019196949 -0.02373876  0.06213266
## CUPP-dbCAN_4:DIAMOND              -0.065260145 -0.10819585 -0.02232444
## CUPP-dbCAN_4:dbCAN-sub            -0.084457094 -0.12739280 -0.04152139
##                                       p adj
## dbCAN_4:HMMER-dbCAN_4             0.9962016
## dbCAN_4:DIAMOND-dbCAN_4           0.5523767
## dbCAN_4:dbCAN-sub-dbCAN_4         0.9984885
## CUPP-dbCAN_4                      0.0000004
## dbCAN_4:DIAMOND-dbCAN_4:HMMER     0.7782979
## dbCAN_4:dbCAN-sub-dbCAN_4:HMMER   0.9999921
## CUPP-dbCAN_4:HMMER                0.0000023
## dbCAN_4:dbCAN-sub-dbCAN_4:DIAMOND 0.7343774
## CUPP-dbCAN_4:DIAMOND              0.0003960
## CUPP-dbCAN_4:dbCAN-sub            0.0000016

6.4.5.3 Precision test

A one-way ANOVA was performed to determine if the mean precision was statistically significantly different between the tools.

##                  Df Sum Sq  Mean Sq F value Pr(>F)
## Prediction_tool   4    0.0 0.000037   0.001      1
## Residuals       235    6.4 0.027234

The means are not statistically significantly different.

6.4.5.4 F1 test

A one-way ANOVA was performed to determine if the mean F1-scores was statistically significantly different between the tools.

##                  Df Sum Sq Mean Sq F value Pr(>F)
## Prediction_tool   4  0.068 0.01698   1.213  0.306
## Residuals       235  3.289 0.01400

The means are statistically significantly different, therefore, use a post hoc Turkey HSD test to determine between which tools the means are significantly difference.

##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = Statistic_value ~ Prediction_tool, data = aa_subset_f1.df)
## 
## $Prediction_tool
##                                            diff         lwr        upr
## dbCAN_4:HMMER-dbCAN_4             -0.0030006105 -0.06938731 0.06338609
## dbCAN_4:DIAMOND-dbCAN_4           -0.0158054434 -0.08219215 0.05058126
## dbCAN_4:dbCAN-sub-dbCAN_4         -0.0034594937 -0.06984620 0.06292721
## CUPP-dbCAN_4                      -0.0453826990 -0.11176940 0.02100400
## dbCAN_4:DIAMOND-dbCAN_4:HMMER     -0.0128048329 -0.07919154 0.05358187
## dbCAN_4:dbCAN-sub-dbCAN_4:HMMER   -0.0004588832 -0.06684559 0.06592782
## CUPP-dbCAN_4:HMMER                -0.0423820885 -0.10876879 0.02400461
## dbCAN_4:dbCAN-sub-dbCAN_4:DIAMOND  0.0123459497 -0.05404075 0.07873265
## CUPP-dbCAN_4:DIAMOND              -0.0295772556 -0.09596396 0.03680945
## CUPP-dbCAN_4:dbCAN-sub            -0.0419232053 -0.10830991 0.02446350
##                                       p adj
## dbCAN_4:HMMER-dbCAN_4             0.9999459
## dbCAN_4:DIAMOND-dbCAN_4           0.9656671
## dbCAN_4:dbCAN-sub-dbCAN_4         0.9999047
## CUPP-dbCAN_4                      0.3313673
## dbCAN_4:DIAMOND-dbCAN_4:HMMER     0.9841703
## dbCAN_4:dbCAN-sub-dbCAN_4:HMMER   1.0000000
## CUPP-dbCAN_4:HMMER                0.4025012
## dbCAN_4:dbCAN-sub-dbCAN_4:DIAMOND 0.9861940
## CUPP-dbCAN_4:DIAMOND              0.7369387
## CUPP-dbCAN_4:dbCAN-sub            0.4139250

6.4.5.5 Accuracy test

A one-way ANOVA was performed to determine if the mean accuracy was statistically significantly different between the tools.

##                  Df  Sum Sq   Mean Sq F value Pr(>F)
## Prediction_tool   4 0.00145 0.0003627   0.931  0.446
## Residuals       235 0.09154 0.0003895

The means are statistically significantly different.

6.4.6 CBM class classification

Table 6.8: Overall performance of CAZyme classifiers classification of CBM class members
Prediction_tool Spec Mean Spec Standard Deviation Spec CI Lower Spec CI Upper Sens Mean Sens Standard Deviation Sens CI Lower Sens CI Upper Prec Mean Prec Standard Deviation Prec CI Lower Prec CI Upper F1-score Mean F1-score Standard Deviation F1-score CI Lower F1-score CI Upper Acc Mean Acc Standard Deviation Acc CI Lower Acc CI Upper
CUPP 1.0000 0.0000 1.0000 1.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.8851 0.0851 0.8662 0.9040
dbCAN_4 0.9951 0.0103 0.9928 0.9974 0.7995 0.1921 0.7567 0.8422 0.9562 0.0919 0.9358 0.9767 0.8547 0.1392 0.8237 0.8857 0.9763 0.0207 0.9717 0.9809
dbCAN_4:dbCAN-sub 0.9927 0.0129 0.9898 0.9955 0.8193 0.1995 0.7749 0.8637 0.9376 0.1151 0.9120 0.9632 0.8576 0.1492 0.8244 0.8908 0.9761 0.0244 0.9707 0.9816
dbCAN_4:DIAMOND 0.9938 0.0146 0.9906 0.9970 0.8773 0.1695 0.8396 0.9151 0.9571 0.1273 0.9288 0.9854 0.9072 0.1362 0.8768 0.9375 0.9830 0.0182 0.9790 0.9870
dbCAN_4:HMMER 0.9958 0.0097 0.9937 0.9980 0.4740 0.2360 0.4215 0.5266 0.9184 0.1999 0.8739 0.9629 0.5954 0.2202 0.5464 0.6444 0.9436 0.0300 0.9370 0.9503
Scatter plot of sensitivity against specificity for predicting CBM CAZy class members per CAZyme classier, overlaying a density map.

Figure 6.20: Scatter plot of sensitivity against specificity for predicting CBM CAZy class members per CAZyme classier, overlaying a density map.

Summary statistics of CAZyme classifiers performances of CBM class classification, plotting the mean plus and minus the 95% confidence interval.

Figure 6.21: Summary statistics of CAZyme classifiers performances of CBM class classification, plotting the mean plus and minus the 95% confidence interval.

One dimensional scatter plot of the statistical parameters per test set for the classification of CBM class members, overlaying a box plot

Figure 6.22: One dimensional scatter plot of the statistical parameters per test set for the classification of CBM class members, overlaying a box plot

6.4.6.1 Specificity test

A one-way ANOVA was performed to determine if the mean specificity was statistically significantly different between the tools.

##                  Df  Sum Sq   Mean Sq F value Pr(>F)    
## Prediction_tool   4 0.00251 0.0006275    5.41  3e-04 ***
## Residuals       395 0.04582 0.0001160                   
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

The means are statistically significantly different, therefore, use a post hoc Turkey HSD test to determine between which tools the means are significantly difference.

##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = Statistic_value ~ Prediction_tool, data = cbm_subset_spec.df)
## 
## $Prediction_tool
##                                            diff           lwr         upr
## dbCAN_4:HMMER-dbCAN_4              0.0006932115 -0.0039734260 0.005359849
## dbCAN_4:DIAMOND-dbCAN_4           -0.0013130114 -0.0059796489 0.003353626
## dbCAN_4:dbCAN-sub-dbCAN_4         -0.0024478171 -0.0071144546 0.002218820
## CUPP-dbCAN_4                       0.0048825721  0.0002159346 0.009549210
## dbCAN_4:DIAMOND-dbCAN_4:HMMER     -0.0020062230 -0.0066728605 0.002660415
## dbCAN_4:dbCAN-sub-dbCAN_4:HMMER   -0.0031410287 -0.0078076661 0.001525609
## CUPP-dbCAN_4:HMMER                 0.0041893606 -0.0004772769 0.008855998
## dbCAN_4:dbCAN-sub-dbCAN_4:DIAMOND -0.0011348057 -0.0058014432 0.003531832
## CUPP-dbCAN_4:DIAMOND               0.0061955836  0.0015289461 0.010862221
## CUPP-dbCAN_4:dbCAN-sub             0.0073303893  0.0026637518 0.011997027
##                                       p adj
## dbCAN_4:HMMER-dbCAN_4             0.9942139
## dbCAN_4:DIAMOND-dbCAN_4           0.9387979
## dbCAN_4:dbCAN-sub-dbCAN_4         0.6038005
## CUPP-dbCAN_4                      0.0351653
## dbCAN_4:DIAMOND-dbCAN_4:HMMER     0.7639319
## dbCAN_4:dbCAN-sub-dbCAN_4:HMMER   0.3494979
## CUPP-dbCAN_4:HMMER                0.1019846
## dbCAN_4:dbCAN-sub-dbCAN_4:DIAMOND 0.9634447
## CUPP-dbCAN_4:DIAMOND              0.0028592
## CUPP-dbCAN_4:dbCAN-sub            0.0002042

6.4.6.2 Sensitivity test

A one-way ANOVA was performed to determine if the mean sensitivity was statistically significantly different between the tools.

##                  Df Sum Sq Mean Sq F value Pr(>F)    
## Prediction_tool   4  43.24  10.810   335.4 <2e-16 ***
## Residuals       395  12.73   0.032                   
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

The means are statistically significantly different, therefore, use a post hoc Turkey HSD test to determine between which tools the means are significantly difference.

##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = Statistic_value ~ Prediction_tool, data = cbm_subset_sens.df)
## 
## $Prediction_tool
##                                          diff           lwr         upr
## dbCAN_4:HMMER-dbCAN_4             -0.32544431 -4.032310e-01 -0.24765759
## dbCAN_4:DIAMOND-dbCAN_4            0.07784943  6.271769e-05  0.15563614
## dbCAN_4:dbCAN-sub-dbCAN_4          0.01983829 -5.794842e-02  0.09762500
## CUPP-dbCAN_4                      -0.79948442 -8.772711e-01 -0.72169771
## dbCAN_4:DIAMOND-dbCAN_4:HMMER      0.40329374  3.255070e-01  0.48108045
## dbCAN_4:dbCAN-sub-dbCAN_4:HMMER    0.34528260  2.674959e-01  0.42306931
## CUPP-dbCAN_4:HMMER                -0.47404012 -5.518268e-01 -0.39625340
## dbCAN_4:dbCAN-sub-dbCAN_4:DIAMOND -0.05801114 -1.357979e-01  0.01977557
## CUPP-dbCAN_4:DIAMOND              -0.87733385 -9.551206e-01 -0.79954714
## CUPP-dbCAN_4:dbCAN-sub            -0.81932271 -8.971094e-01 -0.74153600
##                                       p adj
## dbCAN_4:HMMER-dbCAN_4             0.0000000
## dbCAN_4:DIAMOND-dbCAN_4           0.0497020
## dbCAN_4:dbCAN-sub-dbCAN_4         0.9566574
## CUPP-dbCAN_4                      0.0000000
## dbCAN_4:DIAMOND-dbCAN_4:HMMER     0.0000000
## dbCAN_4:dbCAN-sub-dbCAN_4:HMMER   0.0000000
## CUPP-dbCAN_4:HMMER                0.0000000
## dbCAN_4:dbCAN-sub-dbCAN_4:DIAMOND 0.2471706
## CUPP-dbCAN_4:DIAMOND              0.0000000
## CUPP-dbCAN_4:dbCAN-sub            0.0000000

6.4.6.3 Precision test

A one-way ANOVA was performed to determine if the mean precision was statistically significantly different between the tools.

##                  Df Sum Sq Mean Sq F value Pr(>F)    
## Prediction_tool   4  56.91  14.228   913.6 <2e-16 ***
## Residuals       395   6.15   0.016                   
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

The means are statistically significantly different.

##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = Statistic_value ~ Prediction_tool, data = cbm_subset_prec.df)
## 
## $Prediction_tool
##                                            diff         lwr         upr
## dbCAN_4:HMMER-dbCAN_4             -0.0378524537 -0.09192488  0.01621997
## dbCAN_4:DIAMOND-dbCAN_4            0.0008595429 -0.05321288  0.05493197
## dbCAN_4:dbCAN-sub-dbCAN_4         -0.0186543961 -0.07272682  0.03541803
## CUPP-dbCAN_4                      -0.9562480280 -1.01032045 -0.90217561
## dbCAN_4:DIAMOND-dbCAN_4:HMMER      0.0387119966 -0.01536043  0.09278442
## dbCAN_4:dbCAN-sub-dbCAN_4:HMMER    0.0191980577 -0.03487436  0.07327048
## CUPP-dbCAN_4:HMMER                -0.9183955743 -0.97246800 -0.86432315
## dbCAN_4:dbCAN-sub-dbCAN_4:DIAMOND -0.0195139389 -0.07358636  0.03455848
## CUPP-dbCAN_4:DIAMOND              -0.9571075709 -1.01117999 -0.90303515
## CUPP-dbCAN_4:dbCAN-sub            -0.9375936320 -0.99166605 -0.88352121
##                                       p adj
## dbCAN_4:HMMER-dbCAN_4             0.3092108
## dbCAN_4:DIAMOND-dbCAN_4           0.9999992
## dbCAN_4:dbCAN-sub-dbCAN_4         0.8789009
## CUPP-dbCAN_4                      0.0000000
## dbCAN_4:DIAMOND-dbCAN_4:HMMER     0.2867122
## dbCAN_4:dbCAN-sub-dbCAN_4:HMMER   0.8672654
## CUPP-dbCAN_4:HMMER                0.0000000
## dbCAN_4:dbCAN-sub-dbCAN_4:DIAMOND 0.8602420
## CUPP-dbCAN_4:DIAMOND              0.0000000
## CUPP-dbCAN_4:dbCAN-sub            0.0000000

6.4.6.4 F1 test

A one-way ANOVA was performed to determine if the mean F1-scores was statistically significantly different between the tools.

##                  Df Sum Sq Mean Sq F value Pr(>F)    
## Prediction_tool   4  46.11  11.528   530.4 <2e-16 ***
## Residuals       395   8.58   0.022                   
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

The means are statistically significantly different, therefore, use a post hoc Turkey HSD test to determine between which tools the means are significantly difference.

##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = Statistic_value ~ Prediction_tool, data = cbm_subset_f1.df)
## 
## $Prediction_tool
##                                           diff         lwr         upr
## dbCAN_4:HMMER-dbCAN_4             -0.259342537 -0.32322042 -0.19546465
## dbCAN_4:DIAMOND-dbCAN_4            0.052444317 -0.01143357  0.11632220
## dbCAN_4:dbCAN-sub-dbCAN_4          0.002905998 -0.06097188  0.06678388
## CUPP-dbCAN_4                      -0.854719675 -0.91859756 -0.79084179
## dbCAN_4:DIAMOND-dbCAN_4:HMMER      0.311786853  0.24790897  0.37566474
## dbCAN_4:dbCAN-sub-dbCAN_4:HMMER    0.262248534  0.19837065  0.32612642
## CUPP-dbCAN_4:HMMER                -0.595377139 -0.65925502 -0.53149926
## dbCAN_4:dbCAN-sub-dbCAN_4:DIAMOND -0.049538319 -0.11341620  0.01433956
## CUPP-dbCAN_4:DIAMOND              -0.907163992 -0.97104187 -0.84328611
## CUPP-dbCAN_4:dbCAN-sub            -0.857625673 -0.92150356 -0.79374779
##                                       p adj
## dbCAN_4:HMMER-dbCAN_4             0.0000000
## dbCAN_4:DIAMOND-dbCAN_4           0.1637675
## dbCAN_4:dbCAN-sub-dbCAN_4         0.9999454
## CUPP-dbCAN_4                      0.0000000
## dbCAN_4:DIAMOND-dbCAN_4:HMMER     0.0000000
## dbCAN_4:dbCAN-sub-dbCAN_4:HMMER   0.0000000
## CUPP-dbCAN_4:HMMER                0.0000000
## dbCAN_4:dbCAN-sub-dbCAN_4:DIAMOND 0.2113918
## CUPP-dbCAN_4:DIAMOND              0.0000000
## CUPP-dbCAN_4:dbCAN-sub            0.0000000

6.4.6.5 Accuracy test

A one-way ANOVA was performed to determine if the mean accuracy was statistically significantly different between the tools.

##                  Df Sum Sq Mean Sq F value Pr(>F)    
## Prediction_tool   4 0.5340  0.1335   70.33 <2e-16 ***
## Residuals       395 0.7498  0.0019                   
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

The means are statistically significantly different, therefore, use a post hoc Turkey HSD test to determine between which tools the means are significantly difference.

##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = Statistic_value ~ Prediction_tool, data = cbm_subset_acc.df)
## 
## $Prediction_tool
##                                            diff         lwr         upr
## dbCAN_4:HMMER-dbCAN_4             -0.0326706710 -0.05154899 -0.01379235
## dbCAN_4:DIAMOND-dbCAN_4            0.0066847597 -0.01219356  0.02556308
## dbCAN_4:dbCAN-sub-dbCAN_4         -0.0001608712 -0.01903919  0.01871745
## CUPP-dbCAN_4                      -0.0912001172 -0.11007844 -0.07232179
## dbCAN_4:DIAMOND-dbCAN_4:HMMER      0.0393554307  0.02047711  0.05823375
## dbCAN_4:dbCAN-sub-dbCAN_4:HMMER    0.0325097998  0.01363148  0.05138812
## CUPP-dbCAN_4:HMMER                -0.0585294462 -0.07740777 -0.03965112
## dbCAN_4:dbCAN-sub-dbCAN_4:DIAMOND -0.0068456309 -0.02572395  0.01203269
## CUPP-dbCAN_4:DIAMOND              -0.0978848769 -0.11676320 -0.07900655
## CUPP-dbCAN_4:dbCAN-sub            -0.0910392460 -0.10991757 -0.07216092
##                                       p adj
## dbCAN_4:HMMER-dbCAN_4             0.0000290
## dbCAN_4:DIAMOND-dbCAN_4           0.8683851
## dbCAN_4:dbCAN-sub-dbCAN_4         0.9999999
## CUPP-dbCAN_4                      0.0000000
## dbCAN_4:DIAMOND-dbCAN_4:HMMER     0.0000002
## dbCAN_4:dbCAN-sub-dbCAN_4:HMMER   0.0000323
## CUPP-dbCAN_4:HMMER                0.0000000
## dbCAN_4:dbCAN-sub-dbCAN_4:DIAMOND 0.8581215
## CUPP-dbCAN_4:DIAMOND              0.0000000
## CUPP-dbCAN_4:dbCAN-sub            0.0000000

6.5 Performance per statistic

Instead of facet wrapping the plots by statistic and producing a plot per CAZy class, we can produce a plot per statistic (sensitivity, precision, etc.) and facet wrap by CAZy class to facilitate comparing between CAZy classes, and evaluting the performance statistic by statistic.

For each statistical parameter, perform a two-way ANOVA to test for statistically significant differences between the CAZy classes, prediction tools and the interaction of the two. If a significant difference is found, follow up with a post hoc test to determine between which tools and classes there is a statistically significant difference.

6.5.1 CAZy class Specificity

Two-way ANOVA to test for differences between the CAZy classes and prediction tools.

##                              Df Sum Sq  Mean Sq F value   Pr(>F)    
## CAZy_class                    5 0.0172 0.003444   4.874 0.000195 ***
## Prediction_tool               4 0.0032 0.000794   1.124 0.343490    
## CAZy_class:Prediction_tool   20 0.0030 0.000149   0.211 0.999926    
## Residuals                  2025 1.4311 0.000707                     
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

Statistically significant difference was detected, so follow up with a Tukey test to determine if there are differences between specific groups.

##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = Statistic_value ~ CAZy_class * Prediction_tool, data = class_subset_spec.df)
## 
## $`CAZy_class:Prediction_tool`
##                                                     diff          lwr
## CBM:dbCAN_4-AA:dbCAN_4                      4.448137e-03 -0.013772495
## CE:dbCAN_4-AA:dbCAN_4                       4.643185e-03 -0.013756377
## GH:dbCAN_4-AA:dbCAN_4                       1.993153e-03 -0.016227479
## GT:dbCAN_4-AA:dbCAN_4                      -7.116511e-04 -0.018932283
## PL:dbCAN_4-AA:dbCAN_4                       8.695503e-03 -0.011783854
## AA:dbCAN_4:HMMER-AA:dbCAN_4                -1.427382e-05 -0.020385560
## CBM:dbCAN_4:HMMER-AA:dbCAN_4                5.141348e-03 -0.013079284
## CE:dbCAN_4:HMMER-AA:dbCAN_4                 4.637473e-03 -0.013762089
## GH:dbCAN_4:HMMER-AA:dbCAN_4                 3.191298e-03 -0.015029334
## GT:dbCAN_4:HMMER-AA:dbCAN_4                -2.758033e-04 -0.018496435
## PL:dbCAN_4:HMMER-AA:dbCAN_4                 8.689951e-03 -0.011789406
## AA:dbCAN_4:DIAMOND-AA:dbCAN_4              -4.113656e-04 -0.020782652
## CBM:dbCAN_4:DIAMOND-AA:dbCAN_4              3.135126e-03 -0.015085507
## CE:dbCAN_4:DIAMOND-AA:dbCAN_4               2.413458e-03 -0.015986104
## GH:dbCAN_4:DIAMOND-AA:dbCAN_4              -4.228197e-03 -0.022448829
## GT:dbCAN_4:DIAMOND-AA:dbCAN_4              -1.333525e-03 -0.019554157
## PL:dbCAN_4:DIAMOND-AA:dbCAN_4               8.235541e-03 -0.012243816
## AA:dbCAN_4:dbCAN-sub-AA:dbCAN_4            -2.114373e-04 -0.020582723
## CBM:dbCAN_4:dbCAN-sub-AA:dbCAN_4            2.000320e-03 -0.016220312
## CE:dbCAN_4:dbCAN-sub-AA:dbCAN_4             4.514486e-03 -0.013885076
## GH:dbCAN_4:dbCAN-sub-AA:dbCAN_4             1.734505e-03 -0.016486127
## GT:dbCAN_4:dbCAN-sub-AA:dbCAN_4            -7.006013e-04 -0.018921233
## PL:dbCAN_4:dbCAN-sub-AA:dbCAN_4             8.698967e-03 -0.011780390
## AA:CUPP-AA:dbCAN_4                          1.252955e-03 -0.019118331
## CBM:CUPP-AA:dbCAN_4                         9.330709e-03 -0.008889923
## CE:CUPP-AA:dbCAN_4                          4.785384e-03 -0.013614178
## GH:CUPP-AA:dbCAN_4                          2.613610e-03 -0.015607022
## GT:CUPP-AA:dbCAN_4                          1.422603e-03 -0.016798029
## PL:CUPP-AA:dbCAN_4                          8.933291e-03 -0.011546066
## CE:dbCAN_4-CBM:dbCAN_4                      1.950480e-04 -0.015790759
## GH:dbCAN_4-CBM:dbCAN_4                     -2.454984e-03 -0.018234514
## GT:dbCAN_4-CBM:dbCAN_4                     -5.159788e-03 -0.020939318
## PL:dbCAN_4-CBM:dbCAN_4                      4.247366e-03 -0.014094013
## AA:dbCAN_4:HMMER-CBM:dbCAN_4               -4.462411e-03 -0.022683043
## CBM:dbCAN_4:HMMER-CBM:dbCAN_4               6.932115e-04 -0.015086319
## CE:dbCAN_4:HMMER-CBM:dbCAN_4                1.893364e-04 -0.015796471
## GH:dbCAN_4:HMMER-CBM:dbCAN_4               -1.256839e-03 -0.017036369
## GT:dbCAN_4:HMMER-CBM:dbCAN_4               -4.723940e-03 -0.020503471
## PL:dbCAN_4:HMMER-CBM:dbCAN_4                4.241814e-03 -0.014099566
## AA:dbCAN_4:DIAMOND-CBM:dbCAN_4             -4.859503e-03 -0.023080135
## CBM:dbCAN_4:DIAMOND-CBM:dbCAN_4            -1.313011e-03 -0.017092542
## CE:dbCAN_4:DIAMOND-CBM:dbCAN_4             -2.034679e-03 -0.018020486
## GH:dbCAN_4:DIAMOND-CBM:dbCAN_4             -8.676334e-03 -0.024455864
## GT:dbCAN_4:DIAMOND-CBM:dbCAN_4             -5.781662e-03 -0.021561192
## PL:dbCAN_4:DIAMOND-CBM:dbCAN_4              3.787404e-03 -0.014553976
## AA:dbCAN_4:dbCAN-sub-CBM:dbCAN_4           -4.659574e-03 -0.022880206
## CBM:dbCAN_4:dbCAN-sub-CBM:dbCAN_4          -2.447817e-03 -0.018227347
## CE:dbCAN_4:dbCAN-sub-CBM:dbCAN_4            6.634923e-05 -0.015919458
## GH:dbCAN_4:dbCAN-sub-CBM:dbCAN_4           -2.713632e-03 -0.018493162
## GT:dbCAN_4:dbCAN-sub-CBM:dbCAN_4           -5.148738e-03 -0.020928269
## PL:dbCAN_4:dbCAN-sub-CBM:dbCAN_4            4.250830e-03 -0.014090550
## AA:CUPP-CBM:dbCAN_4                        -3.195182e-03 -0.021415814
## CBM:CUPP-CBM:dbCAN_4                        4.882572e-03 -0.010896958
## CE:CUPP-CBM:dbCAN_4                         3.372471e-04 -0.015648560
## GH:CUPP-CBM:dbCAN_4                        -1.834527e-03 -0.017614057
## GT:CUPP-CBM:dbCAN_4                        -3.025534e-03 -0.018805064
## PL:CUPP-CBM:dbCAN_4                         4.485154e-03 -0.013856226
## GH:dbCAN_4-CE:dbCAN_4                      -2.650032e-03 -0.018635839
## GT:dbCAN_4-CE:dbCAN_4                      -5.354836e-03 -0.021340643
## PL:dbCAN_4-CE:dbCAN_4                       4.052318e-03 -0.014466825
## AA:dbCAN_4:HMMER-CE:dbCAN_4                -4.657459e-03 -0.023057021
## CBM:dbCAN_4:HMMER-CE:dbCAN_4                4.981636e-04 -0.015487644
## CE:dbCAN_4:HMMER-CE:dbCAN_4                -5.711512e-06 -0.016195168
## GH:dbCAN_4:HMMER-CE:dbCAN_4                -1.451887e-03 -0.017437695
## GT:dbCAN_4:HMMER-CE:dbCAN_4                -4.918988e-03 -0.020904796
## PL:dbCAN_4:HMMER-CE:dbCAN_4                 4.046766e-03 -0.014472378
## AA:dbCAN_4:DIAMOND-CE:dbCAN_4              -5.054550e-03 -0.023454113
## CBM:dbCAN_4:DIAMOND-CE:dbCAN_4             -1.508059e-03 -0.017493867
## CE:dbCAN_4:DIAMOND-CE:dbCAN_4              -2.229727e-03 -0.018419183
## GH:dbCAN_4:DIAMOND-CE:dbCAN_4              -8.871382e-03 -0.024857189
## GT:dbCAN_4:DIAMOND-CE:dbCAN_4              -5.976710e-03 -0.021962517
## PL:dbCAN_4:DIAMOND-CE:dbCAN_4               3.592356e-03 -0.014926787
## AA:dbCAN_4:dbCAN-sub-CE:dbCAN_4            -4.854622e-03 -0.023254185
## CBM:dbCAN_4:dbCAN-sub-CE:dbCAN_4           -2.642865e-03 -0.018628672
## CE:dbCAN_4:dbCAN-sub-CE:dbCAN_4            -1.286987e-04 -0.016318155
## GH:dbCAN_4:dbCAN-sub-CE:dbCAN_4            -2.908679e-03 -0.018894487
## GT:dbCAN_4:dbCAN-sub-CE:dbCAN_4            -5.343786e-03 -0.021329594
## PL:dbCAN_4:dbCAN-sub-CE:dbCAN_4             4.055782e-03 -0.014463361
## AA:CUPP-CE:dbCAN_4                         -3.390230e-03 -0.021789792
## CBM:CUPP-CE:dbCAN_4                         4.687524e-03 -0.011298283
## CE:CUPP-CE:dbCAN_4                          1.421991e-04 -0.016047257
## GH:CUPP-CE:dbCAN_4                         -2.029575e-03 -0.018015382
## GT:CUPP-CE:dbCAN_4                         -3.220582e-03 -0.019206389
## PL:CUPP-CE:dbCAN_4                          4.290106e-03 -0.014229038
## GT:dbCAN_4-GH:dbCAN_4                      -2.704804e-03 -0.018484334
## PL:dbCAN_4-GH:dbCAN_4                       6.702350e-03 -0.011639029
## AA:dbCAN_4:HMMER-GH:dbCAN_4                -2.007427e-03 -0.020228059
## CBM:dbCAN_4:HMMER-GH:dbCAN_4                3.148195e-03 -0.012631335
## CE:dbCAN_4:HMMER-GH:dbCAN_4                 2.644320e-03 -0.013341487
## GH:dbCAN_4:HMMER-GH:dbCAN_4                 1.198145e-03 -0.014581386
## GT:dbCAN_4:HMMER-GH:dbCAN_4                -2.268956e-03 -0.018048487
## PL:dbCAN_4:HMMER-GH:dbCAN_4                 6.696798e-03 -0.011644582
## AA:dbCAN_4:DIAMOND-GH:dbCAN_4              -2.404519e-03 -0.020625151
## CBM:dbCAN_4:DIAMOND-GH:dbCAN_4              1.141972e-03 -0.014637558
## CE:dbCAN_4:DIAMOND-GH:dbCAN_4               4.203050e-04 -0.015565502
## GH:dbCAN_4:DIAMOND-GH:dbCAN_4              -6.221350e-03 -0.022000880
## GT:dbCAN_4:DIAMOND-GH:dbCAN_4              -3.326678e-03 -0.019106208
## PL:dbCAN_4:DIAMOND-GH:dbCAN_4               6.242388e-03 -0.012098992
## AA:dbCAN_4:dbCAN-sub-GH:dbCAN_4            -2.204590e-03 -0.020425222
## CBM:dbCAN_4:dbCAN-sub-GH:dbCAN_4            7.166795e-06 -0.015772363
## CE:dbCAN_4:dbCAN-sub-GH:dbCAN_4             2.521333e-03 -0.013464474
## GH:dbCAN_4:dbCAN-sub-GH:dbCAN_4            -2.586476e-04 -0.016038178
## GT:dbCAN_4:dbCAN-sub-GH:dbCAN_4            -2.693754e-03 -0.018473285
## PL:dbCAN_4:dbCAN-sub-GH:dbCAN_4             6.705814e-03 -0.011635566
## AA:CUPP-GH:dbCAN_4                         -7.401982e-04 -0.018960830
## CBM:CUPP-GH:dbCAN_4                         7.337556e-03 -0.008441974
## CE:CUPP-GH:dbCAN_4                          2.792231e-03 -0.013193576
## GH:CUPP-GH:dbCAN_4                          6.204571e-04 -0.015159073
## GT:CUPP-GH:dbCAN_4                         -5.705499e-04 -0.016350080
## PL:CUPP-GH:dbCAN_4                          6.940138e-03 -0.011401242
## PL:dbCAN_4-GT:dbCAN_4                       9.407154e-03 -0.008934225
## AA:dbCAN_4:HMMER-GT:dbCAN_4                 6.973773e-04 -0.017523255
## CBM:dbCAN_4:HMMER-GT:dbCAN_4                5.853000e-03 -0.009926531
## CE:dbCAN_4:HMMER-GT:dbCAN_4                 5.349124e-03 -0.010636683
## GH:dbCAN_4:HMMER-GT:dbCAN_4                 3.902949e-03 -0.011876581
## GT:dbCAN_4:HMMER-GT:dbCAN_4                 4.358478e-04 -0.015343682
## PL:dbCAN_4:HMMER-GT:dbCAN_4                 9.401602e-03 -0.008939778
## AA:dbCAN_4:DIAMOND-GT:dbCAN_4               3.002855e-04 -0.017920347
## CBM:dbCAN_4:DIAMOND-GT:dbCAN_4              3.846777e-03 -0.011932754
## CE:dbCAN_4:DIAMOND-GT:dbCAN_4               3.125109e-03 -0.012860698
## GH:dbCAN_4:DIAMOND-GT:dbCAN_4              -3.516546e-03 -0.019296076
## GT:dbCAN_4:DIAMOND-GT:dbCAN_4              -6.218739e-04 -0.016401404
## PL:dbCAN_4:DIAMOND-GT:dbCAN_4               8.947192e-03 -0.009394188
## AA:dbCAN_4:dbCAN-sub-GT:dbCAN_4             5.002138e-04 -0.017720418
## CBM:dbCAN_4:dbCAN-sub-GT:dbCAN_4            2.711971e-03 -0.013067559
## CE:dbCAN_4:dbCAN-sub-GT:dbCAN_4             5.226137e-03 -0.010759670
## GH:dbCAN_4:dbCAN-sub-GT:dbCAN_4             2.446157e-03 -0.013333374
## GT:dbCAN_4:dbCAN-sub-GT:dbCAN_4             1.104977e-05 -0.015768480
## PL:dbCAN_4:dbCAN-sub-GT:dbCAN_4             9.410618e-03 -0.008930762
## AA:CUPP-GT:dbCAN_4                          1.964606e-03 -0.016256026
## CBM:CUPP-GT:dbCAN_4                         1.004236e-02 -0.005737170
## CE:CUPP-GT:dbCAN_4                          5.497035e-03 -0.010488772
## GH:CUPP-GT:dbCAN_4                          3.325261e-03 -0.012454269
## GT:CUPP-GT:dbCAN_4                          2.134254e-03 -0.013645276
## PL:CUPP-GT:dbCAN_4                          9.644942e-03 -0.008696438
## AA:dbCAN_4:HMMER-PL:dbCAN_4                -8.709777e-03 -0.029189134
## CBM:dbCAN_4:HMMER-PL:dbCAN_4               -3.554155e-03 -0.021895535
## CE:dbCAN_4:HMMER-PL:dbCAN_4                -4.058030e-03 -0.022577173
## GH:dbCAN_4:HMMER-PL:dbCAN_4                -5.504206e-03 -0.023845585
## GT:dbCAN_4:HMMER-PL:dbCAN_4                -8.971307e-03 -0.027312687
## PL:dbCAN_4:HMMER-PL:dbCAN_4                -5.552537e-06 -0.020592414
## AA:dbCAN_4:DIAMOND-PL:dbCAN_4              -9.106869e-03 -0.029586226
## CBM:dbCAN_4:DIAMOND-PL:dbCAN_4             -5.560378e-03 -0.023901758
## CE:dbCAN_4:DIAMOND-PL:dbCAN_4              -6.282045e-03 -0.024801189
## GH:dbCAN_4:DIAMOND-PL:dbCAN_4              -1.292370e-02 -0.031265080
## GT:dbCAN_4:DIAMOND-PL:dbCAN_4              -1.002903e-02 -0.028370408
## PL:dbCAN_4:DIAMOND-PL:dbCAN_4              -4.599624e-04 -0.021046824
## AA:dbCAN_4:dbCAN-sub-PL:dbCAN_4            -8.906941e-03 -0.029386298
## CBM:dbCAN_4:dbCAN-sub-PL:dbCAN_4           -6.695184e-03 -0.025036563
## CE:dbCAN_4:dbCAN-sub-PL:dbCAN_4            -4.181017e-03 -0.022700161
## GH:dbCAN_4:dbCAN-sub-PL:dbCAN_4            -6.960998e-03 -0.025302378
## GT:dbCAN_4:dbCAN-sub-PL:dbCAN_4            -9.396105e-03 -0.027737485
## PL:dbCAN_4:dbCAN-sub-PL:dbCAN_4             3.463617e-06 -0.020583398
## AA:CUPP-PL:dbCAN_4                         -7.442549e-03 -0.027921906
## CBM:CUPP-PL:dbCAN_4                         6.352057e-04 -0.017706174
## CE:CUPP-PL:dbCAN_4                         -3.910119e-03 -0.022429263
## GH:CUPP-PL:dbCAN_4                         -6.081893e-03 -0.024423273
## GT:CUPP-PL:dbCAN_4                         -7.272900e-03 -0.025614280
## PL:CUPP-PL:dbCAN_4                          2.377874e-04 -0.020349074
## CBM:dbCAN_4:HMMER-AA:dbCAN_4:HMMER          5.155622e-03 -0.013065010
## CE:dbCAN_4:HMMER-AA:dbCAN_4:HMMER           4.651747e-03 -0.013747815
## GH:dbCAN_4:HMMER-AA:dbCAN_4:HMMER           3.205572e-03 -0.015015061
## GT:dbCAN_4:HMMER-AA:dbCAN_4:HMMER          -2.615295e-04 -0.018482162
## PL:dbCAN_4:HMMER-AA:dbCAN_4:HMMER           8.704225e-03 -0.011775133
## AA:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER        -3.970918e-04 -0.020768378
## CBM:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER        3.149399e-03 -0.015071233
## CE:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER         2.427732e-03 -0.015971831
## GH:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER        -4.213923e-03 -0.022434555
## GT:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER        -1.319251e-03 -0.019539883
## PL:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER         8.249815e-03 -0.012229542
## AA:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER      -1.971635e-04 -0.020568449
## CBM:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER      2.014594e-03 -0.016206038
## CE:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER       4.528760e-03 -0.013870802
## GH:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER       1.748779e-03 -0.016471853
## GT:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER      -6.863275e-04 -0.018906960
## PL:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER       8.713241e-03 -0.011766116
## AA:CUPP-AA:dbCAN_4:HMMER                    1.267229e-03 -0.019104057
## CBM:CUPP-AA:dbCAN_4:HMMER                   9.344983e-03 -0.008875649
## CE:CUPP-AA:dbCAN_4:HMMER                    4.799658e-03 -0.013599905
## GH:CUPP-AA:dbCAN_4:HMMER                    2.627884e-03 -0.015592748
## GT:CUPP-AA:dbCAN_4:HMMER                    1.436877e-03 -0.016783755
## PL:CUPP-AA:dbCAN_4:HMMER                    8.947565e-03 -0.011531793
## CE:dbCAN_4:HMMER-CBM:dbCAN_4:HMMER         -5.038751e-04 -0.016489682
## GH:dbCAN_4:HMMER-CBM:dbCAN_4:HMMER         -1.950051e-03 -0.017729581
## GT:dbCAN_4:HMMER-CBM:dbCAN_4:HMMER         -5.417152e-03 -0.021196682
## PL:dbCAN_4:HMMER-CBM:dbCAN_4:HMMER          3.548602e-03 -0.014792777
## AA:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER       -5.552714e-03 -0.023773346
## CBM:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER      -2.006223e-03 -0.017785753
## CE:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER       -2.727890e-03 -0.018713698
## GH:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER       -9.369545e-03 -0.025149075
## GT:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER       -6.474873e-03 -0.022254404
## PL:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER        3.094192e-03 -0.015247187
## AA:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER     -5.352786e-03 -0.023573418
## CBM:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER    -3.141029e-03 -0.018920559
## CE:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER     -6.268623e-04 -0.016612670
## GH:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER     -3.406843e-03 -0.019186373
## GT:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER     -5.841950e-03 -0.021621480
## PL:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER      3.557619e-03 -0.014783761
## AA:CUPP-CBM:dbCAN_4:HMMER                  -3.888394e-03 -0.022109026
## CBM:CUPP-CBM:dbCAN_4:HMMER                  4.189361e-03 -0.011590170
## CE:CUPP-CBM:dbCAN_4:HMMER                  -3.559645e-04 -0.016341772
## GH:CUPP-CBM:dbCAN_4:HMMER                  -2.527738e-03 -0.018307269
## GT:CUPP-CBM:dbCAN_4:HMMER                  -3.718745e-03 -0.019498276
## PL:CUPP-CBM:dbCAN_4:HMMER                   3.791942e-03 -0.014549437
## GH:dbCAN_4:HMMER-CE:dbCAN_4:HMMER          -1.446176e-03 -0.017431983
## GT:dbCAN_4:HMMER-CE:dbCAN_4:HMMER          -4.913277e-03 -0.020899084
## PL:dbCAN_4:HMMER-CE:dbCAN_4:HMMER           4.052477e-03 -0.014466666
## AA:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER        -5.048839e-03 -0.023448401
## CBM:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER       -1.502348e-03 -0.017488155
## CE:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER        -2.224015e-03 -0.018413472
## GH:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER        -8.865670e-03 -0.024851477
## GT:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER        -5.970998e-03 -0.021956806
## PL:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER         3.598068e-03 -0.014921076
## AA:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER      -4.848911e-03 -0.023248473
## CBM:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER     -2.637154e-03 -0.018622961
## CE:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER      -1.229872e-04 -0.016312444
## GH:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER      -2.902968e-03 -0.018888775
## GT:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER      -5.338075e-03 -0.021323882
## PL:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER       4.061494e-03 -0.014457650
## AA:CUPP-CE:dbCAN_4:HMMER                   -3.384519e-03 -0.021784081
## CBM:CUPP-CE:dbCAN_4:HMMER                   4.693236e-03 -0.011292572
## CE:CUPP-CE:dbCAN_4:HMMER                    1.479106e-04 -0.016041546
## GH:CUPP-CE:dbCAN_4:HMMER                   -2.023863e-03 -0.018009671
## GT:CUPP-CE:dbCAN_4:HMMER                   -3.214870e-03 -0.019200678
## PL:CUPP-CE:dbCAN_4:HMMER                    4.295817e-03 -0.014223326
## GT:dbCAN_4:HMMER-GH:dbCAN_4:HMMER          -3.467101e-03 -0.019246631
## PL:dbCAN_4:HMMER-GH:dbCAN_4:HMMER           5.498653e-03 -0.012842727
## AA:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER        -3.602663e-03 -0.021823295
## CBM:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER       -5.617222e-05 -0.015835702
## CE:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER        -7.778397e-04 -0.016763647
## GH:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER        -7.419494e-03 -0.023199025
## GT:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER        -4.524823e-03 -0.020304353
## PL:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER         5.044243e-03 -0.013297137
## AA:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER      -3.402735e-03 -0.021623367
## CBM:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER     -1.190978e-03 -0.016970508
## CE:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER       1.323188e-03 -0.014662619
## GH:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER      -1.456792e-03 -0.017236323
## GT:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER      -3.891899e-03 -0.019671429
## PL:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER       5.507669e-03 -0.012833711
## AA:CUPP-GH:dbCAN_4:HMMER                   -1.938343e-03 -0.020158975
## CBM:CUPP-GH:dbCAN_4:HMMER                   6.139411e-03 -0.009640119
## CE:CUPP-GH:dbCAN_4:HMMER                    1.594086e-03 -0.014391721
## GH:CUPP-GH:dbCAN_4:HMMER                   -5.776876e-04 -0.016357218
## GT:CUPP-GH:dbCAN_4:HMMER                   -1.768695e-03 -0.017548225
## PL:CUPP-GH:dbCAN_4:HMMER                    5.741993e-03 -0.012599387
## PL:dbCAN_4:HMMER-GT:dbCAN_4:HMMER           8.965754e-03 -0.009375626
## AA:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER        -1.355623e-04 -0.018356194
## CBM:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER        3.410929e-03 -0.012368601
## CE:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER         2.689261e-03 -0.013296546
## GH:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER        -3.952393e-03 -0.019731924
## GT:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER        -1.057722e-03 -0.016837252
## PL:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER         8.511344e-03 -0.009830036
## AA:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER       6.436601e-05 -0.018156266
## CBM:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER      2.276123e-03 -0.013503407
## CE:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER       4.790289e-03 -0.011195518
## GH:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER       2.010309e-03 -0.013769222
## GT:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER      -4.247980e-04 -0.016204328
## PL:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER       8.974770e-03 -0.009366609
## AA:CUPP-GT:dbCAN_4:HMMER                    1.528758e-03 -0.016691874
## CBM:CUPP-GT:dbCAN_4:HMMER                   9.606512e-03 -0.006173018
## CE:CUPP-GT:dbCAN_4:HMMER                    5.061187e-03 -0.010924620
## GH:CUPP-GT:dbCAN_4:HMMER                    2.889413e-03 -0.012890117
## GT:CUPP-GT:dbCAN_4:HMMER                    1.698406e-03 -0.014081124
## PL:CUPP-GT:dbCAN_4:HMMER                    9.209094e-03 -0.009132286
## AA:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER        -9.101316e-03 -0.029580674
## CBM:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER       -5.554825e-03 -0.023896205
## CE:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER        -6.276493e-03 -0.024795636
## GH:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER        -1.291815e-02 -0.031259527
## GT:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER        -1.002348e-02 -0.028364856
## PL:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER        -4.544099e-04 -0.021041271
## AA:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER      -8.901388e-03 -0.029380745
## CBM:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER     -6.689631e-03 -0.025031011
## CE:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER      -4.175465e-03 -0.022694608
## GH:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER      -6.955445e-03 -0.025296825
## GT:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER      -9.390552e-03 -0.027731932
## PL:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER       9.016154e-06 -0.020577845
## AA:CUPP-PL:dbCAN_4:HMMER                   -7.436996e-03 -0.027916353
## CBM:CUPP-PL:dbCAN_4:HMMER                   6.407582e-04 -0.017700622
## CE:CUPP-PL:dbCAN_4:HMMER                   -3.904567e-03 -0.022423710
## GH:CUPP-PL:dbCAN_4:HMMER                   -6.076341e-03 -0.024417721
## GT:CUPP-PL:dbCAN_4:HMMER                   -7.267348e-03 -0.025608727
## PL:CUPP-PL:dbCAN_4:HMMER                    2.433400e-04 -0.020343521
## CBM:dbCAN_4:DIAMOND-AA:dbCAN_4:DIAMOND      3.546491e-03 -0.014674141
## CE:dbCAN_4:DIAMOND-AA:dbCAN_4:DIAMOND       2.824824e-03 -0.015574739
## GH:dbCAN_4:DIAMOND-AA:dbCAN_4:DIAMOND      -3.816831e-03 -0.022037463
## GT:dbCAN_4:DIAMOND-AA:dbCAN_4:DIAMOND      -9.221594e-04 -0.019142792
## PL:dbCAN_4:DIAMOND-AA:dbCAN_4:DIAMOND       8.646907e-03 -0.011832451
## AA:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND     1.999283e-04 -0.020171358
## CBM:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND    2.411685e-03 -0.015808947
## CE:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND     4.925852e-03 -0.013473711
## GH:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND     2.145871e-03 -0.016074761
## GT:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND    -2.892357e-04 -0.018509868
## PL:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND     9.110333e-03 -0.011369025
## AA:CUPP-AA:dbCAN_4:DIAMOND                  1.664320e-03 -0.018706966
## CBM:CUPP-AA:dbCAN_4:DIAMOND                 9.742075e-03 -0.008478557
## CE:CUPP-AA:dbCAN_4:DIAMOND                  5.196750e-03 -0.013202813
## GH:CUPP-AA:dbCAN_4:DIAMOND                  3.024976e-03 -0.015195656
## GT:CUPP-AA:dbCAN_4:DIAMOND                  1.833969e-03 -0.016386663
## PL:CUPP-AA:dbCAN_4:DIAMOND                  9.344656e-03 -0.011134701
## CE:dbCAN_4:DIAMOND-CBM:dbCAN_4:DIAMOND     -7.216675e-04 -0.016707475
## GH:dbCAN_4:DIAMOND-CBM:dbCAN_4:DIAMOND     -7.363322e-03 -0.023142852
## GT:dbCAN_4:DIAMOND-CBM:dbCAN_4:DIAMOND     -4.468651e-03 -0.020248181
## PL:dbCAN_4:DIAMOND-CBM:dbCAN_4:DIAMOND      5.100415e-03 -0.013240964
## AA:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND   -3.346563e-03 -0.021567195
## CBM:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND  -1.134806e-03 -0.016914336
## CE:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND    1.379361e-03 -0.014606447
## GH:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND   -1.400620e-03 -0.017180150
## GT:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND   -3.835727e-03 -0.019615257
## PL:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND    5.563842e-03 -0.012777538
## AA:CUPP-CBM:dbCAN_4:DIAMOND                -1.882171e-03 -0.020102803
## CBM:CUPP-CBM:dbCAN_4:DIAMOND                6.195584e-03 -0.009583947
## CE:CUPP-CBM:dbCAN_4:DIAMOND                 1.650259e-03 -0.014335549
## GH:CUPP-CBM:dbCAN_4:DIAMOND                -5.215154e-04 -0.016301046
## GT:CUPP-CBM:dbCAN_4:DIAMOND                -1.712522e-03 -0.017492053
## PL:CUPP-CBM:dbCAN_4:DIAMOND                 5.798165e-03 -0.012543214
## GH:dbCAN_4:DIAMOND-CE:dbCAN_4:DIAMOND      -6.641655e-03 -0.022627462
## GT:dbCAN_4:DIAMOND-CE:dbCAN_4:DIAMOND      -3.746983e-03 -0.019732790
## PL:dbCAN_4:DIAMOND-CE:dbCAN_4:DIAMOND       5.822083e-03 -0.012697061
## AA:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND    -2.624895e-03 -0.021024458
## CBM:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND   -4.131382e-04 -0.016398946
## CE:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND     2.101028e-03 -0.014088428
## GH:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND    -6.789526e-04 -0.016664760
## GT:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND    -3.114059e-03 -0.019099867
## PL:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND     6.285509e-03 -0.012233635
## AA:CUPP-CE:dbCAN_4:DIAMOND                 -1.160503e-03 -0.019560066
## CBM:CUPP-CE:dbCAN_4:DIAMOND                 6.917251e-03 -0.009068556
## CE:CUPP-CE:dbCAN_4:DIAMOND                  2.371926e-03 -0.013817530
## GH:CUPP-CE:dbCAN_4:DIAMOND                  2.001521e-04 -0.015785655
## GT:CUPP-CE:dbCAN_4:DIAMOND                 -9.908549e-04 -0.016976662
## PL:CUPP-CE:dbCAN_4:DIAMOND                  6.519833e-03 -0.011999311
## GT:dbCAN_4:DIAMOND-GH:dbCAN_4:DIAMOND       2.894672e-03 -0.012884859
## PL:dbCAN_4:DIAMOND-GH:dbCAN_4:DIAMOND       1.246374e-02 -0.005877642
## AA:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND     4.016759e-03 -0.014203873
## CBM:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND    6.228517e-03 -0.009551014
## CE:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND     8.742683e-03 -0.007243124
## GH:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND     5.962702e-03 -0.009816828
## GT:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND     3.527595e-03 -0.012251935
## PL:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND     1.292716e-02 -0.005414216
## AA:CUPP-GH:dbCAN_4:DIAMOND                  5.481152e-03 -0.012739481
## CBM:CUPP-GH:dbCAN_4:DIAMOND                 1.355891e-02 -0.002220624
## CE:CUPP-GH:dbCAN_4:DIAMOND                  9.013581e-03 -0.006972227
## GH:CUPP-GH:dbCAN_4:DIAMOND                  6.841807e-03 -0.008937723
## GT:CUPP-GH:dbCAN_4:DIAMOND                  5.650800e-03 -0.010128730
## PL:CUPP-GH:dbCAN_4:DIAMOND                  1.316149e-02 -0.005179892
## PL:dbCAN_4:DIAMOND-GT:dbCAN_4:DIAMOND       9.569066e-03 -0.008772314
## AA:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND     1.122088e-03 -0.017098544
## CBM:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND    3.333845e-03 -0.012445685
## CE:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND     5.848011e-03 -0.010137796
## GH:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND     3.068030e-03 -0.012711500
## GT:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND     6.329237e-04 -0.015146607
## PL:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND     1.003249e-02 -0.008308888
## AA:CUPP-GT:dbCAN_4:DIAMOND                  2.586480e-03 -0.015634152
## CBM:CUPP-GT:dbCAN_4:DIAMOND                 1.066423e-02 -0.005115296
## CE:CUPP-GT:dbCAN_4:DIAMOND                  6.118909e-03 -0.009866898
## GH:CUPP-GT:dbCAN_4:DIAMOND                  3.947135e-03 -0.011832395
## GT:CUPP-GT:dbCAN_4:DIAMOND                  2.756128e-03 -0.013023402
## PL:CUPP-GT:dbCAN_4:DIAMOND                  1.026682e-02 -0.008074564
## AA:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND    -8.446978e-03 -0.028926335
## CBM:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND   -6.235221e-03 -0.024576601
## CE:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND    -3.721055e-03 -0.022240198
## GH:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND    -6.501036e-03 -0.024842415
## GT:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND    -8.936142e-03 -0.027277522
## PL:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND     4.634260e-04 -0.020123435
## AA:CUPP-PL:dbCAN_4:DIAMOND                 -6.982586e-03 -0.027461943
## CBM:CUPP-PL:dbCAN_4:DIAMOND                 1.095168e-03 -0.017246212
## CE:CUPP-PL:dbCAN_4:DIAMOND                 -3.450157e-03 -0.021969300
## GH:CUPP-PL:dbCAN_4:DIAMOND                 -5.621931e-03 -0.023963311
## GT:CUPP-PL:dbCAN_4:DIAMOND                 -6.812938e-03 -0.025154318
## PL:CUPP-PL:dbCAN_4:DIAMOND                  6.977498e-04 -0.019889111
## CBM:dbCAN_4:dbCAN-sub-AA:dbCAN_4:dbCAN-sub  2.211757e-03 -0.016008875
## CE:dbCAN_4:dbCAN-sub-AA:dbCAN_4:dbCAN-sub   4.725923e-03 -0.013673639
## GH:dbCAN_4:dbCAN-sub-AA:dbCAN_4:dbCAN-sub   1.945943e-03 -0.016274689
## GT:dbCAN_4:dbCAN-sub-AA:dbCAN_4:dbCAN-sub  -4.891640e-04 -0.018709796
## PL:dbCAN_4:dbCAN-sub-AA:dbCAN_4:dbCAN-sub   8.910404e-03 -0.011568953
## AA:CUPP-AA:dbCAN_4:dbCAN-sub                1.464392e-03 -0.018906894
## CBM:CUPP-AA:dbCAN_4:dbCAN-sub               9.542146e-03 -0.008678486
## CE:CUPP-AA:dbCAN_4:dbCAN-sub                4.996821e-03 -0.013402741
## GH:CUPP-AA:dbCAN_4:dbCAN-sub                2.825047e-03 -0.015395585
## GT:CUPP-AA:dbCAN_4:dbCAN-sub                1.634040e-03 -0.016586592
## PL:CUPP-AA:dbCAN_4:dbCAN-sub                9.144728e-03 -0.011334629
## CE:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:dbCAN-sub  2.514166e-03 -0.013471641
## GH:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:dbCAN-sub -2.658144e-04 -0.016045345
## GT:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:dbCAN-sub -2.700921e-03 -0.018480451
## PL:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:dbCAN-sub  6.698647e-03 -0.011642733
## AA:CUPP-CBM:dbCAN_4:dbCAN-sub              -7.473650e-04 -0.018967997
## CBM:CUPP-CBM:dbCAN_4:dbCAN-sub              7.330389e-03 -0.008449141
## CE:CUPP-CBM:dbCAN_4:dbCAN-sub               2.785064e-03 -0.013200743
## GH:CUPP-CBM:dbCAN_4:dbCAN-sub               6.132903e-04 -0.015166240
## GT:CUPP-CBM:dbCAN_4:dbCAN-sub              -5.777167e-04 -0.016357247
## PL:CUPP-CBM:dbCAN_4:dbCAN-sub               6.932971e-03 -0.011408409
## GH:dbCAN_4:dbCAN-sub-CE:dbCAN_4:dbCAN-sub  -2.779981e-03 -0.018765788
## GT:dbCAN_4:dbCAN-sub-CE:dbCAN_4:dbCAN-sub  -5.215088e-03 -0.021200895
## PL:dbCAN_4:dbCAN-sub-CE:dbCAN_4:dbCAN-sub   4.184481e-03 -0.014334663
## AA:CUPP-CE:dbCAN_4:dbCAN-sub               -3.261531e-03 -0.021661094
## CBM:CUPP-CE:dbCAN_4:dbCAN-sub               4.816223e-03 -0.011169584
## CE:CUPP-CE:dbCAN_4:dbCAN-sub                2.708978e-04 -0.015918559
## GH:CUPP-CE:dbCAN_4:dbCAN-sub               -1.900876e-03 -0.017886683
## GT:CUPP-CE:dbCAN_4:dbCAN-sub               -3.091883e-03 -0.019077690
## PL:CUPP-CE:dbCAN_4:dbCAN-sub                4.418805e-03 -0.014100339
## GT:dbCAN_4:dbCAN-sub-GH:dbCAN_4:dbCAN-sub  -2.435107e-03 -0.018214637
## PL:dbCAN_4:dbCAN-sub-GH:dbCAN_4:dbCAN-sub   6.964462e-03 -0.011376918
## AA:CUPP-GH:dbCAN_4:dbCAN-sub               -4.815506e-04 -0.018702183
## CBM:CUPP-GH:dbCAN_4:dbCAN-sub               7.596204e-03 -0.008183327
## CE:CUPP-GH:dbCAN_4:dbCAN-sub                3.050879e-03 -0.012934929
## GH:CUPP-GH:dbCAN_4:dbCAN-sub                8.791047e-04 -0.014900426
## GT:CUPP-GH:dbCAN_4:dbCAN-sub               -3.119023e-04 -0.016091433
## PL:CUPP-GH:dbCAN_4:dbCAN-sub                7.198785e-03 -0.011142594
## PL:dbCAN_4:dbCAN-sub-GT:dbCAN_4:dbCAN-sub   9.399568e-03 -0.008941811
## AA:CUPP-GT:dbCAN_4:dbCAN-sub                1.953556e-03 -0.016267076
## CBM:CUPP-GT:dbCAN_4:dbCAN-sub               1.003131e-02 -0.005748220
## CE:CUPP-GT:dbCAN_4:dbCAN-sub                5.485985e-03 -0.010499822
## GH:CUPP-GT:dbCAN_4:dbCAN-sub                3.314211e-03 -0.012465319
## GT:CUPP-GT:dbCAN_4:dbCAN-sub                2.123204e-03 -0.013656326
## PL:CUPP-GT:dbCAN_4:dbCAN-sub                9.633892e-03 -0.008707488
## AA:CUPP-PL:dbCAN_4:dbCAN-sub               -7.446012e-03 -0.027925369
## CBM:CUPP-PL:dbCAN_4:dbCAN-sub               6.317421e-04 -0.017709638
## CE:CUPP-PL:dbCAN_4:dbCAN-sub               -3.913583e-03 -0.022432726
## GH:CUPP-PL:dbCAN_4:dbCAN-sub               -6.085357e-03 -0.024426737
## GT:CUPP-PL:dbCAN_4:dbCAN-sub               -7.276364e-03 -0.025617744
## PL:CUPP-PL:dbCAN_4:dbCAN-sub                2.343238e-04 -0.020352537
## CBM:CUPP-AA:CUPP                            8.077754e-03 -0.010142878
## CE:CUPP-AA:CUPP                             3.532429e-03 -0.014867133
## GH:CUPP-AA:CUPP                             1.360655e-03 -0.016859977
## GT:CUPP-AA:CUPP                             1.696484e-04 -0.018050984
## PL:CUPP-AA:CUPP                             7.680336e-03 -0.012799021
## CE:CUPP-CBM:CUPP                           -4.545325e-03 -0.020531132
## GH:CUPP-CBM:CUPP                           -6.717099e-03 -0.022496629
## GT:CUPP-CBM:CUPP                           -7.908106e-03 -0.023687636
## PL:CUPP-CBM:CUPP                           -3.974183e-04 -0.018738798
## GH:CUPP-CE:CUPP                            -2.171774e-03 -0.018157581
## GT:CUPP-CE:CUPP                            -3.362781e-03 -0.019348588
## PL:CUPP-CE:CUPP                             4.147907e-03 -0.014371237
## GT:CUPP-GH:CUPP                            -1.191007e-03 -0.016970537
## PL:CUPP-GH:CUPP                             6.319681e-03 -0.012021699
## PL:CUPP-GT:CUPP                             7.510688e-03 -0.010830692
##                                                    upr     p adj
## CBM:dbCAN_4-AA:dbCAN_4                     0.022668769 1.0000000
## CE:dbCAN_4-AA:dbCAN_4                      0.023042747 1.0000000
## GH:dbCAN_4-AA:dbCAN_4                      0.020213785 1.0000000
## GT:dbCAN_4-AA:dbCAN_4                      0.017508981 1.0000000
## PL:dbCAN_4-AA:dbCAN_4                      0.029174861 0.9993762
## AA:dbCAN_4:HMMER-AA:dbCAN_4                0.020357012 1.0000000
## CBM:dbCAN_4:HMMER-AA:dbCAN_4               0.023361981 0.9999999
## CE:dbCAN_4:HMMER-AA:dbCAN_4                0.023037036 1.0000000
## GH:dbCAN_4:HMMER-AA:dbCAN_4                0.021411930 1.0000000
## GT:dbCAN_4:HMMER-AA:dbCAN_4                0.017944829 1.0000000
## PL:dbCAN_4:HMMER-AA:dbCAN_4                0.029169308 0.9993833
## AA:dbCAN_4:DIAMOND-AA:dbCAN_4              0.019959920 1.0000000
## CBM:dbCAN_4:DIAMOND-AA:dbCAN_4             0.021355758 1.0000000
## CE:dbCAN_4:DIAMOND-AA:dbCAN_4              0.020813020 1.0000000
## GH:dbCAN_4:DIAMOND-AA:dbCAN_4              0.013992435 1.0000000
## GT:dbCAN_4:DIAMOND-AA:dbCAN_4              0.016887107 1.0000000
## PL:dbCAN_4:DIAMOND-AA:dbCAN_4              0.028714898 0.9997696
## AA:dbCAN_4:dbCAN-sub-AA:dbCAN_4            0.020159849 1.0000000
## CBM:dbCAN_4:dbCAN-sub-AA:dbCAN_4           0.020220952 1.0000000
## CE:dbCAN_4:dbCAN-sub-AA:dbCAN_4            0.022914049 1.0000000
## GH:dbCAN_4:dbCAN-sub-AA:dbCAN_4            0.019955138 1.0000000
## GT:dbCAN_4:dbCAN-sub-AA:dbCAN_4            0.017520031 1.0000000
## PL:dbCAN_4:dbCAN-sub-AA:dbCAN_4            0.029178324 0.9993718
## AA:CUPP-AA:dbCAN_4                         0.021624241 1.0000000
## CBM:CUPP-AA:dbCAN_4                        0.027551341 0.9875406
## CE:CUPP-AA:dbCAN_4                         0.023184946 1.0000000
## GH:CUPP-AA:dbCAN_4                         0.020834242 1.0000000
## GT:CUPP-AA:dbCAN_4                         0.019643235 1.0000000
## PL:CUPP-AA:dbCAN_4                         0.029412648 0.9989976
## CE:dbCAN_4-CBM:dbCAN_4                     0.016180855 1.0000000
## GH:dbCAN_4-CBM:dbCAN_4                     0.013324546 1.0000000
## GT:dbCAN_4-CBM:dbCAN_4                     0.010619742 0.9999966
## PL:dbCAN_4-CBM:dbCAN_4                     0.022588746 1.0000000
## AA:dbCAN_4:HMMER-CBM:dbCAN_4               0.013758221 1.0000000
## CBM:dbCAN_4:HMMER-CBM:dbCAN_4              0.016472742 1.0000000
## CE:dbCAN_4:HMMER-CBM:dbCAN_4               0.016175144 1.0000000
## GH:dbCAN_4:HMMER-CBM:dbCAN_4               0.014522691 1.0000000
## GT:dbCAN_4:HMMER-CBM:dbCAN_4               0.011055590 0.9999995
## PL:dbCAN_4:HMMER-CBM:dbCAN_4               0.022583194 1.0000000
## AA:dbCAN_4:DIAMOND-CBM:dbCAN_4             0.013361130 1.0000000
## CBM:dbCAN_4:DIAMOND-CBM:dbCAN_4            0.014466519 1.0000000
## CE:dbCAN_4:DIAMOND-CBM:dbCAN_4             0.013951128 1.0000000
## GH:dbCAN_4:DIAMOND-CBM:dbCAN_4             0.007103197 0.9681456
## GT:dbCAN_4:DIAMOND-CBM:dbCAN_4             0.009997868 0.9999627
## PL:dbCAN_4:DIAMOND-CBM:dbCAN_4             0.022128784 1.0000000
## AA:dbCAN_4:dbCAN-sub-CBM:dbCAN_4           0.013561058 1.0000000
## CBM:dbCAN_4:dbCAN-sub-CBM:dbCAN_4          0.013331713 1.0000000
## CE:dbCAN_4:dbCAN-sub-CBM:dbCAN_4           0.016052157 1.0000000
## GH:dbCAN_4:dbCAN-sub-CBM:dbCAN_4           0.013065899 1.0000000
## GT:dbCAN_4:dbCAN-sub-CBM:dbCAN_4           0.010630792 0.9999968
## PL:dbCAN_4:dbCAN-sub-CBM:dbCAN_4           0.022592210 1.0000000
## AA:CUPP-CBM:dbCAN_4                        0.015025450 1.0000000
## CBM:CUPP-CBM:dbCAN_4                       0.020662102 0.9999990
## CE:CUPP-CBM:dbCAN_4                        0.016323054 1.0000000
## GH:CUPP-CBM:dbCAN_4                        0.013945003 1.0000000
## GT:CUPP-CBM:dbCAN_4                        0.012753996 1.0000000
## PL:CUPP-CBM:dbCAN_4                        0.022826534 1.0000000
## GH:dbCAN_4-CE:dbCAN_4                      0.013335775 1.0000000
## GT:dbCAN_4-CE:dbCAN_4                      0.010630971 0.9999943
## PL:dbCAN_4-CE:dbCAN_4                      0.022571462 1.0000000
## AA:dbCAN_4:HMMER-CE:dbCAN_4                0.013742104 1.0000000
## CBM:dbCAN_4:HMMER-CE:dbCAN_4               0.016483971 1.0000000
## CE:dbCAN_4:HMMER-CE:dbCAN_4                0.016183745 1.0000000
## GH:dbCAN_4:HMMER-CE:dbCAN_4                0.014533920 1.0000000
## GT:dbCAN_4:HMMER-CE:dbCAN_4                0.011066819 0.9999991
## PL:dbCAN_4:HMMER-CE:dbCAN_4                0.022565909 1.0000000
## AA:dbCAN_4:DIAMOND-CE:dbCAN_4              0.013345012 0.9999999
## CBM:dbCAN_4:DIAMOND-CE:dbCAN_4             0.014477748 1.0000000
## CE:dbCAN_4:DIAMOND-CE:dbCAN_4              0.013959730 1.0000000
## GH:dbCAN_4:DIAMOND-CE:dbCAN_4              0.007114426 0.9643207
## GT:dbCAN_4:DIAMOND-CE:dbCAN_4              0.010009097 0.9999440
## PL:dbCAN_4:DIAMOND-CE:dbCAN_4              0.022111500 1.0000000
## AA:dbCAN_4:dbCAN-sub-CE:dbCAN_4            0.013544940 1.0000000
## CBM:dbCAN_4:dbCAN-sub-CE:dbCAN_4           0.013342942 1.0000000
## CE:dbCAN_4:dbCAN-sub-CE:dbCAN_4            0.016060758 1.0000000
## GH:dbCAN_4:dbCAN-sub-CE:dbCAN_4            0.013077128 1.0000000
## GT:dbCAN_4:dbCAN-sub-CE:dbCAN_4            0.010642021 0.9999946
## PL:dbCAN_4:dbCAN-sub-CE:dbCAN_4            0.022574926 1.0000000
## AA:CUPP-CE:dbCAN_4                         0.015009332 1.0000000
## CBM:CUPP-CE:dbCAN_4                        0.020673332 0.9999997
## CE:CUPP-CE:dbCAN_4                         0.016331656 1.0000000
## GH:CUPP-CE:dbCAN_4                         0.013956233 1.0000000
## GT:CUPP-CE:dbCAN_4                         0.012765226 1.0000000
## PL:CUPP-CE:dbCAN_4                         0.022809249 1.0000000
## GT:dbCAN_4-GH:dbCAN_4                      0.013074726 1.0000000
## PL:dbCAN_4-GH:dbCAN_4                      0.025043730 0.9999647
## AA:dbCAN_4:HMMER-GH:dbCAN_4                0.016213205 1.0000000
## CBM:dbCAN_4:HMMER-GH:dbCAN_4               0.018927726 1.0000000
## CE:dbCAN_4:HMMER-GH:dbCAN_4                0.018630128 1.0000000
## GH:dbCAN_4:HMMER-GH:dbCAN_4                0.016977675 1.0000000
## GT:dbCAN_4:HMMER-GH:dbCAN_4                0.013510574 1.0000000
## PL:dbCAN_4:HMMER-GH:dbCAN_4                0.025038178 0.9999653
## AA:dbCAN_4:DIAMOND-GH:dbCAN_4              0.015816113 1.0000000
## CBM:dbCAN_4:DIAMOND-GH:dbCAN_4             0.016921503 1.0000000
## CE:dbCAN_4:DIAMOND-GH:dbCAN_4              0.016406112 1.0000000
## GH:dbCAN_4:DIAMOND-GH:dbCAN_4              0.009558181 0.9998416
## GT:dbCAN_4:DIAMOND-GH:dbCAN_4              0.012452852 1.0000000
## PL:dbCAN_4:DIAMOND-GH:dbCAN_4              0.024583768 0.9999920
## AA:dbCAN_4:dbCAN-sub-GH:dbCAN_4            0.016016042 1.0000000
## CBM:dbCAN_4:dbCAN-sub-GH:dbCAN_4           0.015786697 1.0000000
## CE:dbCAN_4:dbCAN-sub-GH:dbCAN_4            0.018507141 1.0000000
## GH:dbCAN_4:dbCAN-sub-GH:dbCAN_4            0.015520883 1.0000000
## GT:dbCAN_4:dbCAN-sub-GH:dbCAN_4            0.013085776 1.0000000
## PL:dbCAN_4:dbCAN-sub-GH:dbCAN_4            0.025047194 0.9999643
## AA:CUPP-GH:dbCAN_4                         0.017480434 1.0000000
## CBM:CUPP-GH:dbCAN_4                        0.023117086 0.9970833
## CE:CUPP-GH:dbCAN_4                         0.018778038 1.0000000
## GH:CUPP-GH:dbCAN_4                         0.016399987 1.0000000
## GT:CUPP-GH:dbCAN_4                         0.015208980 1.0000000
## PL:CUPP-GH:dbCAN_4                         0.025281518 0.9999289
## PL:dbCAN_4-GT:dbCAN_4                      0.027748534 0.9872667
## AA:dbCAN_4:HMMER-GT:dbCAN_4                0.018918009 1.0000000
## CBM:dbCAN_4:HMMER-GT:dbCAN_4               0.021632530 0.9999522
## CE:dbCAN_4:HMMER-GT:dbCAN_4                0.021334932 0.9999944
## GH:dbCAN_4:HMMER-GT:dbCAN_4                0.019682479 1.0000000
## GT:dbCAN_4:HMMER-GT:dbCAN_4                0.016215378 1.0000000
## PL:dbCAN_4:HMMER-GT:dbCAN_4                0.027742982 0.9873714
## AA:dbCAN_4:DIAMOND-GT:dbCAN_4              0.018520918 1.0000000
## CBM:dbCAN_4:DIAMOND-GT:dbCAN_4             0.019626307 1.0000000
## CE:dbCAN_4:DIAMOND-GT:dbCAN_4              0.019110917 1.0000000
## GH:dbCAN_4:DIAMOND-GT:dbCAN_4              0.012262985 1.0000000
## GT:dbCAN_4:DIAMOND-GT:dbCAN_4              0.015157656 1.0000000
## PL:dbCAN_4:DIAMOND-GT:dbCAN_4              0.027288572 0.9938517
## AA:dbCAN_4:dbCAN-sub-GT:dbCAN_4            0.018720846 1.0000000
## CBM:dbCAN_4:dbCAN-sub-GT:dbCAN_4           0.018491501 1.0000000
## CE:dbCAN_4:dbCAN-sub-GT:dbCAN_4            0.021211945 0.9999966
## GH:dbCAN_4:dbCAN-sub-GT:dbCAN_4            0.018225687 1.0000000
## GT:dbCAN_4:dbCAN-sub-GT:dbCAN_4            0.015790580 1.0000000
## PL:dbCAN_4:dbCAN-sub-GT:dbCAN_4            0.027751998 0.9872011
## AA:CUPP-GT:dbCAN_4                         0.020185238 1.0000000
## CBM:CUPP-GT:dbCAN_4                        0.025821890 0.8493728
## CE:CUPP-GT:dbCAN_4                         0.021482842 0.9999900
## GH:CUPP-GT:dbCAN_4                         0.019104791 1.0000000
## GT:CUPP-GT:dbCAN_4                         0.017913785 1.0000000
## PL:CUPP-GT:dbCAN_4                         0.027986322 0.9820793
## AA:dbCAN_4:HMMER-PL:dbCAN_4                0.011769580 0.9993577
## CBM:dbCAN_4:HMMER-PL:dbCAN_4               0.014787225 1.0000000
## CE:dbCAN_4:HMMER-PL:dbCAN_4                0.014461113 1.0000000
## GH:dbCAN_4:HMMER-PL:dbCAN_4                0.012837174 0.9999995
## GT:dbCAN_4:HMMER-PL:dbCAN_4                0.009370073 0.9935978
## PL:dbCAN_4:HMMER-PL:dbCAN_4                0.020581309 1.0000000
## AA:dbCAN_4:DIAMOND-PL:dbCAN_4              0.011372488 0.9986057
## CBM:dbCAN_4:DIAMOND-PL:dbCAN_4             0.012781002 0.9999994
## CE:dbCAN_4:DIAMOND-PL:dbCAN_4              0.012237098 0.9999925
## GH:dbCAN_4:DIAMOND-PL:dbCAN_4              0.005417680 0.6727076
## GT:dbCAN_4:DIAMOND-PL:dbCAN_4              0.008312351 0.9702751
## PL:dbCAN_4:DIAMOND-PL:dbCAN_4              0.020126899 1.0000000
## AA:dbCAN_4:dbCAN-sub-PL:dbCAN_4            0.011572417 0.9990477
## CBM:dbCAN_4:dbCAN-sub-PL:dbCAN_4           0.011646196 0.9999655
## CE:dbCAN_4:dbCAN-sub-PL:dbCAN_4            0.014338126 1.0000000
## GH:dbCAN_4:dbCAN-sub-PL:dbCAN_4            0.011380382 0.9999245
## GT:dbCAN_4:dbCAN-sub-PL:dbCAN_4            0.008945275 0.9874743
## PL:dbCAN_4:dbCAN-sub-PL:dbCAN_4            0.020590325 1.0000000
## AA:CUPP-PL:dbCAN_4                         0.013036809 0.9999684
## CBM:CUPP-PL:dbCAN_4                        0.018976585 1.0000000
## CE:CUPP-PL:dbCAN_4                         0.014609024 1.0000000
## GH:CUPP-PL:dbCAN_4                         0.012259487 0.9999954
## GT:CUPP-PL:dbCAN_4                         0.011068480 0.9998234
## PL:CUPP-PL:dbCAN_4                         0.020824649 1.0000000
## CBM:dbCAN_4:HMMER-AA:dbCAN_4:HMMER         0.023376254 0.9999999
## CE:dbCAN_4:HMMER-AA:dbCAN_4:HMMER          0.023051310 1.0000000
## GH:dbCAN_4:HMMER-AA:dbCAN_4:HMMER          0.021426204 1.0000000
## GT:dbCAN_4:HMMER-AA:dbCAN_4:HMMER          0.017959103 1.0000000
## PL:dbCAN_4:HMMER-AA:dbCAN_4:HMMER          0.029183582 0.9993650
## AA:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER        0.019974194 1.0000000
## CBM:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER       0.021370031 1.0000000
## CE:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER        0.020827294 1.0000000
## GH:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER        0.014006709 1.0000000
## GT:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER        0.016901381 1.0000000
## PL:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER        0.028729172 0.9997620
## AA:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER      0.020174122 1.0000000
## CBM:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER     0.020235226 1.0000000
## CE:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER      0.022928322 1.0000000
## GH:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER      0.019969411 1.0000000
## GT:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER      0.017534305 1.0000000
## PL:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER      0.029192598 0.9993532
## AA:CUPP-AA:dbCAN_4:HMMER                   0.021638515 1.0000000
## CBM:CUPP-AA:dbCAN_4:HMMER                  0.027565615 0.9872713
## CE:CUPP-AA:dbCAN_4:HMMER                   0.023199220 1.0000000
## GH:CUPP-AA:dbCAN_4:HMMER                   0.020848516 1.0000000
## GT:CUPP-AA:dbCAN_4:HMMER                   0.019657509 1.0000000
## PL:CUPP-AA:dbCAN_4:HMMER                   0.029426922 0.9989695
## CE:dbCAN_4:HMMER-CBM:dbCAN_4:HMMER         0.015481932 1.0000000
## GH:dbCAN_4:HMMER-CBM:dbCAN_4:HMMER         0.013829480 1.0000000
## GT:dbCAN_4:HMMER-CBM:dbCAN_4:HMMER         0.010362378 0.9999904
## PL:dbCAN_4:HMMER-CBM:dbCAN_4:HMMER         0.021889982 1.0000000
## AA:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER       0.012667918 0.9999993
## CBM:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER      0.013773307 1.0000000
## CE:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER       0.013257917 1.0000000
## GH:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER       0.006409985 0.9231154
## GT:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER       0.009304657 0.9996645
## PL:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER       0.021435572 1.0000000
## AA:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER     0.012867846 0.9999997
## CBM:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER    0.012638502 1.0000000
## CE:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER     0.015358945 1.0000000
## GH:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER     0.012372687 1.0000000
## GT:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER     0.009937580 0.9999540
## PL:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER     0.021898998 1.0000000
## AA:CUPP-CBM:dbCAN_4:HMMER                  0.014332238 1.0000000
## CBM:CUPP-CBM:dbCAN_4:HMMER                 0.019968891 1.0000000
## CE:CUPP-CBM:dbCAN_4:HMMER                  0.015629843 1.0000000
## GH:CUPP-CBM:dbCAN_4:HMMER                  0.013251792 1.0000000
## GT:CUPP-CBM:dbCAN_4:HMMER                  0.012060785 1.0000000
## PL:CUPP-CBM:dbCAN_4:HMMER                  0.022133322 1.0000000
## GH:dbCAN_4:HMMER-CE:dbCAN_4:HMMER          0.014539632 1.0000000
## GT:dbCAN_4:HMMER-CE:dbCAN_4:HMMER          0.011072531 0.9999992
## PL:dbCAN_4:HMMER-CE:dbCAN_4:HMMER          0.022571621 1.0000000
## AA:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER        0.013350723 0.9999999
## CBM:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER       0.014483459 1.0000000
## CE:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER        0.013965441 1.0000000
## GH:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER        0.007120137 0.9645991
## GT:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER        0.010014809 0.9999451
## PL:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER        0.022117211 1.0000000
## AA:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER      0.013550652 1.0000000
## CBM:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER     0.013348654 1.0000000
## CE:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER      0.016066469 1.0000000
## GH:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER      0.013082839 1.0000000
## GT:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER      0.010647733 0.9999947
## PL:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER      0.022580637 1.0000000
## AA:CUPP-CE:dbCAN_4:HMMER                   0.015015044 1.0000000
## CBM:CUPP-CE:dbCAN_4:HMMER                  0.020679043 0.9999997
## CE:CUPP-CE:dbCAN_4:HMMER                   0.016337367 1.0000000
## GH:CUPP-CE:dbCAN_4:HMMER                   0.013961944 1.0000000
## GT:CUPP-CE:dbCAN_4:HMMER                   0.012770937 1.0000000
## PL:CUPP-CE:dbCAN_4:HMMER                   0.022814961 1.0000000
## GT:dbCAN_4:HMMER-GH:dbCAN_4:HMMER          0.012312429 1.0000000
## PL:dbCAN_4:HMMER-GH:dbCAN_4:HMMER          0.023840033 0.9999995
## AA:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER        0.014617969 1.0000000
## CBM:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER       0.015723358 1.0000000
## CE:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER        0.015207968 1.0000000
## GH:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER        0.008360036 0.9965179
## GT:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER        0.011254708 0.9999998
## PL:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER        0.023385623 0.9999999
## AA:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER      0.014817897 1.0000000
## CBM:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER     0.014588552 1.0000000
## CE:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER      0.017308996 1.0000000
## GH:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER      0.014322738 1.0000000
## GT:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER      0.011887631 1.0000000
## PL:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER      0.023849049 0.9999995
## AA:CUPP-GH:dbCAN_4:HMMER                   0.016282289 1.0000000
## CBM:CUPP-GH:dbCAN_4:HMMER                  0.021918942 0.9998773
## CE:CUPP-GH:dbCAN_4:HMMER                   0.017579894 1.0000000
## GH:CUPP-GH:dbCAN_4:HMMER                   0.015201843 1.0000000
## GT:CUPP-GH:dbCAN_4:HMMER                   0.014010836 1.0000000
## PL:CUPP-GH:dbCAN_4:HMMER                   0.024083373 0.9999987
## PL:dbCAN_4:HMMER-GT:dbCAN_4:HMMER          0.027307134 0.9936570
## AA:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER        0.018085070 1.0000000
## CBM:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER       0.019190459 1.0000000
## CE:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER        0.018675069 1.0000000
## GH:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER        0.011827137 1.0000000
## GT:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER        0.014721809 1.0000000
## PL:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER        0.026852724 0.9971781
## AA:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER      0.018284998 1.0000000
## CBM:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER     0.018055653 1.0000000
## CE:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER      0.020776097 0.9999995
## GH:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER      0.017789839 1.0000000
## GT:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER      0.015354732 1.0000000
## PL:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER      0.027316150 0.9935606
## AA:CUPP-GT:dbCAN_4:HMMER                   0.019749390 1.0000000
## CBM:CUPP-GT:dbCAN_4:HMMER                  0.025386043 0.9007136
## CE:CUPP-GT:dbCAN_4:HMMER                   0.021046995 0.9999983
## GH:CUPP-GT:dbCAN_4:HMMER                   0.018668944 1.0000000
## GT:CUPP-GT:dbCAN_4:HMMER                   0.017477937 1.0000000
## PL:CUPP-GT:dbCAN_4:HMMER                   0.027550474 0.9905887
## AA:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER        0.011378041 0.9986201
## CBM:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER       0.012786554 0.9999994
## CE:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER        0.012242651 0.9999927
## GH:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER        0.005423232 0.6736087
## GT:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER        0.008317904 0.9704803
## PL:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER        0.020132451 1.0000000
## AA:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER      0.011577969 0.9990579
## CBM:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER     0.011651749 0.9999660
## CE:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER      0.014343679 1.0000000
## GH:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER      0.011385934 0.9999257
## GT:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER      0.008950828 0.9875775
## PL:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER      0.020595877 1.0000000
## AA:CUPP-PL:dbCAN_4:HMMER                   0.013042361 0.9999689
## CBM:CUPP-PL:dbCAN_4:HMMER                  0.018982138 1.0000000
## CE:CUPP-PL:dbCAN_4:HMMER                   0.014614577 1.0000000
## GH:CUPP-PL:dbCAN_4:HMMER                   0.012265039 0.9999955
## GT:CUPP-PL:dbCAN_4:HMMER                   0.011074032 0.9998259
## PL:CUPP-PL:dbCAN_4:HMMER                   0.020830201 1.0000000
## CBM:dbCAN_4:DIAMOND-AA:dbCAN_4:DIAMOND     0.021767123 1.0000000
## CE:dbCAN_4:DIAMOND-AA:dbCAN_4:DIAMOND      0.021224386 1.0000000
## GH:dbCAN_4:DIAMOND-AA:dbCAN_4:DIAMOND      0.014403801 1.0000000
## GT:dbCAN_4:DIAMOND-AA:dbCAN_4:DIAMOND      0.017298473 1.0000000
## PL:dbCAN_4:DIAMOND-AA:dbCAN_4:DIAMOND      0.029126264 0.9994357
## AA:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND    0.020571214 1.0000000
## CBM:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND   0.020632317 1.0000000
## CE:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND    0.023325414 1.0000000
## GH:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND    0.020366503 1.0000000
## GT:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND    0.017931396 1.0000000
## PL:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND    0.029589690 0.9985967
## AA:CUPP-AA:dbCAN_4:DIAMOND                 0.022035606 1.0000000
## CBM:CUPP-AA:dbCAN_4:DIAMOND                0.027962707 0.9776752
## CE:CUPP-AA:dbCAN_4:DIAMOND                 0.023596312 0.9999999
## GH:CUPP-AA:dbCAN_4:DIAMOND                 0.021245608 1.0000000
## GT:CUPP-AA:dbCAN_4:DIAMOND                 0.020054601 1.0000000
## PL:CUPP-AA:dbCAN_4:DIAMOND                 0.029824014 0.9978553
## CE:dbCAN_4:DIAMOND-CBM:dbCAN_4:DIAMOND     0.015264140 1.0000000
## GH:dbCAN_4:DIAMOND-CBM:dbCAN_4:DIAMOND     0.008416208 0.9969147
## GT:dbCAN_4:DIAMOND-CBM:dbCAN_4:DIAMOND     0.011310880 0.9999999
## PL:dbCAN_4:DIAMOND-CBM:dbCAN_4:DIAMOND     0.023441795 0.9999999
## AA:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND   0.014874069 1.0000000
## CBM:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND  0.014644725 1.0000000
## CE:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND   0.017365168 1.0000000
## GH:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND   0.014378910 1.0000000
## GT:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND   0.011943803 1.0000000
## PL:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND   0.023905221 0.9999994
## AA:CUPP-CBM:dbCAN_4:DIAMOND                0.016338461 1.0000000
## CBM:CUPP-CBM:dbCAN_4:DIAMOND               0.021975114 0.9998538
## CE:CUPP-CBM:dbCAN_4:DIAMOND                0.017636066 1.0000000
## GH:CUPP-CBM:dbCAN_4:DIAMOND                0.015258015 1.0000000
## GT:CUPP-CBM:dbCAN_4:DIAMOND                0.014067008 1.0000000
## PL:CUPP-CBM:dbCAN_4:DIAMOND                0.024139545 0.9999984
## GH:dbCAN_4:DIAMOND-CE:dbCAN_4:DIAMOND      0.009344153 0.9995785
## GT:dbCAN_4:DIAMOND-CE:dbCAN_4:DIAMOND      0.012238824 1.0000000
## PL:dbCAN_4:DIAMOND-CE:dbCAN_4:DIAMOND      0.024341226 0.9999986
## AA:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND    0.015774667 1.0000000
## CBM:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND   0.015572669 1.0000000
## CE:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND    0.018290485 1.0000000
## GH:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND    0.015306855 1.0000000
## GT:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND    0.012871748 1.0000000
## PL:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND    0.024804652 0.9999924
## AA:CUPP-CE:dbCAN_4:DIAMOND                 0.017239059 1.0000000
## CBM:CUPP-CE:dbCAN_4:DIAMOND                0.022903058 0.9991286
## CE:CUPP-CE:dbCAN_4:DIAMOND                 0.018561382 1.0000000
## GH:CUPP-CE:dbCAN_4:DIAMOND                 0.016185959 1.0000000
## GT:CUPP-CE:dbCAN_4:DIAMOND                 0.014994953 1.0000000
## PL:CUPP-CE:dbCAN_4:DIAMOND                 0.025038976 0.9999836
## GT:dbCAN_4:DIAMOND-GH:dbCAN_4:DIAMOND      0.018674202 1.0000000
## PL:dbCAN_4:DIAMOND-GH:dbCAN_4:DIAMOND      0.030805117 0.7445357
## AA:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND    0.022237391 1.0000000
## CBM:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND   0.022008047 0.9998381
## CE:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND    0.024728490 0.9702037
## GH:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND    0.021742232 0.9999308
## GT:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND    0.019307126 1.0000000
## PL:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND    0.031268544 0.6721452
## AA:CUPP-GH:dbCAN_4:DIAMOND                 0.023701784 0.9999995
## CBM:CUPP-GH:dbCAN_4:DIAMOND                0.029338436 0.2344506
## CE:CUPP-GH:dbCAN_4:DIAMOND                 0.024999388 0.9568393
## GH:CUPP-GH:dbCAN_4:DIAMOND                 0.022621337 0.9990973
## GT:CUPP-GH:dbCAN_4:DIAMOND                 0.021430330 0.9999767
## PL:CUPP-GH:dbCAN_4:DIAMOND                 0.031502867 0.6335452
## PL:dbCAN_4:DIAMOND-GT:dbCAN_4:DIAMOND      0.027910446 0.9838913
## AA:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND    0.019342720 1.0000000
## CBM:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND   0.019113375 1.0000000
## CE:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND    0.021833819 0.9999639
## GH:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND    0.018847561 1.0000000
## GT:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND    0.016412454 1.0000000
## PL:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND    0.028373872 0.9701465
## AA:CUPP-GT:dbCAN_4:DIAMOND                 0.020807112 1.0000000
## CBM:CUPP-GT:dbCAN_4:DIAMOND                0.026443764 0.7546004
## CE:CUPP-GT:dbCAN_4:DIAMOND                 0.022104716 0.9999108
## GH:CUPP-GT:dbCAN_4:DIAMOND                 0.019726665 1.0000000
## GT:CUPP-GT:dbCAN_4:DIAMOND                 0.018535658 1.0000000
## PL:CUPP-GT:dbCAN_4:DIAMOND                 0.028608196 0.9604092
## AA:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND    0.012032379 0.9996309
## CBM:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND   0.012106159 0.9999922
## CE:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND    0.014798089 1.0000000
## GH:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND    0.011840344 0.9999811
## GT:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND    0.009405237 0.9939653
## PL:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND    0.021050287 1.0000000
## AA:CUPP-PL:dbCAN_4:DIAMOND                 0.013496771 0.9999917
## CBM:CUPP-PL:dbCAN_4:DIAMOND                0.019436548 1.0000000
## CE:CUPP-PL:dbCAN_4:DIAMOND                 0.015068987 1.0000000
## GH:CUPP-PL:dbCAN_4:DIAMOND                 0.012719449 0.9999992
## GT:CUPP-PL:dbCAN_4:DIAMOND                 0.011528442 0.9999508
## PL:CUPP-PL:dbCAN_4:DIAMOND                 0.021284611 1.0000000
## CBM:dbCAN_4:dbCAN-sub-AA:dbCAN_4:dbCAN-sub 0.020432389 1.0000000
## CE:dbCAN_4:dbCAN-sub-AA:dbCAN_4:dbCAN-sub  0.023125486 1.0000000
## GH:dbCAN_4:dbCAN-sub-AA:dbCAN_4:dbCAN-sub  0.020166575 1.0000000
## GT:dbCAN_4:dbCAN-sub-AA:dbCAN_4:dbCAN-sub  0.017731468 1.0000000
## PL:dbCAN_4:dbCAN-sub-AA:dbCAN_4:dbCAN-sub  0.029389762 0.9990412
## AA:CUPP-AA:dbCAN_4:dbCAN-sub               0.021835678 1.0000000
## CBM:CUPP-AA:dbCAN_4:dbCAN-sub              0.027762778 0.9830433
## CE:CUPP-AA:dbCAN_4:dbCAN-sub               0.023396384 1.0000000
## GH:CUPP-AA:dbCAN_4:dbCAN-sub               0.021045680 1.0000000
## GT:CUPP-AA:dbCAN_4:dbCAN-sub               0.019854673 1.0000000
## PL:CUPP-AA:dbCAN_4:dbCAN-sub               0.029624085 0.9985043
## CE:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:dbCAN-sub 0.018499974 1.0000000
## GH:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:dbCAN-sub 0.015513716 1.0000000
## GT:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:dbCAN-sub 0.013078609 1.0000000
## PL:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:dbCAN-sub 0.025040027 0.9999651
## AA:CUPP-CBM:dbCAN_4:dbCAN-sub              0.017473267 1.0000000
## CBM:CUPP-CBM:dbCAN_4:dbCAN-sub             0.023109920 0.9971288
## CE:CUPP-CBM:dbCAN_4:dbCAN-sub              0.018770872 1.0000000
## GH:CUPP-CBM:dbCAN_4:dbCAN-sub              0.016392821 1.0000000
## GT:CUPP-CBM:dbCAN_4:dbCAN-sub              0.015201814 1.0000000
## PL:CUPP-CBM:dbCAN_4:dbCAN-sub              0.025274351 0.9999303
## GH:dbCAN_4:dbCAN-sub-CE:dbCAN_4:dbCAN-sub  0.013205827 1.0000000
## GT:dbCAN_4:dbCAN-sub-CE:dbCAN_4:dbCAN-sub  0.010770720 0.9999968
## PL:dbCAN_4:dbCAN-sub-CE:dbCAN_4:dbCAN-sub  0.022703624 1.0000000
## AA:CUPP-CE:dbCAN_4:dbCAN-sub               0.015138031 1.0000000
## CBM:CUPP-CE:dbCAN_4:dbCAN-sub              0.020802030 0.9999995
## CE:CUPP-CE:dbCAN_4:dbCAN-sub               0.016460354 1.0000000
## GH:CUPP-CE:dbCAN_4:dbCAN-sub               0.014084931 1.0000000
## GT:CUPP-CE:dbCAN_4:dbCAN-sub               0.012893924 1.0000000
## PL:CUPP-CE:dbCAN_4:dbCAN-sub               0.022937948 1.0000000
## GT:dbCAN_4:dbCAN-sub-GH:dbCAN_4:dbCAN-sub  0.013344424 1.0000000
## PL:dbCAN_4:dbCAN-sub-GH:dbCAN_4:dbCAN-sub  0.025305841 0.9999238
## AA:CUPP-GH:dbCAN_4:dbCAN-sub               0.017739081 1.0000000
## CBM:CUPP-GH:dbCAN_4:dbCAN-sub              0.023375734 0.9949735
## CE:CUPP-GH:dbCAN_4:dbCAN-sub               0.019036686 1.0000000
## GH:CUPP-GH:dbCAN_4:dbCAN-sub               0.016658635 1.0000000
## GT:CUPP-GH:dbCAN_4:dbCAN-sub               0.015467628 1.0000000
## PL:CUPP-GH:dbCAN_4:dbCAN-sub               0.025540165 0.9998548
## PL:dbCAN_4:dbCAN-sub-GT:dbCAN_4:dbCAN-sub  0.027740948 0.9874095
## AA:CUPP-GT:dbCAN_4:dbCAN-sub               0.020174188 1.0000000
## CBM:CUPP-GT:dbCAN_4:dbCAN-sub              0.025810841 0.8508359
## CE:CUPP-GT:dbCAN_4:dbCAN-sub               0.021471793 0.9999904
## GH:CUPP-GT:dbCAN_4:dbCAN-sub               0.019093742 1.0000000
## GT:CUPP-GT:dbCAN_4:dbCAN-sub               0.017902735 1.0000000
## PL:CUPP-GT:dbCAN_4:dbCAN-sub               0.027975272 0.9823529
## AA:CUPP-PL:dbCAN_4:dbCAN-sub               0.013033345 0.9999681
## CBM:CUPP-PL:dbCAN_4:dbCAN-sub              0.018973122 1.0000000
## CE:CUPP-PL:dbCAN_4:dbCAN-sub               0.014605560 1.0000000
## GH:CUPP-PL:dbCAN_4:dbCAN-sub               0.012256023 0.9999954
## GT:CUPP-PL:dbCAN_4:dbCAN-sub               0.011065016 0.9998218
## PL:CUPP-PL:dbCAN_4:dbCAN-sub               0.020821185 1.0000000
## CBM:CUPP-AA:CUPP                           0.026298386 0.9986762
## CE:CUPP-AA:CUPP                            0.021931992 1.0000000
## GH:CUPP-AA:CUPP                            0.019581287 1.0000000
## GT:CUPP-AA:CUPP                            0.018390280 1.0000000
## PL:CUPP-AA:CUPP                            0.028159693 0.9999404
## CE:CUPP-CBM:CUPP                           0.011440482 0.9999999
## GH:CUPP-CBM:CUPP                           0.009062431 0.9993472
## GT:CUPP-CBM:CUPP                           0.007871424 0.9908381
## PL:CUPP-CBM:CUPP                           0.017943962 1.0000000
## GH:CUPP-CE:CUPP                            0.013814034 1.0000000
## GT:CUPP-CE:CUPP                            0.012623027 1.0000000
## PL:CUPP-CE:CUPP                            0.022667050 1.0000000
## GT:CUPP-GH:CUPP                            0.014588523 1.0000000
## PL:CUPP-GH:CUPP                            0.024661060 0.9999896
## PL:CUPP-GT:CUPP                            0.025852067 0.9996769

6.5.2 CAZy class sensitivity

Two-way ANOVA to test for differences between the CAZy classes and prediction tools.

##                              Df Sum Sq Mean Sq F value Pr(>F)    
## CAZy_class                    5  40.37   8.075   583.1 <2e-16 ***
## Prediction_tool               4  16.91   4.228   305.3 <2e-16 ***
## CAZy_class:Prediction_tool   20  28.74   1.437   103.8 <2e-16 ***
## Residuals                  2025  28.04   0.014                   
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

Statistically significant difference was detected, so follow up with a Tukey test to determine if there are differences between specific groups.

##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = Statistic_value ~ CAZy_class * Prediction_tool, data = class_subset_sens.df)
## 
## $`CAZy_class:Prediction_tool`
##                                                     diff           lwr
## CBM:dbCAN_4-AA:dbCAN_4                     -1.942007e-01 -2.748547e-01
## CE:dbCAN_4-AA:dbCAN_4                      -1.543221e-02 -9.687828e-02
## GH:dbCAN_4-AA:dbCAN_4                      -4.365456e-02 -1.243086e-01
## GT:dbCAN_4-AA:dbCAN_4                      -3.586692e-02 -1.165209e-01
## PL:dbCAN_4-AA:dbCAN_4                      -1.975939e-02 -1.104117e-01
## AA:dbCAN_4:HMMER-AA:dbCAN_4                -5.696849e-03 -9.587079e-02
## CBM:dbCAN_4:HMMER-AA:dbCAN_4               -5.196450e-01 -6.002990e-01
## CE:dbCAN_4:HMMER-AA:dbCAN_4                -4.079249e-02 -1.222386e-01
## GH:dbCAN_4:HMMER-AA:dbCAN_4                -7.351185e-02 -1.541659e-01
## GT:dbCAN_4:HMMER-AA:dbCAN_4                -1.279955e-01 -2.086496e-01
## PL:dbCAN_4:HMMER-AA:dbCAN_4                -1.975939e-02 -1.104117e-01
## AA:dbCAN_4:DIAMOND-AA:dbCAN_4              -2.369505e-02 -1.138690e-01
## CBM:dbCAN_4:DIAMOND-AA:dbCAN_4             -1.163513e-01 -1.970053e-01
## CE:dbCAN_4:DIAMOND-AA:dbCAN_4              -1.819955e-02 -9.964561e-02
## GH:dbCAN_4:DIAMOND-AA:dbCAN_4              -2.001757e-02 -1.006716e-01
## GT:dbCAN_4:DIAMOND-AA:dbCAN_4              -1.859237e-02 -9.924640e-02
## PL:dbCAN_4:DIAMOND-AA:dbCAN_4               5.063301e-03 -8.558902e-02
## AA:dbCAN_4:dbCAN-sub-AA:dbCAN_4            -4.498106e-03 -9.467205e-02
## CBM:dbCAN_4:dbCAN-sub-AA:dbCAN_4           -1.743624e-01 -2.550164e-01
## CE:dbCAN_4:dbCAN-sub-AA:dbCAN_4            -1.822565e-02 -9.967172e-02
## GH:dbCAN_4:dbCAN-sub-AA:dbCAN_4            -4.642733e-02 -1.270814e-01
## GT:dbCAN_4:dbCAN-sub-AA:dbCAN_4            -3.987581e-02 -1.205298e-01
## PL:dbCAN_4:dbCAN-sub-AA:dbCAN_4            -1.850783e-02 -1.091602e-01
## AA:CUPP-AA:dbCAN_4                         -8.895520e-02 -1.791291e-01
## CBM:CUPP-AA:dbCAN_4                        -9.936851e-01 -1.074339e+00
## CE:CUPP-AA:dbCAN_4                         -8.225552e-02 -1.637016e-01
## GH:CUPP-AA:dbCAN_4                         -8.568402e-02 -1.663380e-01
## GT:CUPP-AA:dbCAN_4                         -1.401198e-01 -2.207738e-01
## PL:CUPP-AA:dbCAN_4                         -1.426106e-01 -2.332629e-01
## CE:dbCAN_4-CBM:dbCAN_4                      1.787685e-01  1.080070e-01
## GH:dbCAN_4-CBM:dbCAN_4                      1.505462e-01  8.069772e-02
## GT:dbCAN_4-CBM:dbCAN_4                      1.583338e-01  8.848536e-02
## PL:dbCAN_4-CBM:dbCAN_4                      1.744413e-01  9.325280e-02
## AA:dbCAN_4:HMMER-CBM:dbCAN_4                1.885039e-01  1.078498e-01
## CBM:dbCAN_4:HMMER-CBM:dbCAN_4              -3.254443e-01 -3.952927e-01
## CE:dbCAN_4:HMMER-CBM:dbCAN_4                1.534082e-01  8.264670e-02
## GH:dbCAN_4:HMMER-CBM:dbCAN_4                1.206889e-01  5.084043e-02
## GT:dbCAN_4:HMMER-CBM:dbCAN_4                6.620519e-02 -3.643251e-03
## PL:dbCAN_4:HMMER-CBM:dbCAN_4                1.744413e-01  9.325280e-02
## AA:dbCAN_4:DIAMOND-CBM:dbCAN_4              1.705057e-01  8.985163e-02
## CBM:dbCAN_4:DIAMOND-CBM:dbCAN_4             7.784943e-02  8.000995e-03
## CE:dbCAN_4:DIAMOND-CBM:dbCAN_4              1.760012e-01  1.052396e-01
## GH:dbCAN_4:DIAMOND-CBM:dbCAN_4              1.741831e-01  1.043347e-01
## GT:dbCAN_4:DIAMOND-CBM:dbCAN_4              1.756083e-01  1.057599e-01
## PL:dbCAN_4:DIAMOND-CBM:dbCAN_4              1.992640e-01  1.180755e-01
## AA:dbCAN_4:dbCAN-sub-CBM:dbCAN_4            1.897026e-01  1.090486e-01
## CBM:dbCAN_4:dbCAN-sub-CBM:dbCAN_4           1.983829e-02 -5.001015e-02
## CE:dbCAN_4:dbCAN-sub-CBM:dbCAN_4            1.759751e-01  1.052135e-01
## GH:dbCAN_4:dbCAN-sub-CBM:dbCAN_4            1.477734e-01  7.792494e-02
## GT:dbCAN_4:dbCAN-sub-CBM:dbCAN_4            1.543249e-01  8.447646e-02
## PL:dbCAN_4:dbCAN-sub-CBM:dbCAN_4            1.756929e-01  9.450436e-02
## AA:CUPP-CBM:dbCAN_4                         1.052455e-01  2.459148e-02
## CBM:CUPP-CBM:dbCAN_4                       -7.994844e-01 -8.693329e-01
## CE:CUPP-CBM:dbCAN_4                         1.119452e-01  4.118367e-02
## GH:CUPP-CBM:dbCAN_4                         1.085167e-01  3.866825e-02
## GT:CUPP-CBM:dbCAN_4                         5.408093e-02 -1.576751e-02
## PL:CUPP-CBM:dbCAN_4                         5.159008e-02 -2.959843e-02
## GH:dbCAN_4-CE:dbCAN_4                      -2.822235e-02 -9.898387e-02
## GT:dbCAN_4-CE:dbCAN_4                      -2.043471e-02 -9.119623e-02
## PL:dbCAN_4-CE:dbCAN_4                      -4.327183e-03 -8.630258e-02
## AA:dbCAN_4:HMMER-CE:dbCAN_4                 9.735361e-03 -7.171071e-02
## CBM:dbCAN_4:HMMER-CE:dbCAN_4               -5.042128e-01 -5.749743e-01
## CE:dbCAN_4:HMMER-CE:dbCAN_4                -2.536028e-02 -9.702326e-02
## GH:dbCAN_4:HMMER-CE:dbCAN_4                -5.807964e-02 -1.288412e-01
## GT:dbCAN_4:HMMER-CE:dbCAN_4                -1.125633e-01 -1.833248e-01
## PL:dbCAN_4:HMMER-CE:dbCAN_4                -4.327183e-03 -8.630258e-02
## AA:dbCAN_4:DIAMOND-CE:dbCAN_4              -8.262845e-03 -8.970891e-02
## CBM:dbCAN_4:DIAMOND-CE:dbCAN_4             -1.009191e-01 -1.716806e-01
## CE:dbCAN_4:DIAMOND-CE:dbCAN_4              -2.767335e-03 -7.443032e-02
## GH:dbCAN_4:DIAMOND-CE:dbCAN_4              -4.585356e-03 -7.534688e-02
## GT:dbCAN_4:DIAMOND-CE:dbCAN_4              -3.160160e-03 -7.392169e-02
## PL:dbCAN_4:DIAMOND-CE:dbCAN_4               2.049551e-02 -6.147988e-02
## AA:dbCAN_4:dbCAN-sub-CE:dbCAN_4             1.093410e-02 -7.051196e-02
## CBM:dbCAN_4:dbCAN-sub-CE:dbCAN_4           -1.589302e-01 -2.296917e-01
## CE:dbCAN_4:dbCAN-sub-CE:dbCAN_4            -2.793442e-03 -7.445643e-02
## GH:dbCAN_4:dbCAN-sub-CE:dbCAN_4            -3.099512e-02 -1.017566e-01
## GT:dbCAN_4:dbCAN-sub-CE:dbCAN_4            -2.444360e-02 -9.520513e-02
## PL:dbCAN_4:dbCAN-sub-CE:dbCAN_4            -3.075619e-03 -8.505101e-02
## AA:CUPP-CE:dbCAN_4                         -7.352299e-02 -1.549691e-01
## CBM:CUPP-CE:dbCAN_4                        -9.782529e-01 -1.049014e+00
## CE:CUPP-CE:dbCAN_4                         -6.682331e-02 -1.384863e-01
## GH:CUPP-CE:dbCAN_4                         -7.025181e-02 -1.410133e-01
## GT:CUPP-CE:dbCAN_4                         -1.246876e-01 -1.954491e-01
## PL:CUPP-CE:dbCAN_4                         -1.271784e-01 -2.091538e-01
## GT:dbCAN_4-GH:dbCAN_4                       7.787642e-03 -6.206079e-02
## PL:dbCAN_4-GH:dbCAN_4                       2.389516e-02 -5.729336e-02
## AA:dbCAN_4:HMMER-GH:dbCAN_4                 3.795771e-02 -4.269632e-02
## CBM:dbCAN_4:HMMER-GH:dbCAN_4               -4.759905e-01 -5.458389e-01
## CE:dbCAN_4:HMMER-GH:dbCAN_4                 2.862072e-03 -6.789945e-02
## GH:dbCAN_4:HMMER-GH:dbCAN_4                -2.985729e-02 -9.970573e-02
## GT:dbCAN_4:HMMER-GH:dbCAN_4                -8.434097e-02 -1.541894e-01
## PL:dbCAN_4:HMMER-GH:dbCAN_4                 2.389516e-02 -5.729336e-02
## AA:dbCAN_4:DIAMOND-GH:dbCAN_4               1.995950e-02 -6.069452e-02
## CBM:dbCAN_4:DIAMOND-GH:dbCAN_4             -7.269672e-02 -1.425452e-01
## CE:dbCAN_4:DIAMOND-GH:dbCAN_4               2.545501e-02 -4.530651e-02
## GH:dbCAN_4:DIAMOND-GH:dbCAN_4               2.363699e-02 -4.621144e-02
## GT:dbCAN_4:DIAMOND-GH:dbCAN_4               2.506219e-02 -4.478625e-02
## PL:dbCAN_4:DIAMOND-GH:dbCAN_4               4.871786e-02 -3.247066e-02
## AA:dbCAN_4:dbCAN-sub-GH:dbCAN_4             3.915645e-02 -4.149757e-02
## CBM:dbCAN_4:dbCAN-sub-GH:dbCAN_4           -1.307079e-01 -2.005563e-01
## CE:dbCAN_4:dbCAN-sub-GH:dbCAN_4             2.542891e-02 -4.533262e-02
## GH:dbCAN_4:dbCAN-sub-GH:dbCAN_4            -2.772773e-03 -7.262121e-02
## GT:dbCAN_4:dbCAN-sub-GH:dbCAN_4             3.778746e-03 -6.606969e-02
## PL:dbCAN_4:dbCAN-sub-GH:dbCAN_4             2.514673e-02 -5.604179e-02
## AA:CUPP-GH:dbCAN_4                         -4.530064e-02 -1.259547e-01
## CBM:CUPP-GH:dbCAN_4                        -9.500306e-01 -1.019879e+00
## CE:CUPP-GH:dbCAN_4                         -3.860096e-02 -1.093625e-01
## GH:CUPP-GH:dbCAN_4                         -4.202946e-02 -1.118779e-01
## GT:CUPP-GH:dbCAN_4                         -9.646522e-02 -1.663137e-01
## PL:CUPP-GH:dbCAN_4                         -9.895607e-02 -1.801446e-01
## PL:dbCAN_4-GT:dbCAN_4                       1.610752e-02 -6.508100e-02
## AA:dbCAN_4:HMMER-GT:dbCAN_4                 3.017007e-02 -5.048396e-02
## CBM:dbCAN_4:HMMER-GT:dbCAN_4               -4.837781e-01 -5.536265e-01
## CE:dbCAN_4:HMMER-GT:dbCAN_4                -4.925569e-03 -7.568710e-02
## GH:dbCAN_4:HMMER-GT:dbCAN_4                -3.764493e-02 -1.074934e-01
## GT:dbCAN_4:HMMER-GT:dbCAN_4                -9.212861e-02 -1.619770e-01
## PL:dbCAN_4:HMMER-GT:dbCAN_4                 1.610752e-02 -6.508100e-02
## AA:dbCAN_4:DIAMOND-GT:dbCAN_4               1.217186e-02 -6.848217e-02
## CBM:dbCAN_4:DIAMOND-GT:dbCAN_4             -8.048436e-02 -1.503328e-01
## CE:dbCAN_4:DIAMOND-GT:dbCAN_4               1.766737e-02 -5.309416e-02
## GH:dbCAN_4:DIAMOND-GT:dbCAN_4               1.584935e-02 -5.399909e-02
## GT:dbCAN_4:DIAMOND-GT:dbCAN_4               1.727455e-02 -5.257389e-02
## PL:dbCAN_4:DIAMOND-GT:dbCAN_4               4.093022e-02 -4.025830e-02
## AA:dbCAN_4:dbCAN-sub-GT:dbCAN_4             3.136881e-02 -4.928522e-02
## CBM:dbCAN_4:dbCAN-sub-GT:dbCAN_4           -1.384955e-01 -2.083439e-01
## CE:dbCAN_4:dbCAN-sub-GT:dbCAN_4             1.764126e-02 -5.312026e-02
## GH:dbCAN_4:dbCAN-sub-GT:dbCAN_4            -1.056041e-02 -8.040885e-02
## GT:dbCAN_4:dbCAN-sub-GT:dbCAN_4            -4.008896e-03 -7.385733e-02
## PL:dbCAN_4:dbCAN-sub-GT:dbCAN_4             1.735909e-02 -6.382943e-02
## AA:CUPP-GT:dbCAN_4                         -5.308828e-02 -1.337423e-01
## CBM:CUPP-GT:dbCAN_4                        -9.578182e-01 -1.027667e+00
## CE:CUPP-GT:dbCAN_4                         -4.638860e-02 -1.171501e-01
## GH:CUPP-GT:dbCAN_4                         -4.981711e-02 -1.196655e-01
## GT:CUPP-GT:dbCAN_4                         -1.042529e-01 -1.741013e-01
## PL:CUPP-GT:dbCAN_4                         -1.067437e-01 -1.879322e-01
## AA:dbCAN_4:HMMER-PL:dbCAN_4                 1.406254e-02 -7.658978e-02
## CBM:dbCAN_4:HMMER-PL:dbCAN_4               -4.998856e-01 -5.810741e-01
## CE:dbCAN_4:HMMER-PL:dbCAN_4                -2.103309e-02 -1.030085e-01
## GH:dbCAN_4:HMMER-PL:dbCAN_4                -5.375245e-02 -1.349410e-01
## GT:dbCAN_4:HMMER-PL:dbCAN_4                -1.082361e-01 -1.894247e-01
## PL:dbCAN_4:HMMER-PL:dbCAN_4                -2.997602e-15 -9.112819e-02
## AA:dbCAN_4:DIAMOND-PL:dbCAN_4              -3.935661e-03 -9.458798e-02
## CBM:dbCAN_4:DIAMOND-PL:dbCAN_4             -9.659189e-02 -1.777804e-01
## CE:dbCAN_4:DIAMOND-PL:dbCAN_4               1.559848e-03 -8.041555e-02
## GH:dbCAN_4:DIAMOND-PL:dbCAN_4              -2.581725e-04 -8.144669e-02
## GT:dbCAN_4:DIAMOND-PL:dbCAN_4               1.167023e-03 -8.002150e-02
## PL:dbCAN_4:DIAMOND-PL:dbCAN_4               2.482270e-02 -6.630550e-02
## AA:dbCAN_4:dbCAN-sub-PL:dbCAN_4             1.526129e-02 -7.539104e-02
## CBM:dbCAN_4:dbCAN-sub-PL:dbCAN_4           -1.546030e-01 -2.357915e-01
## CE:dbCAN_4:dbCAN-sub-PL:dbCAN_4             1.533742e-03 -8.044165e-02
## GH:dbCAN_4:dbCAN-sub-PL:dbCAN_4            -2.666794e-02 -1.078565e-01
## GT:dbCAN_4:dbCAN-sub-PL:dbCAN_4            -2.011642e-02 -1.013049e-01
## PL:dbCAN_4:dbCAN-sub-PL:dbCAN_4             1.251564e-03 -8.987663e-02
## AA:CUPP-PL:dbCAN_4                         -6.919581e-02 -1.598481e-01
## CBM:CUPP-PL:dbCAN_4                        -9.739257e-01 -1.055114e+00
## CE:CUPP-PL:dbCAN_4                         -6.249612e-02 -1.444715e-01
## GH:CUPP-PL:dbCAN_4                         -6.592463e-02 -1.471131e-01
## GT:CUPP-PL:dbCAN_4                         -1.203604e-01 -2.015489e-01
## PL:CUPP-PL:dbCAN_4                         -1.228512e-01 -2.139794e-01
## CBM:dbCAN_4:HMMER-AA:dbCAN_4:HMMER         -5.139482e-01 -5.946022e-01
## CE:dbCAN_4:HMMER-AA:dbCAN_4:HMMER          -3.509564e-02 -1.165417e-01
## GH:dbCAN_4:HMMER-AA:dbCAN_4:HMMER          -6.781500e-02 -1.484690e-01
## GT:dbCAN_4:HMMER-AA:dbCAN_4:HMMER          -1.222987e-01 -2.029527e-01
## PL:dbCAN_4:HMMER-AA:dbCAN_4:HMMER          -1.406254e-02 -1.047149e-01
## AA:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER        -1.799821e-02 -1.081721e-01
## CBM:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER       -1.106544e-01 -1.913085e-01
## CE:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER        -1.250270e-02 -9.394876e-02
## GH:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER        -1.432072e-02 -9.497474e-02
## GT:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER        -1.289552e-02 -9.354955e-02
## PL:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER         1.076015e-02 -7.989217e-02
## AA:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER       1.198743e-03 -8.897520e-02
## CBM:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER     -1.686656e-01 -2.493196e-01
## CE:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER      -1.252880e-02 -9.397487e-02
## GH:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER      -4.073048e-02 -1.213845e-01
## GT:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER      -3.417896e-02 -1.148330e-01
## PL:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER      -1.281098e-02 -1.034633e-01
## AA:CUPP-AA:dbCAN_4:HMMER                   -8.325835e-02 -1.734323e-01
## CBM:CUPP-AA:dbCAN_4:HMMER                  -9.879883e-01 -1.068642e+00
## CE:CUPP-AA:dbCAN_4:HMMER                   -7.655867e-02 -1.580047e-01
## GH:CUPP-AA:dbCAN_4:HMMER                   -7.998717e-02 -1.606412e-01
## GT:CUPP-AA:dbCAN_4:HMMER                   -1.344229e-01 -2.150770e-01
## PL:CUPP-AA:dbCAN_4:HMMER                   -1.369138e-01 -2.275661e-01
## CE:dbCAN_4:HMMER-CBM:dbCAN_4:HMMER          4.788525e-01  4.080910e-01
## GH:dbCAN_4:HMMER-CBM:dbCAN_4:HMMER          4.461332e-01  3.762847e-01
## GT:dbCAN_4:HMMER-CBM:dbCAN_4:HMMER          3.916495e-01  3.218011e-01
## PL:dbCAN_4:HMMER-CBM:dbCAN_4:HMMER          4.998856e-01  4.186971e-01
## AA:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER        4.959500e-01  4.152959e-01
## CBM:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER       4.032937e-01  3.334453e-01
## CE:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER        5.014455e-01  4.306839e-01
## GH:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER        4.996275e-01  4.297790e-01
## GT:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER        5.010526e-01  4.312042e-01
## PL:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER        5.247083e-01  4.435198e-01
## AA:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER      5.151469e-01  4.344929e-01
## CBM:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER     3.452826e-01  2.754342e-01
## CE:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER      5.014194e-01  4.306578e-01
## GH:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER      4.732177e-01  4.033693e-01
## GT:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER      4.797692e-01  4.099208e-01
## PL:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER      5.011372e-01  4.199487e-01
## AA:CUPP-CBM:dbCAN_4:HMMER                   4.306898e-01  3.500358e-01
## CBM:CUPP-CBM:dbCAN_4:HMMER                 -4.740401e-01 -5.438886e-01
## CE:CUPP-CBM:dbCAN_4:HMMER                   4.373895e-01  3.666280e-01
## GH:CUPP-CBM:dbCAN_4:HMMER                   4.339610e-01  3.641126e-01
## GT:CUPP-CBM:dbCAN_4:HMMER                   3.795252e-01  3.096768e-01
## PL:CUPP-CBM:dbCAN_4:HMMER                   3.770344e-01  2.958459e-01
## GH:dbCAN_4:HMMER-CE:dbCAN_4:HMMER          -3.271936e-02 -1.034809e-01
## GT:dbCAN_4:HMMER-CE:dbCAN_4:HMMER          -8.720304e-02 -1.579646e-01
## PL:dbCAN_4:HMMER-CE:dbCAN_4:HMMER           2.103309e-02 -6.094230e-02
## AA:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER         1.709743e-02 -6.434863e-02
## CBM:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER       -7.555879e-02 -1.463203e-01
## CE:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER         2.259294e-02 -4.907004e-02
## GH:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER         2.077492e-02 -4.998661e-02
## GT:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER         2.220012e-02 -4.856141e-02
## PL:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER         4.585579e-02 -3.611961e-02
## AA:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER       3.629438e-02 -4.515169e-02
## CBM:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER     -1.335699e-01 -2.043315e-01
## CE:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER       2.256683e-02 -4.909615e-02
## GH:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER      -5.634845e-03 -7.639637e-02
## GT:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER       9.166738e-04 -6.984485e-02
## PL:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER       2.228466e-02 -5.969074e-02
## AA:CUPP-CE:dbCAN_4:HMMER                   -4.816271e-02 -1.296088e-01
## CBM:CUPP-CE:dbCAN_4:HMMER                  -9.528926e-01 -1.023654e+00
## CE:CUPP-CE:dbCAN_4:HMMER                   -4.146303e-02 -1.131260e-01
## GH:CUPP-CE:dbCAN_4:HMMER                   -4.489154e-02 -1.156531e-01
## GT:CUPP-CE:dbCAN_4:HMMER                   -9.932730e-02 -1.700888e-01
## PL:CUPP-CE:dbCAN_4:HMMER                   -1.018181e-01 -1.837935e-01
## GT:dbCAN_4:HMMER-GH:dbCAN_4:HMMER          -5.448368e-02 -1.243321e-01
## PL:dbCAN_4:HMMER-GH:dbCAN_4:HMMER           5.375245e-02 -2.743607e-02
## AA:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER         4.981679e-02 -3.083723e-02
## CBM:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER       -4.283943e-02 -1.126879e-01
## CE:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER         5.531230e-02 -1.544922e-02
## GH:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER         5.349428e-02 -1.635415e-02
## GT:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER         5.491948e-02 -1.492896e-02
## PL:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER         7.857515e-02 -2.613370e-03
## AA:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER       6.901374e-02 -1.164029e-02
## CBM:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER     -1.008506e-01 -1.706990e-01
## CE:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER       5.528620e-02 -1.547533e-02
## GH:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER       2.708452e-02 -4.276392e-02
## GT:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER       3.363604e-02 -3.621240e-02
## PL:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER       5.500402e-02 -2.618450e-02
## AA:CUPP-GH:dbCAN_4:HMMER                   -1.544335e-02 -9.609738e-02
## CBM:CUPP-GH:dbCAN_4:HMMER                  -9.201733e-01 -9.900217e-01
## CE:CUPP-GH:dbCAN_4:HMMER                   -8.743671e-03 -7.950520e-02
## GH:CUPP-GH:dbCAN_4:HMMER                   -1.217217e-02 -8.202061e-02
## GT:CUPP-GH:dbCAN_4:HMMER                   -6.660793e-02 -1.364564e-01
## PL:CUPP-GH:dbCAN_4:HMMER                   -6.909878e-02 -1.502873e-01
## PL:dbCAN_4:HMMER-GT:dbCAN_4:HMMER           1.082361e-01  2.704761e-02
## AA:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER         1.043005e-01  2.364644e-02
## CBM:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER        1.164425e-02 -5.820419e-02
## CE:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER         1.097960e-01  3.903445e-02
## GH:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER         1.079780e-01  3.812952e-02
## GT:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER         1.094032e-01  3.955472e-02
## PL:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER         1.330588e-01  5.187031e-02
## AA:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER       1.234974e-01  4.284339e-02
## CBM:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER     -4.636690e-02 -1.162153e-01
## CE:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER       1.097699e-01  3.900835e-02
## GH:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER       8.156819e-02  1.171976e-02
## GT:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER       8.811971e-02  1.827128e-02
## PL:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER       1.094877e-01  2.829918e-02
## AA:CUPP-GT:dbCAN_4:HMMER                    3.904033e-02 -4.161370e-02
## CBM:CUPP-GT:dbCAN_4:HMMER                  -8.656896e-01 -9.355380e-01
## CE:CUPP-GT:dbCAN_4:HMMER                    4.574001e-02 -2.502152e-02
## GH:CUPP-GT:dbCAN_4:HMMER                    4.231150e-02 -2.753693e-02
## GT:CUPP-GT:dbCAN_4:HMMER                   -1.212426e-02 -8.197269e-02
## PL:CUPP-GT:dbCAN_4:HMMER                   -1.461510e-02 -9.580362e-02
## AA:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER        -3.935661e-03 -9.458798e-02
## CBM:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER       -9.659189e-02 -1.777804e-01
## CE:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER         1.559848e-03 -8.041555e-02
## GH:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER        -2.581725e-04 -8.144669e-02
## GT:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER         1.167023e-03 -8.002150e-02
## PL:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER         2.482270e-02 -6.630550e-02
## AA:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER       1.526129e-02 -7.539104e-02
## CBM:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER     -1.546030e-01 -2.357915e-01
## CE:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER       1.533742e-03 -8.044165e-02
## GH:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER      -2.666794e-02 -1.078565e-01
## GT:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER      -2.011642e-02 -1.013049e-01
## PL:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER       1.251564e-03 -8.987663e-02
## AA:CUPP-PL:dbCAN_4:HMMER                   -6.919581e-02 -1.598481e-01
## CBM:CUPP-PL:dbCAN_4:HMMER                  -9.739257e-01 -1.055114e+00
## CE:CUPP-PL:dbCAN_4:HMMER                   -6.249612e-02 -1.444715e-01
## GH:CUPP-PL:dbCAN_4:HMMER                   -6.592463e-02 -1.471131e-01
## GT:CUPP-PL:dbCAN_4:HMMER                   -1.203604e-01 -2.015489e-01
## PL:CUPP-PL:dbCAN_4:HMMER                   -1.228512e-01 -2.139794e-01
## CBM:dbCAN_4:DIAMOND-AA:dbCAN_4:DIAMOND     -9.265622e-02 -1.733103e-01
## CE:dbCAN_4:DIAMOND-AA:dbCAN_4:DIAMOND       5.495510e-03 -7.595056e-02
## GH:dbCAN_4:DIAMOND-AA:dbCAN_4:DIAMOND       3.677489e-03 -7.697654e-02
## GT:dbCAN_4:DIAMOND-AA:dbCAN_4:DIAMOND       5.102685e-03 -7.555134e-02
## PL:dbCAN_4:DIAMOND-AA:dbCAN_4:DIAMOND       2.875836e-02 -6.189397e-02
## AA:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND     1.919695e-02 -7.097699e-02
## CBM:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND   -1.506674e-01 -2.313214e-01
## CE:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND     5.469403e-03 -7.597666e-02
## GH:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND    -2.273228e-02 -1.033863e-01
## GT:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND    -1.618076e-02 -9.683478e-02
## PL:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND     5.187226e-03 -8.546510e-02
## AA:CUPP-AA:dbCAN_4:DIAMOND                 -6.526014e-02 -1.554341e-01
## CBM:CUPP-AA:dbCAN_4:DIAMOND                -9.699901e-01 -1.050644e+00
## CE:CUPP-AA:dbCAN_4:DIAMOND                 -5.856046e-02 -1.400065e-01
## GH:CUPP-AA:dbCAN_4:DIAMOND                 -6.198897e-02 -1.426430e-01
## GT:CUPP-AA:dbCAN_4:DIAMOND                 -1.164247e-01 -1.970788e-01
## PL:CUPP-AA:dbCAN_4:DIAMOND                 -1.189156e-01 -2.095679e-01
## CE:dbCAN_4:DIAMOND-CBM:dbCAN_4:DIAMOND      9.815173e-02  2.739021e-02
## GH:dbCAN_4:DIAMOND-CBM:dbCAN_4:DIAMOND      9.633371e-02  2.648528e-02
## GT:dbCAN_4:DIAMOND-CBM:dbCAN_4:DIAMOND      9.775891e-02  2.791047e-02
## PL:dbCAN_4:DIAMOND-CBM:dbCAN_4:DIAMOND      1.214146e-01  4.022606e-02
## AA:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND    1.118532e-01  3.119915e-02
## CBM:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND  -5.801114e-02 -1.278596e-01
## CE:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND    9.812563e-02  2.736410e-02
## GH:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND    6.992395e-02  7.551239e-05
## GT:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND    7.647547e-02  6.627031e-03
## PL:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND    9.784345e-02  1.665493e-02
## AA:CUPP-CBM:dbCAN_4:DIAMOND                 2.739608e-02 -5.325795e-02
## CBM:CUPP-CBM:dbCAN_4:DIAMOND               -8.773339e-01 -9.471823e-01
## CE:CUPP-CBM:dbCAN_4:DIAMOND                 3.409576e-02 -3.666577e-02
## GH:CUPP-CBM:dbCAN_4:DIAMOND                 3.066726e-02 -3.918118e-02
## GT:CUPP-CBM:dbCAN_4:DIAMOND                -2.376850e-02 -9.361694e-02
## PL:CUPP-CBM:dbCAN_4:DIAMOND                -2.625935e-02 -1.074479e-01
## GH:dbCAN_4:DIAMOND-CE:dbCAN_4:DIAMOND      -1.818021e-03 -7.257955e-02
## GT:dbCAN_4:DIAMOND-CE:dbCAN_4:DIAMOND      -3.928251e-04 -7.115435e-02
## PL:dbCAN_4:DIAMOND-CE:dbCAN_4:DIAMOND       2.326285e-02 -5.871255e-02
## AA:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND     1.370144e-02 -6.774463e-02
## CBM:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND   -1.561629e-01 -2.269244e-01
## CE:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND    -2.610693e-05 -7.168909e-02
## GH:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND    -2.822779e-02 -9.898931e-02
## GT:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND    -2.167627e-02 -9.243779e-02
## PL:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND    -3.082840e-04 -8.228368e-02
## AA:CUPP-CE:dbCAN_4:DIAMOND                 -7.075565e-02 -1.522017e-01
## CBM:CUPP-CE:dbCAN_4:DIAMOND                -9.754856e-01 -1.046247e+00
## CE:CUPP-CE:dbCAN_4:DIAMOND                 -6.405597e-02 -1.357190e-01
## GH:CUPP-CE:dbCAN_4:DIAMOND                 -6.748448e-02 -1.382460e-01
## GT:CUPP-CE:dbCAN_4:DIAMOND                 -1.219202e-01 -1.926818e-01
## PL:CUPP-CE:dbCAN_4:DIAMOND                 -1.244111e-01 -2.063865e-01
## GT:dbCAN_4:DIAMOND-GH:dbCAN_4:DIAMOND       1.425196e-03 -6.842324e-02
## PL:dbCAN_4:DIAMOND-GH:dbCAN_4:DIAMOND       2.508087e-02 -5.610765e-02
## AA:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND     1.551946e-02 -6.513457e-02
## CBM:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND   -1.543449e-01 -2.241933e-01
## CE:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND     1.791914e-03 -6.896961e-02
## GH:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND    -2.640976e-02 -9.625820e-02
## GT:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND    -1.985825e-02 -8.970668e-02
## PL:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND     1.509737e-03 -7.967878e-02
## AA:CUPP-GH:dbCAN_4:DIAMOND                 -6.893763e-02 -1.495917e-01
## CBM:CUPP-GH:dbCAN_4:DIAMOND                -9.736676e-01 -1.043516e+00
## CE:CUPP-GH:dbCAN_4:DIAMOND                 -6.223795e-02 -1.329995e-01
## GH:CUPP-GH:dbCAN_4:DIAMOND                 -6.566646e-02 -1.355149e-01
## GT:CUPP-GH:dbCAN_4:DIAMOND                 -1.201022e-01 -1.899507e-01
## PL:CUPP-GH:dbCAN_4:DIAMOND                 -1.225931e-01 -2.037816e-01
## PL:dbCAN_4:DIAMOND-GT:dbCAN_4:DIAMOND       2.365567e-02 -5.753285e-02
## AA:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND     1.409426e-02 -6.655976e-02
## CBM:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND   -1.557701e-01 -2.256185e-01
## CE:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND     3.667181e-04 -7.039481e-02
## GH:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND    -2.783496e-02 -9.768340e-02
## GT:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND    -2.128344e-02 -9.113188e-02
## PL:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND     8.454105e-05 -8.110398e-02
## AA:CUPP-GT:dbCAN_4:DIAMOND                 -7.036283e-02 -1.510169e-01
## CBM:CUPP-GT:dbCAN_4:DIAMOND                -9.750928e-01 -1.044941e+00
## CE:CUPP-GT:dbCAN_4:DIAMOND                 -6.366315e-02 -1.344247e-01
## GH:CUPP-GT:dbCAN_4:DIAMOND                 -6.709165e-02 -1.369401e-01
## GT:CUPP-GT:dbCAN_4:DIAMOND                 -1.215274e-01 -1.913758e-01
## PL:CUPP-GT:dbCAN_4:DIAMOND                 -1.240183e-01 -2.052068e-01
## AA:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND    -9.561407e-03 -1.002137e-01
## CBM:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND   -1.794257e-01 -2.606142e-01
## CE:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND    -2.328895e-02 -1.052643e-01
## GH:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND    -5.149063e-02 -1.326792e-01
## GT:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND    -4.493911e-02 -1.261276e-01
## PL:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND    -2.357113e-02 -1.146993e-01
## AA:CUPP-PL:dbCAN_4:DIAMOND                 -9.401850e-02 -1.846708e-01
## CBM:CUPP-PL:dbCAN_4:DIAMOND                -9.987484e-01 -1.079937e+00
## CE:CUPP-PL:dbCAN_4:DIAMOND                 -8.731882e-02 -1.692942e-01
## GH:CUPP-PL:dbCAN_4:DIAMOND                 -9.074732e-02 -1.719358e-01
## GT:CUPP-PL:dbCAN_4:DIAMOND                 -1.451831e-01 -2.263716e-01
## PL:CUPP-PL:dbCAN_4:DIAMOND                 -1.476739e-01 -2.388021e-01
## CBM:dbCAN_4:dbCAN-sub-AA:dbCAN_4:dbCAN-sub -1.698643e-01 -2.505183e-01
## CE:dbCAN_4:dbCAN-sub-AA:dbCAN_4:dbCAN-sub  -1.372755e-02 -9.517361e-02
## GH:dbCAN_4:dbCAN-sub-AA:dbCAN_4:dbCAN-sub  -4.192923e-02 -1.225833e-01
## GT:dbCAN_4:dbCAN-sub-AA:dbCAN_4:dbCAN-sub  -3.537771e-02 -1.160317e-01
## PL:dbCAN_4:dbCAN-sub-AA:dbCAN_4:dbCAN-sub  -1.400972e-02 -1.046620e-01
## AA:CUPP-AA:dbCAN_4:dbCAN-sub               -8.445709e-02 -1.746310e-01
## CBM:CUPP-AA:dbCAN_4:dbCAN-sub              -9.891870e-01 -1.069841e+00
## CE:CUPP-AA:dbCAN_4:dbCAN-sub               -7.775741e-02 -1.592035e-01
## GH:CUPP-AA:dbCAN_4:dbCAN-sub               -8.118592e-02 -1.618399e-01
## GT:CUPP-AA:dbCAN_4:dbCAN-sub               -1.356217e-01 -2.162757e-01
## PL:CUPP-AA:dbCAN_4:dbCAN-sub               -1.381125e-01 -2.287648e-01
## CE:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:dbCAN-sub  1.561368e-01  8.537524e-02
## GH:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:dbCAN-sub  1.279351e-01  5.808665e-02
## GT:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:dbCAN-sub  1.344866e-01  6.463817e-02
## PL:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:dbCAN-sub  1.558546e-01  7.466607e-02
## AA:CUPP-CBM:dbCAN_4:dbCAN-sub               8.540722e-02  4.753195e-03
## CBM:CUPP-CBM:dbCAN_4:dbCAN-sub             -8.193227e-01 -8.891711e-01
## CE:CUPP-CBM:dbCAN_4:dbCAN-sub               9.210690e-02  2.134538e-02
## GH:CUPP-CBM:dbCAN_4:dbCAN-sub               8.867840e-02  1.882996e-02
## GT:CUPP-CBM:dbCAN_4:dbCAN-sub               3.424264e-02 -3.560580e-02
## PL:CUPP-CBM:dbCAN_4:dbCAN-sub               3.175180e-02 -4.943672e-02
## GH:dbCAN_4:dbCAN-sub-CE:dbCAN_4:dbCAN-sub  -2.820168e-02 -9.896321e-02
## GT:dbCAN_4:dbCAN-sub-CE:dbCAN_4:dbCAN-sub  -2.165016e-02 -9.241169e-02
## PL:dbCAN_4:dbCAN-sub-CE:dbCAN_4:dbCAN-sub  -2.821771e-04 -8.225757e-02
## AA:CUPP-CE:dbCAN_4:dbCAN-sub               -7.072955e-02 -1.521756e-01
## CBM:CUPP-CE:dbCAN_4:dbCAN-sub              -9.754595e-01 -1.046221e+00
## CE:CUPP-CE:dbCAN_4:dbCAN-sub               -6.402987e-02 -1.356928e-01
## GH:CUPP-CE:dbCAN_4:dbCAN-sub               -6.745837e-02 -1.382199e-01
## GT:CUPP-CE:dbCAN_4:dbCAN-sub               -1.218941e-01 -1.926557e-01
## PL:CUPP-CE:dbCAN_4:dbCAN-sub               -1.243850e-01 -2.063604e-01
## GT:dbCAN_4:dbCAN-sub-GH:dbCAN_4:dbCAN-sub   6.551519e-03 -6.329692e-02
## PL:dbCAN_4:dbCAN-sub-GH:dbCAN_4:dbCAN-sub   2.791950e-02 -5.326902e-02
## AA:CUPP-GH:dbCAN_4:dbCAN-sub               -4.252787e-02 -1.231819e-01
## CBM:CUPP-GH:dbCAN_4:dbCAN-sub              -9.472578e-01 -1.017106e+00
## CE:CUPP-GH:dbCAN_4:dbCAN-sub               -3.582819e-02 -1.065897e-01
## GH:CUPP-GH:dbCAN_4:dbCAN-sub               -3.925669e-02 -1.091051e-01
## GT:CUPP-GH:dbCAN_4:dbCAN-sub               -9.369245e-02 -1.635409e-01
## PL:CUPP-GH:dbCAN_4:dbCAN-sub               -9.618330e-02 -1.773718e-01
## PL:dbCAN_4:dbCAN-sub-GT:dbCAN_4:dbCAN-sub   2.136798e-02 -5.982054e-02
## AA:CUPP-GT:dbCAN_4:dbCAN-sub               -4.907939e-02 -1.297334e-01
## CBM:CUPP-GT:dbCAN_4:dbCAN-sub              -9.538093e-01 -1.023658e+00
## CE:CUPP-GT:dbCAN_4:dbCAN-sub               -4.237971e-02 -1.131412e-01
## GH:CUPP-GT:dbCAN_4:dbCAN-sub               -4.580821e-02 -1.156566e-01
## GT:CUPP-GT:dbCAN_4:dbCAN-sub               -1.002440e-01 -1.700924e-01
## PL:CUPP-GT:dbCAN_4:dbCAN-sub               -1.027348e-01 -1.839233e-01
## AA:CUPP-PL:dbCAN_4:dbCAN-sub               -7.044737e-02 -1.610997e-01
## CBM:CUPP-PL:dbCAN_4:dbCAN-sub              -9.751773e-01 -1.056366e+00
## CE:CUPP-PL:dbCAN_4:dbCAN-sub               -6.374769e-02 -1.457231e-01
## GH:CUPP-PL:dbCAN_4:dbCAN-sub               -6.717619e-02 -1.483647e-01
## GT:CUPP-PL:dbCAN_4:dbCAN-sub               -1.216120e-01 -2.028005e-01
## PL:CUPP-PL:dbCAN_4:dbCAN-sub               -1.241028e-01 -2.152310e-01
## CBM:CUPP-AA:CUPP                           -9.047299e-01 -9.853840e-01
## CE:CUPP-AA:CUPP                             6.699681e-03 -7.474638e-02
## GH:CUPP-AA:CUPP                             3.271178e-03 -7.738285e-02
## GT:CUPP-AA:CUPP                            -5.116458e-02 -1.318186e-01
## PL:CUPP-AA:CUPP                            -5.365543e-02 -1.443077e-01
## CE:CUPP-CBM:CUPP                            9.114296e-01  8.406681e-01
## GH:CUPP-CBM:CUPP                            9.080011e-01  8.381527e-01
## GT:CUPP-CBM:CUPP                            8.535654e-01  7.837169e-01
## PL:CUPP-CBM:CUPP                            8.510745e-01  7.698860e-01
## GH:CUPP-CE:CUPP                            -3.428503e-03 -7.419003e-02
## GT:CUPP-CE:CUPP                            -5.786426e-02 -1.286258e-01
## PL:CUPP-CE:CUPP                            -6.035511e-02 -1.423305e-01
## GT:CUPP-GH:CUPP                            -5.443576e-02 -1.242842e-01
## PL:CUPP-GH:CUPP                            -5.692660e-02 -1.381151e-01
## PL:CUPP-GT:CUPP                            -2.490844e-03 -8.367936e-02
##                                                      upr     p adj
## CBM:dbCAN_4-AA:dbCAN_4                     -0.1135466841 0.0000000
## CE:dbCAN_4-AA:dbCAN_4                       0.0660138556 1.0000000
## GH:dbCAN_4-AA:dbCAN_4                       0.0369994688 0.9738617
## GT:dbCAN_4-AA:dbCAN_4                       0.0447871104 0.9986049
## PL:dbCAN_4-AA:dbCAN_4                       0.0708929295 1.0000000
## AA:dbCAN_4:HMMER-AA:dbCAN_4                 0.0844770941 1.0000000
## CBM:dbCAN_4:HMMER-AA:dbCAN_4               -0.4389909905 0.0000000
## CE:dbCAN_4:HMMER-AA:dbCAN_4                 0.0406535800 0.9909198
## GH:dbCAN_4:HMMER-AA:dbCAN_4                 0.0071421792 0.1402437
## GT:dbCAN_4:HMMER-AA:dbCAN_4                -0.0473414985 0.0000013
## PL:dbCAN_4:HMMER-AA:dbCAN_4                 0.0708929295 1.0000000
## AA:dbCAN_4:DIAMOND-AA:dbCAN_4               0.0664788886 1.0000000
## CBM:dbCAN_4:DIAMOND-AA:dbCAN_4             -0.0356972529 0.0000287
## CE:dbCAN_4:DIAMOND-AA:dbCAN_4               0.0632465206 1.0000000
## GH:dbCAN_4:DIAMOND-AA:dbCAN_4               0.0606364607 1.0000000
## GT:dbCAN_4:DIAMOND-AA:dbCAN_4               0.0620616567 1.0000000
## PL:dbCAN_4:DIAMOND-AA:dbCAN_4               0.0957156245 1.0000000
## AA:dbCAN_4:dbCAN-sub-AA:dbCAN_4             0.0856758375 1.0000000
## CBM:dbCAN_4:dbCAN-sub-AA:dbCAN_4           -0.0937083946 0.0000000
## CE:dbCAN_4:dbCAN-sub-AA:dbCAN_4             0.0632204137 1.0000000
## GH:dbCAN_4:dbCAN-sub-AA:dbCAN_4             0.0342266959 0.9452054
## GT:dbCAN_4:dbCAN-sub-AA:dbCAN_4             0.0407782148 0.9924883
## PL:dbCAN_4:dbCAN-sub-AA:dbCAN_4             0.0721444940 1.0000000
## AA:CUPP-AA:dbCAN_4                          0.0012187437 0.0592357
## CBM:CUPP-AA:dbCAN_4                        -0.9130311072 0.0000000
## CE:CUPP-AA:dbCAN_4                         -0.0008094526 0.0440244
## GH:CUPP-AA:dbCAN_4                         -0.0050299950 0.0217098
## GT:CUPP-AA:dbCAN_4                         -0.0594657555 0.0000000
## PL:CUPP-AA:dbCAN_4                         -0.0519583032 0.0000018
## CE:dbCAN_4-CBM:dbCAN_4                      0.2495300274 0.0000000
## GH:dbCAN_4-CBM:dbCAN_4                      0.2203945893 0.0000000
## GT:dbCAN_4-CBM:dbCAN_4                      0.2281822309 0.0000000
## PL:dbCAN_4-CBM:dbCAN_4                      0.2556298369 0.0000000
## AA:dbCAN_4:HMMER-CBM:dbCAN_4                0.2691578888 0.0000000
## CBM:dbCAN_4:HMMER-CBM:dbCAN_4              -0.2555958700 0.0000000
## CE:dbCAN_4:HMMER-CBM:dbCAN_4                0.2241697517 0.0000000
## GH:dbCAN_4:HMMER-CBM:dbCAN_4                0.1905372997 0.0000000
## GT:dbCAN_4:HMMER-CBM:dbCAN_4                0.1360536220 0.0939362
## PL:dbCAN_4:HMMER-CBM:dbCAN_4                0.2556298369 0.0000000
## AA:dbCAN_4:DIAMOND-CBM:dbCAN_4              0.2511596833 0.0000000
## CBM:dbCAN_4:DIAMOND-CBM:dbCAN_4             0.1476978676 0.0101538
## CE:dbCAN_4:DIAMOND-CBM:dbCAN_4              0.2467626924 0.0000000
## GH:dbCAN_4:DIAMOND-CBM:dbCAN_4              0.2440315812 0.0000000
## GT:dbCAN_4:DIAMOND-CBM:dbCAN_4              0.2454567772 0.0000000
## PL:dbCAN_4:DIAMOND-CBM:dbCAN_4              0.2804525319 0.0000000
## AA:dbCAN_4:dbCAN-sub-CBM:dbCAN_4            0.2703566322 0.0000000
## CBM:dbCAN_4:dbCAN-sub-CBM:dbCAN_4           0.0896867259 0.9999999
## CE:dbCAN_4:dbCAN-sub-CBM:dbCAN_4            0.2467365855 0.0000000
## GH:dbCAN_4:dbCAN-sub-CBM:dbCAN_4            0.2176218164 0.0000000
## GT:dbCAN_4:dbCAN-sub-CBM:dbCAN_4            0.2241733353 0.0000000
## PL:dbCAN_4:dbCAN-sub-CBM:dbCAN_4            0.2568814014 0.0000000
## AA:CUPP-CBM:dbCAN_4                         0.1858995384 0.0004166
## CBM:CUPP-CBM:dbCAN_4                       -0.7296359868 0.0000000
## CE:CUPP-CBM:dbCAN_4                         0.1827067192 0.0000014
## GH:CUPP-CBM:dbCAN_4                         0.1783651255 0.0000027
## GT:CUPP-CBM:dbCAN_4                         0.1239293650 0.4583074
## PL:CUPP-CBM:dbCAN_4                         0.1327786042 0.8514206
## GH:dbCAN_4-CE:dbCAN_4                       0.0425391787 0.9998028
## GT:dbCAN_4-CE:dbCAN_4                       0.0503268202 0.9999998
## PL:dbCAN_4-CE:dbCAN_4                       0.0776482109 1.0000000
## AA:dbCAN_4:HMMER-CE:dbCAN_4                 0.0911814269 1.0000000
## CBM:dbCAN_4:HMMER-CE:dbCAN_4               -0.4334512806 0.0000000
## CE:dbCAN_4:HMMER-CE:dbCAN_4                 0.0463027079 0.9999818
## GH:dbCAN_4:HMMER-CE:dbCAN_4                 0.0126818891 0.3261698
## GT:dbCAN_4:HMMER-CE:dbCAN_4                -0.0418017886 0.0000012
## PL:dbCAN_4:HMMER-CE:dbCAN_4                 0.0776482109 1.0000000
## AA:dbCAN_4:DIAMOND-CE:dbCAN_4               0.0731832214 1.0000000
## CBM:dbCAN_4:DIAMOND-CE:dbCAN_4             -0.0301575430 0.0000401
## CE:dbCAN_4:DIAMOND-CE:dbCAN_4               0.0688956486 1.0000000
## GH:dbCAN_4:DIAMOND-CE:dbCAN_4               0.0661761706 1.0000000
## GT:dbCAN_4:DIAMOND-CE:dbCAN_4               0.0676013665 1.0000000
## PL:dbCAN_4:DIAMOND-CE:dbCAN_4               0.1024709059 1.0000000
## AA:dbCAN_4:dbCAN-sub-CE:dbCAN_4             0.0923801702 1.0000000
## CBM:dbCAN_4:dbCAN-sub-CE:dbCAN_4           -0.0881686848 0.0000000
## CE:dbCAN_4:dbCAN-sub-CE:dbCAN_4             0.0688695417 1.0000000
## GH:dbCAN_4:dbCAN-sub-CE:dbCAN_4             0.0397664057 0.9989231
## GT:dbCAN_4:dbCAN-sub-CE:dbCAN_4             0.0463179246 0.9999890
## PL:dbCAN_4:dbCAN-sub-CE:dbCAN_4             0.0788997753 1.0000000
## AA:CUPP-CE:dbCAN_4                          0.0079230764 0.1536120
## CBM:CUPP-CE:dbCAN_4                        -0.9074913974 0.0000000
## CE:CUPP-CE:dbCAN_4                          0.0048396754 0.1117200
## GH:CUPP-CE:dbCAN_4                          0.0005097148 0.0547556
## GT:CUPP-CE:dbCAN_4                         -0.0539260456 0.0000000
## PL:CUPP-CE:dbCAN_4                         -0.0452030218 0.0000028
## GT:dbCAN_4-GH:dbCAN_4                       0.0776360779 1.0000000
## PL:dbCAN_4-GH:dbCAN_4                       0.1050836839 0.9999997
## AA:dbCAN_4:HMMER-GH:dbCAN_4                 0.1186117358 0.9964676
## CBM:dbCAN_4:HMMER-GH:dbCAN_4               -0.4061420230 0.0000000
## CE:dbCAN_4:HMMER-GH:dbCAN_4                 0.0736235988 1.0000000
## GH:dbCAN_4:HMMER-GH:dbCAN_4                 0.0399911468 0.9992972
## GT:dbCAN_4:HMMER-GH:dbCAN_4                -0.0144925310 0.0023093
## PL:dbCAN_4:HMMER-GH:dbCAN_4                 0.1050836839 0.9999997
## AA:dbCAN_4:DIAMOND-GH:dbCAN_4               0.1006135303 1.0000000
## CBM:dbCAN_4:DIAMOND-GH:dbCAN_4             -0.0028482853 0.0292525
## CE:dbCAN_4:DIAMOND-GH:dbCAN_4               0.0962165394 0.9999744
## GH:dbCAN_4:DIAMOND-GH:dbCAN_4               0.0934854283 0.9999929
## GT:dbCAN_4:DIAMOND-GH:dbCAN_4               0.0949106242 0.9999757
## PL:dbCAN_4:DIAMOND-GH:dbCAN_4               0.1299063790 0.9142136
## AA:dbCAN_4:dbCAN-sub-GH:dbCAN_4             0.1198104792 0.9942807
## CBM:dbCAN_4:dbCAN-sub-GH:dbCAN_4           -0.0608594271 0.0000000
## CE:dbCAN_4:dbCAN-sub-GH:dbCAN_4             0.0961904325 0.9999749
## GH:dbCAN_4:dbCAN-sub-GH:dbCAN_4             0.0670756634 1.0000000
## GT:dbCAN_4:dbCAN-sub-GH:dbCAN_4             0.0736271823 1.0000000
## PL:dbCAN_4:dbCAN-sub-GH:dbCAN_4             0.1063352484 0.9999990
## AA:CUPP-GH:dbCAN_4                          0.0353533854 0.9587747
## CBM:CUPP-GH:dbCAN_4                        -0.8801821397 0.0000000
## CE:CUPP-GH:dbCAN_4                          0.0321605662 0.9711423
## GH:CUPP-GH:dbCAN_4                          0.0278189725 0.9117413
## GT:CUPP-GH:dbCAN_4                         -0.0266167879 0.0000983
## PL:CUPP-GH:dbCAN_4                         -0.0177675488 0.0019068
## PL:dbCAN_4-GT:dbCAN_4                       0.0972960424 1.0000000
## AA:dbCAN_4:HMMER-GT:dbCAN_4                 0.1108240943 0.9999434
## CBM:dbCAN_4:HMMER-GT:dbCAN_4               -0.4139296645 0.0000000
## CE:dbCAN_4:HMMER-GT:dbCAN_4                 0.0658359572 1.0000000
## GH:dbCAN_4:HMMER-GT:dbCAN_4                 0.0322035052 0.9752506
## GT:dbCAN_4:HMMER-GT:dbCAN_4                -0.0222801725 0.0003212
## PL:dbCAN_4:HMMER-GT:dbCAN_4                 0.0972960424 1.0000000
## AA:dbCAN_4:DIAMOND-GT:dbCAN_4               0.0928258888 1.0000000
## CBM:dbCAN_4:DIAMOND-GT:dbCAN_4             -0.0106359269 0.0056731
## CE:dbCAN_4:DIAMOND-GT:dbCAN_4               0.0884288979 1.0000000
## GH:dbCAN_4:DIAMOND-GT:dbCAN_4               0.0856977867 1.0000000
## GT:dbCAN_4:DIAMOND-GT:dbCAN_4               0.0871229826 1.0000000
## PL:dbCAN_4:DIAMOND-GT:dbCAN_4               0.1221187374 0.9900218
## AA:dbCAN_4:dbCAN-sub-GT:dbCAN_4             0.1120228377 0.9998782
## CBM:dbCAN_4:dbCAN-sub-GT:dbCAN_4           -0.0686470687 0.0000000
## CE:dbCAN_4:dbCAN-sub-GT:dbCAN_4             0.0884027910 1.0000000
## GH:dbCAN_4:dbCAN-sub-GT:dbCAN_4             0.0592880218 1.0000000
## GT:dbCAN_4:dbCAN-sub-GT:dbCAN_4             0.0658395408 1.0000000
## PL:dbCAN_4:dbCAN-sub-GT:dbCAN_4             0.0985476068 1.0000000
## AA:CUPP-GT:dbCAN_4                          0.0275657438 0.7998152
## CBM:CUPP-GT:dbCAN_4                        -0.8879697813 0.0000000
## CE:CUPP-GT:dbCAN_4                          0.0243729246 0.8062612
## GH:CUPP-GT:dbCAN_4                          0.0200313309 0.6468514
## GT:CUPP-GT:dbCAN_4                         -0.0344044295 0.0000101
## PL:CUPP-GT:dbCAN_4                         -0.0255551903 0.0003473
## AA:dbCAN_4:HMMER-PL:dbCAN_4                 0.1047148677 1.0000000
## CBM:dbCAN_4:HMMER-PL:dbCAN_4               -0.4186971042 0.0000000
## CE:dbCAN_4:HMMER-PL:dbCAN_4                 0.0609423021 1.0000000
## GH:dbCAN_4:HMMER-PL:dbCAN_4                 0.0274360655 0.7903055
## GT:dbCAN_4:HMMER-PL:dbCAN_4                -0.0270476122 0.0002464
## PL:dbCAN_4:HMMER-PL:dbCAN_4                 0.0911281918 1.0000000
## AA:dbCAN_4:DIAMOND-PL:dbCAN_4               0.0867166622 1.0000000
## CBM:dbCAN_4:DIAMOND-PL:dbCAN_4             -0.0154033666 0.0031018
## CE:dbCAN_4:DIAMOND-PL:dbCAN_4               0.0835352428 1.0000000
## GH:dbCAN_4:DIAMOND-PL:dbCAN_4               0.0809303470 1.0000000
## GT:dbCAN_4:DIAMOND-PL:dbCAN_4               0.0823555429 1.0000000
## PL:dbCAN_4:DIAMOND-PL:dbCAN_4               0.1159508868 0.9999999
## AA:dbCAN_4:dbCAN-sub-PL:dbCAN_4             0.1059136110 1.0000000
## CBM:dbCAN_4:dbCAN-sub-PL:dbCAN_4           -0.0734145084 0.0000000
## CE:dbCAN_4:dbCAN-sub-PL:dbCAN_4             0.0835091359 1.0000000
## GH:dbCAN_4:dbCAN-sub-PL:dbCAN_4             0.0545205821 0.9999963
## GT:dbCAN_4:dbCAN-sub-PL:dbCAN_4             0.0610721011 1.0000000
## PL:dbCAN_4:dbCAN-sub-PL:dbCAN_4             0.0923797562 1.0000000
## AA:CUPP-PL:dbCAN_4                          0.0214565172 0.4917317
## CBM:CUPP-PL:dbCAN_4                        -0.8927372210 0.0000000
## CE:CUPP-PL:dbCAN_4                          0.0194792696 0.4946046
## GH:CUPP-PL:dbCAN_4                          0.0152638912 0.3495614
## GT:CUPP-PL:dbCAN_4                         -0.0391718692 0.0000126
## PL:CUPP-PL:dbCAN_4                         -0.0317230409 0.0001856
## CBM:dbCAN_4:HMMER-AA:dbCAN_4:HMMER         -0.4332941410 0.0000000
## CE:dbCAN_4:HMMER-AA:dbCAN_4:HMMER           0.0463504294 0.9991902
## GH:dbCAN_4:HMMER-AA:dbCAN_4:HMMER           0.0128390287 0.2761480
## GT:dbCAN_4:HMMER-AA:dbCAN_4:HMMER          -0.0416446490 0.0000061
## PL:dbCAN_4:HMMER-AA:dbCAN_4:HMMER           0.0765897790 1.0000000
## AA:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER         0.0721757381 1.0000000
## CBM:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER       -0.0300004034 0.0001173
## CE:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER         0.0689433701 1.0000000
## GH:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER         0.0663333102 1.0000000
## GT:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER         0.0677585061 1.0000000
## PL:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER         0.1014124740 1.0000000
## AA:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER       0.0913726870 1.0000000
## CBM:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER     -0.0880115452 0.0000000
## CE:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER       0.0689172631 1.0000000
## GH:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER       0.0399235453 0.9897737
## GT:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER       0.0464750643 0.9993975
## PL:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER       0.0778413434 1.0000000
## AA:CUPP-AA:dbCAN_4:HMMER                    0.0069155931 0.1235263
## CBM:CUPP-AA:dbCAN_4:HMMER                  -0.9073342578 0.0000000
## CE:CUPP-AA:dbCAN_4:HMMER                    0.0048873968 0.1027046
## GH:CUPP-AA:dbCAN_4:HMMER                    0.0006668544 0.0554905
## GT:CUPP-AA:dbCAN_4:HMMER                   -0.0537689060 0.0000002
## PL:CUPP-AA:dbCAN_4:HMMER                   -0.0462614537 0.0000070
## CE:dbCAN_4:HMMER-CBM:dbCAN_4:HMMER          0.5496140581 0.0000000
## GH:dbCAN_4:HMMER-CBM:dbCAN_4:HMMER          0.5159816061 0.0000000
## GT:dbCAN_4:HMMER-CBM:dbCAN_4:HMMER          0.4614979284 0.0000000
## PL:dbCAN_4:HMMER-CBM:dbCAN_4:HMMER          0.5810741433 0.0000000
## AA:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER        0.5766039897 0.0000000
## CBM:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER       0.4731421740 0.0000000
## CE:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER        0.5722069988 0.0000000
## GH:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER        0.5694758876 0.0000000
## GT:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER        0.5709010835 0.0000000
## PL:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER        0.6058968383 0.0000000
## AA:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER      0.5958009385 0.0000000
## CBM:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER     0.4151310322 0.0000000
## CE:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER      0.5721808918 0.0000000
## GH:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER      0.5430661227 0.0000000
## GT:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER      0.5496176416 0.0000000
## PL:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER      0.5823257077 0.0000000
## AA:CUPP-CBM:dbCAN_4:HMMER                   0.5113438447 0.0000000
## CBM:CUPP-CBM:dbCAN_4:HMMER                 -0.4041916804 0.0000000
## CE:CUPP-CBM:dbCAN_4:HMMER                   0.5081510255 0.0000000
## GH:CUPP-CBM:dbCAN_4:HMMER                   0.5038094318 0.0000000
## GT:CUPP-CBM:dbCAN_4:HMMER                   0.4493736714 0.0000000
## PL:CUPP-CBM:dbCAN_4:HMMER                   0.4582229106 0.0000000
## GH:dbCAN_4:HMMER-CE:dbCAN_4:HMMER           0.0380421648 0.9973370
## GT:dbCAN_4:HMMER-CE:dbCAN_4:HMMER          -0.0164415130 0.0015141
## PL:dbCAN_4:HMMER-CE:dbCAN_4:HMMER           0.1030084866 1.0000000
## AA:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER         0.0985434971 1.0000000
## CBM:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER       -0.0047972673 0.0201104
## CE:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER         0.0942559243 0.9999985
## GH:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER         0.0915364463 0.9999997
## GT:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER         0.0929616422 0.9999987
## PL:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER         0.1278311816 0.9607275
## AA:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER       0.1177404459 0.9985550
## CBM:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER     -0.0628084091 0.0000000
## CE:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER       0.0942298174 0.9999985
## GH:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER       0.0651266814 1.0000000
## GT:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER       0.0716782003 1.0000000
## PL:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER       0.1042600510 1.0000000
## AA:CUPP-CE:dbCAN_4:HMMER                    0.0332833521 0.9263877
## CBM:CUPP-CE:dbCAN_4:HMMER                  -0.8821311217 0.0000000
## CE:CUPP-CE:dbCAN_4:HMMER                    0.0301999510 0.9419710
## GH:CUPP-CE:dbCAN_4:HMMER                    0.0258699905 0.8535522
## GT:CUPP-CE:dbCAN_4:HMMER                   -0.0285657699 0.0000629
## PL:CUPP-CE:dbCAN_4:HMMER                   -0.0198427461 0.0012804
## GT:dbCAN_4:HMMER-GH:dbCAN_4:HMMER           0.0153647586 0.4409712
## PL:dbCAN_4:HMMER-GH:dbCAN_4:HMMER           0.1349409735 0.7903055
## AA:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER         0.1304708199 0.8856723
## CBM:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER        0.0270090043 0.8932073
## CE:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER         0.1260738290 0.4360650
## GH:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER         0.1233427179 0.4838913
## GT:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER         0.1247679138 0.4224609
## PL:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER         0.1597636686 0.0743486
## AA:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER       0.1496677688 0.2422313
## CBM:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER     -0.0310021375 0.0000280
## CE:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER       0.1260477221 0.4371639
## GH:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER       0.0969329530 0.9998851
## GT:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER       0.1034844719 0.9949476
## PL:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER       0.1361925380 0.7501291
## AA:CUPP-GH:dbCAN_4:HMMER                    0.0652106750 1.0000000
## CBM:CUPP-GH:dbCAN_4:HMMER                  -0.8503248501 0.0000000
## CE:CUPP-GH:dbCAN_4:HMMER                    0.0620178558 1.0000000
## GH:CUPP-GH:dbCAN_4:HMMER                    0.0576762621 1.0000000
## GT:CUPP-GH:dbCAN_4:HMMER                    0.0032405017 0.0878901
## PL:CUPP-GH:dbCAN_4:HMMER                    0.0120897408 0.2523964
## PL:dbCAN_4:HMMER-GT:dbCAN_4:HMMER           0.1894246513 0.0002464
## AA:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER         0.1849544977 0.0005161
## CBM:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER        0.0814926820 1.0000000
## CE:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER         0.1805575068 0.0000028
## GH:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER         0.1778263956 0.0000032
## GT:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER         0.1792515915 0.0000021
## PL:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER         0.2142473463 0.0000004
## AA:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER       0.2041514465 0.0000044
## CBM:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER      0.0234815402 0.7859038
## CE:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER       0.1805313998 0.0000029
## GH:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER       0.1514166307 0.0044311
## GT:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER       0.1579681497 0.0009095
## PL:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER       0.1906762157 0.0001840
## AA:CUPP-GT:dbCAN_4:HMMER                    0.1196943527 0.9945332
## CBM:CUPP-GT:dbCAN_4:HMMER                  -0.7958411724 0.0000000
## CE:CUPP-GT:dbCAN_4:HMMER                    0.1165015335 0.8276371
## GH:CUPP-GT:dbCAN_4:HMMER                    0.1121599398 0.9055501
## GT:CUPP-GT:dbCAN_4:HMMER                    0.0577241794 1.0000000
## PL:CUPP-GT:dbCAN_4:HMMER                    0.0665734186 1.0000000
## AA:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER         0.0867166622 1.0000000
## CBM:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER       -0.0154033666 0.0031018
## CE:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER         0.0835352428 1.0000000
## GH:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER         0.0809303470 1.0000000
## GT:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER         0.0823555429 1.0000000
## PL:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER         0.1159508868 0.9999999
## AA:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER       0.1059136110 1.0000000
## CBM:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER     -0.0734145084 0.0000000
## CE:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER       0.0835091359 1.0000000
## GH:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER       0.0545205821 0.9999963
## GT:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER       0.0610721011 1.0000000
## PL:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER       0.0923797562 1.0000000
## AA:CUPP-PL:dbCAN_4:HMMER                    0.0214565172 0.4917317
## CBM:CUPP-PL:dbCAN_4:HMMER                  -0.8927372210 0.0000000
## CE:CUPP-PL:dbCAN_4:HMMER                    0.0194792696 0.4946046
## GH:CUPP-PL:dbCAN_4:HMMER                    0.0152638912 0.3495614
## GT:CUPP-PL:dbCAN_4:HMMER                   -0.0391718692 0.0000126
## PL:CUPP-PL:dbCAN_4:HMMER                   -0.0317230409 0.0001856
## CBM:dbCAN_4:DIAMOND-AA:dbCAN_4:DIAMOND     -0.0120021979 0.0059909
## CE:dbCAN_4:DIAMOND-AA:dbCAN_4:DIAMOND       0.0869415756 1.0000000
## GH:dbCAN_4:DIAMOND-AA:dbCAN_4:DIAMOND       0.0843315157 1.0000000
## GT:dbCAN_4:DIAMOND-AA:dbCAN_4:DIAMOND       0.0857567116 1.0000000
## PL:dbCAN_4:DIAMOND-AA:dbCAN_4:DIAMOND       0.1194106795 0.9999983
## AA:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND     0.1093708925 1.0000000
## CBM:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND   -0.0700133397 0.0000000
## CE:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND     0.0869154686 1.0000000
## GH:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND     0.0579217508 0.9999999
## GT:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND     0.0644732698 1.0000000
## PL:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND     0.0958395489 1.0000000
## AA:CUPP-AA:dbCAN_4:DIAMOND                  0.0249137986 0.6147145
## CBM:CUPP-AA:dbCAN_4:DIAMOND                -0.8893360523 0.0000000
## CE:CUPP-AA:dbCAN_4:DIAMOND                  0.0228856023 0.6291831
## GH:CUPP-AA:dbCAN_4:DIAMOND                  0.0186650599 0.4755784
## GT:CUPP-AA:dbCAN_4:DIAMOND                 -0.0357707005 0.0000282
## PL:CUPP-AA:dbCAN_4:DIAMOND                 -0.0282632482 0.0003670
## CE:dbCAN_4:DIAMOND-CBM:dbCAN_4:DIAMOND      0.1689132612 0.0000874
## GH:dbCAN_4:DIAMOND-CBM:dbCAN_4:DIAMOND      0.1661821500 0.0001020
## GT:dbCAN_4:DIAMOND-CBM:dbCAN_4:DIAMOND      0.1676073459 0.0000683
## PL:dbCAN_4:DIAMOND-CBM:dbCAN_4:DIAMOND      0.2026031007 0.0000095
## AA:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND    0.1925072009 0.0000878
## CBM:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND   0.0118372946 0.3012306
## CE:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND    0.1688871542 0.0000880
## GH:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND    0.1397723851 0.0493178
## GT:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND    0.1463239040 0.0136077
## PL:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND    0.1790319701 0.0024018
## AA:CUPP-CBM:dbCAN_4:DIAMOND                 0.1080501071 0.9999923
## CBM:CUPP-CBM:dbCAN_4:DIAMOND               -0.8074854180 0.0000000
## CE:CUPP-CBM:dbCAN_4:DIAMOND                 0.1048572879 0.9949018
## GH:CUPP-CBM:dbCAN_4:DIAMOND                 0.1005156942 0.9988785
## GT:CUPP-CBM:dbCAN_4:DIAMOND                 0.0460799338 0.9999920
## PL:CUPP-CBM:dbCAN_4:DIAMOND                 0.0549291729 0.9999973
## GH:dbCAN_4:DIAMOND-CE:dbCAN_4:DIAMOND       0.0689435056 1.0000000
## GT:dbCAN_4:DIAMOND-CE:dbCAN_4:DIAMOND       0.0703687015 1.0000000
## PL:dbCAN_4:DIAMOND-CE:dbCAN_4:DIAMOND       0.1052382409 0.9999999
## AA:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND     0.0951475053 1.0000000
## CBM:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND   -0.0854013498 0.0000000
## CE:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND     0.0716368767 1.0000000
## GH:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND     0.0425337407 0.9998021
## GT:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND     0.0490852597 0.9999992
## PL:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND     0.0816671104 1.0000000
## AA:CUPP-CE:dbCAN_4:DIAMOND                  0.0106904114 0.2147568
## CBM:CUPP-CE:dbCAN_4:DIAMOND                -0.9047240624 0.0000000
## CE:CUPP-CE:dbCAN_4:DIAMOND                  0.0076070104 0.1681587
## GH:CUPP-CE:dbCAN_4:DIAMOND                  0.0032770498 0.0878063
## GT:CUPP-CE:dbCAN_4:DIAMOND                 -0.0511587106 0.0000001
## PL:CUPP-CE:dbCAN_4:DIAMOND                 -0.0424356868 0.0000059
## GT:dbCAN_4:DIAMOND-GH:dbCAN_4:DIAMOND       0.0712736323 1.0000000
## PL:dbCAN_4:DIAMOND-GH:dbCAN_4:DIAMOND       0.1062693871 0.9999990
## AA:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND     0.0961734873 1.0000000
## CBM:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND   -0.0844964190 0.0000000
## CE:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND     0.0725534406 1.0000000
## GH:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND     0.0434386715 0.9999300
## GT:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND     0.0499901904 0.9999999
## PL:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND     0.0826982565 1.0000000
## AA:CUPP-GH:dbCAN_4:DIAMOND                  0.0117163935 0.2443009
## CBM:CUPP-GH:dbCAN_4:DIAMOND                -0.9038191316 0.0000000
## CE:CUPP-GH:dbCAN_4:DIAMOND                  0.0085235743 0.1937135
## GH:CUPP-GH:dbCAN_4:DIAMOND                  0.0041819806 0.1025478
## GT:CUPP-GH:dbCAN_4:DIAMOND                 -0.0502537798 0.0000001
## PL:CUPP-GH:dbCAN_4:DIAMOND                 -0.0414045407 0.0000070
## PL:dbCAN_4:DIAMOND-GT:dbCAN_4:DIAMOND       0.1048441911 0.9999998
## AA:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND     0.0947482914 1.0000000
## CBM:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND   -0.0859216149 0.0000000
## CE:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND     0.0711282447 1.0000000
## GH:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND     0.0420134756 0.9998059
## GT:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND     0.0485649945 0.9999993
## PL:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND     0.0812730606 1.0000000
## AA:CUPP-GT:dbCAN_4:DIAMOND                  0.0102911976 0.2074563
## CBM:CUPP-GT:dbCAN_4:DIAMOND                -0.9052443276 0.0000000
## CE:CUPP-GT:dbCAN_4:DIAMOND                  0.0070983784 0.1584778
## GH:CUPP-GT:dbCAN_4:DIAMOND                  0.0027567847 0.0810541
## GT:CUPP-GT:dbCAN_4:DIAMOND                 -0.0516789758 0.0000000
## PL:CUPP-GT:dbCAN_4:DIAMOND                 -0.0428297366 0.0000048
## AA:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND     0.0810909160 1.0000000
## CBM:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND   -0.0982372034 0.0000000
## CE:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND     0.0586864409 0.9999999
## GH:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND     0.0296978871 0.8539543
## GT:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND     0.0362494060 0.9654314
## PL:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND     0.0675570612 1.0000000
## AA:CUPP-PL:dbCAN_4:DIAMOND                 -0.0033661778 0.0307335
## CBM:CUPP-PL:dbCAN_4:DIAMOND                -0.9175599160 0.0000000
## CE:CUPP-PL:dbCAN_4:DIAMOND                 -0.0053434255 0.0208660
## GH:CUPP-PL:dbCAN_4:DIAMOND                 -0.0095588038 0.0096764
## GT:CUPP-PL:dbCAN_4:DIAMOND                 -0.0639945642 0.0000000
## PL:CUPP-PL:dbCAN_4:DIAMOND                 -0.0565457359 0.0000006
## CBM:dbCAN_4:dbCAN-sub-AA:dbCAN_4:dbCAN-sub -0.0892102886 0.0000000
## CE:dbCAN_4:dbCAN-sub-AA:dbCAN_4:dbCAN-sub   0.0677185198 1.0000000
## GH:dbCAN_4:dbCAN-sub-AA:dbCAN_4:dbCAN-sub   0.0387248019 0.9846544
## GT:dbCAN_4:dbCAN-sub-AA:dbCAN_4:dbCAN-sub   0.0452763209 0.9988968
## PL:dbCAN_4:dbCAN-sub-AA:dbCAN_4:dbCAN-sub   0.0766426000 1.0000000
## AA:CUPP-AA:dbCAN_4:dbCAN-sub                0.0057168498 0.1066907
## CBM:CUPP-AA:dbCAN_4:dbCAN-sub              -0.9085330012 0.0000000
## CE:CUPP-AA:dbCAN_4:dbCAN-sub                0.0036886534 0.0867698
## GH:CUPP-AA:dbCAN_4:dbCAN-sub               -0.0005318890 0.0459620
## GT:CUPP-AA:dbCAN_4:dbCAN-sub               -0.0549676494 0.0000001
## PL:CUPP-AA:dbCAN_4:dbCAN-sub               -0.0474601971 0.0000052
## CE:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:dbCAN-sub  0.2268982960 0.0000000
## GH:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:dbCAN-sub  0.1977835269 0.0000000
## GT:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:dbCAN-sub  0.2043350458 0.0000000
## PL:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:dbCAN-sub  0.2370431119 0.0000000
## AA:CUPP-CBM:dbCAN_4:dbCAN-sub               0.1660612489 0.0227786
## CBM:CUPP-CBM:dbCAN_4:dbCAN-sub             -0.7494742763 0.0000000
## CE:CUPP-CBM:dbCAN_4:dbCAN-sub               0.1628684296 0.0004422
## GH:CUPP-CBM:dbCAN_4:dbCAN-sub               0.1585268360 0.0007892
## GT:CUPP-CBM:dbCAN_4:dbCAN-sub               0.1040910755 0.9933760
## PL:CUPP-CBM:dbCAN_4:dbCAN-sub               0.1129403147 0.9998645
## GH:dbCAN_4:dbCAN-sub-CE:dbCAN_4:dbCAN-sub   0.0425598477 0.9998055
## GT:dbCAN_4:dbCAN-sub-CE:dbCAN_4:dbCAN-sub   0.0491113666 0.9999992
## PL:dbCAN_4:dbCAN-sub-CE:dbCAN_4:dbCAN-sub   0.0816932173 1.0000000
## AA:CUPP-CE:dbCAN_4:dbCAN-sub                0.0107165184 0.2154043
## CBM:CUPP-CE:dbCAN_4:dbCAN-sub              -0.9046979555 0.0000000
## CE:CUPP-CE:dbCAN_4:dbCAN-sub                0.0076331173 0.1687772
## GH:CUPP-CE:dbCAN_4:dbCAN-sub                0.0033031568 0.0881831
## GT:CUPP-CE:dbCAN_4:dbCAN-sub               -0.0511326037 0.0000001
## PL:CUPP-CE:dbCAN_4:dbCAN-sub               -0.0424095799 0.0000060
## GT:dbCAN_4:dbCAN-sub-GH:dbCAN_4:dbCAN-sub   0.0763999553 1.0000000
## PL:dbCAN_4:dbCAN-sub-GH:dbCAN_4:dbCAN-sub   0.1091080213 0.9999900
## AA:CUPP-GH:dbCAN_4:dbCAN-sub                0.0381261584 0.9814160
## CBM:CUPP-GH:dbCAN_4:dbCAN-sub              -0.8774093668 0.0000000
## CE:CUPP-GH:dbCAN_4:dbCAN-sub                0.0349333391 0.9893850
## GH:CUPP-GH:dbCAN_4:dbCAN-sub                0.0305917454 0.9584596
## GT:CUPP-GH:dbCAN_4:dbCAN-sub               -0.0238440150 0.0002110
## PL:CUPP-GH:dbCAN_4:dbCAN-sub               -0.0149947758 0.0033688
## PL:dbCAN_4:dbCAN-sub-GT:dbCAN_4:dbCAN-sub   0.1025565024 1.0000000
## AA:CUPP-GT:dbCAN_4:dbCAN-sub                0.0315746394 0.9011639
## CBM:CUPP-GT:dbCAN_4:dbCAN-sub              -0.8839608857 0.0000000
## CE:CUPP-GT:dbCAN_4:dbCAN-sub                0.0283818202 0.9158928
## GH:CUPP-GT:dbCAN_4:dbCAN-sub                0.0240402265 0.8056346
## GT:CUPP-GT:dbCAN_4:dbCAN-sub               -0.0303955339 0.0000334
## PL:CUPP-GT:dbCAN_4:dbCAN-sub               -0.0215462947 0.0008503
## AA:CUPP-PL:dbCAN_4:dbCAN-sub                0.0202049528 0.4496982
## CBM:CUPP-PL:dbCAN_4:dbCAN-sub              -0.8939887855 0.0000000
## CE:CUPP-PL:dbCAN_4:dbCAN-sub                0.0182277051 0.4481108
## GH:CUPP-PL:dbCAN_4:dbCAN-sub                0.0140123268 0.3090887
## GT:CUPP-PL:dbCAN_4:dbCAN-sub               -0.0404234337 0.0000091
## PL:CUPP-PL:dbCAN_4:dbCAN-sub               -0.0329746054 0.0001427
## CBM:CUPP-AA:CUPP                           -0.8240759074 0.0000000
## CE:CUPP-AA:CUPP                             0.0881457473 1.0000000
## GH:CUPP-AA:CUPP                             0.0839252049 1.0000000
## GT:CUPP-AA:CUPP                             0.0294894444 0.8536241
## PL:CUPP-AA:CUPP                             0.0369968967 0.9256746
## CE:CUPP-CBM:CUPP                            0.9821911423 0.0000000
## GH:CUPP-CBM:CUPP                            0.9778495486 0.0000000
## GT:CUPP-CBM:CUPP                            0.9234137881 0.0000000
## PL:CUPP-CBM:CUPP                            0.9322630273 0.0000000
## GH:CUPP-CE:CUPP                             0.0673330231 1.0000000
## GT:CUPP-CE:CUPP                             0.0128972626 0.3341782
## PL:CUPP-CE:CUPP                             0.0216202865 0.5757933
## GT:CUPP-GH:CUPP                             0.0154126759 0.4430228
## PL:CUPP-GH:CUPP                             0.0242619151 0.6829470
## PL:CUPP-GT:CUPP                             0.0786976755 1.0000000

6.5.3 CAZy class precision

Two-way ANOVA to test for differences between the CAZy classes and prediction tools.

##                              Df Sum Sq Mean Sq F value Pr(>F)    
## CAZy_class                    5  15.87   3.175   278.6 <2e-16 ***
## Prediction_tool               4  11.37   2.843   249.5 <2e-16 ***
## CAZy_class:Prediction_tool   20  45.60   2.280   200.1 <2e-16 ***
## Residuals                  2025  23.07   0.011                   
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

Statistically significant difference was detected, so follow up with a Tukey test to determine if there are differences between specific groups.

##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = Statistic_value ~ CAZy_class * Prediction_tool, data = class_subset_prec.df)
## 
## $`CAZy_class:Prediction_tool`
##                                                     diff           lwr
## CBM:dbCAN_4-AA:dbCAN_4                      3.642437e-02 -0.0367372855
## CE:dbCAN_4-AA:dbCAN_4                       4.050330e-02 -0.0333768221
## GH:dbCAN_4-AA:dbCAN_4                       6.997829e-02 -0.0031833664
## GT:dbCAN_4-AA:dbCAN_4                       6.680201e-02 -0.0063596423
## PL:dbCAN_4-AA:dbCAN_4                       6.474038e-02 -0.0174907778
## AA:dbCAN_4:HMMER-AA:dbCAN_4                -6.076389e-04 -0.0824048570
## CBM:dbCAN_4:HMMER-AA:dbCAN_4               -1.428083e-03 -0.0745897392
## CE:dbCAN_4:HMMER-AA:dbCAN_4                 4.050330e-02 -0.0333768221
## GH:dbCAN_4:HMMER-AA:dbCAN_4                 7.109534e-02 -0.0020663128
## GT:dbCAN_4:HMMER-AA:dbCAN_4                 6.859706e-02 -0.0045645938
## PL:dbCAN_4:HMMER-AA:dbCAN_4                 6.474038e-02 -0.0174907778
## AA:dbCAN_4:DIAMOND-AA:dbCAN_4              -2.454534e-04 -0.0820426715
## CBM:dbCAN_4:DIAMOND-AA:dbCAN_4              3.728391e-02 -0.0358777426
## CE:dbCAN_4:DIAMOND-AA:dbCAN_4               2.776121e-02 -0.0461189046
## GH:dbCAN_4:DIAMOND-AA:dbCAN_4               6.433056e-02 -0.0088310931
## GT:dbCAN_4:DIAMOND-AA:dbCAN_4               6.426168e-02 -0.0088999786
## PL:dbCAN_4:DIAMOND-AA:dbCAN_4               5.321556e-02 -0.0290156005
## AA:dbCAN_4:dbCAN-sub-AA:dbCAN_4            -2.118946e-03 -0.0839161640
## CBM:dbCAN_4:dbCAN-sub-AA:dbCAN_4            1.776997e-02 -0.0553916815
## CE:dbCAN_4:dbCAN-sub-AA:dbCAN_4             3.941141e-02 -0.0344687127
## GH:dbCAN_4:dbCAN-sub-AA:dbCAN_4             6.979278e-02 -0.0033688772
## GT:dbCAN_4:dbCAN-sub-AA:dbCAN_4             6.679836e-02 -0.0063632951
## PL:dbCAN_4:dbCAN-sub-AA:dbCAN_4             6.474038e-02 -0.0174907778
## AA:CUPP-AA:dbCAN_4                         -1.388940e-03 -0.0831861579
## CBM:CUPP-AA:dbCAN_4                        -9.198237e-01 -0.9929853135
## CE:CUPP-AA:dbCAN_4                          3.994508e-02 -0.0339350358
## GH:CUPP-AA:dbCAN_4                          7.075353e-02 -0.0024081248
## GT:CUPP-AA:dbCAN_4                          6.848319e-02 -0.0046784641
## PL:CUPP-AA:dbCAN_4                          2.982173e-02 -0.0524094261
## CE:dbCAN_4-CBM:dbCAN_4                      4.078926e-03 -0.0601091955
## GH:dbCAN_4-CBM:dbCAN_4                      3.355392e-02 -0.0298059336
## GT:dbCAN_4-CBM:dbCAN_4                      3.037764e-02 -0.0329822095
## PL:dbCAN_4-CBM:dbCAN_4                      2.831601e-02 -0.0453304864
## AA:dbCAN_4:HMMER-CBM:dbCAN_4               -3.703201e-02 -0.1101936655
## CBM:dbCAN_4:HMMER-CBM:dbCAN_4              -3.785245e-02 -0.1012123064
## CE:dbCAN_4:HMMER-CBM:dbCAN_4                4.078926e-03 -0.0601091955
## GH:dbCAN_4:HMMER-CBM:dbCAN_4                3.467097e-02 -0.0286888800
## GT:dbCAN_4:HMMER-CBM:dbCAN_4                3.217269e-02 -0.0311871610
## PL:dbCAN_4:HMMER-CBM:dbCAN_4                2.831601e-02 -0.0453304864
## AA:dbCAN_4:DIAMOND-CBM:dbCAN_4             -3.666982e-02 -0.1098314800
## CBM:dbCAN_4:DIAMOND-CBM:dbCAN_4             8.595429e-04 -0.0625003098
## CE:dbCAN_4:DIAMOND-CBM:dbCAN_4             -8.663157e-03 -0.0728512780
## GH:dbCAN_4:DIAMOND-CBM:dbCAN_4              2.790619e-02 -0.0354536604
## GT:dbCAN_4:DIAMOND-CBM:dbCAN_4              2.783731e-02 -0.0355225458
## PL:dbCAN_4:DIAMOND-CBM:dbCAN_4              1.679119e-02 -0.0568553090
## AA:dbCAN_4:dbCAN-sub-CBM:dbCAN_4           -3.854332e-02 -0.1117049724
## CBM:dbCAN_4:dbCAN-sub-CBM:dbCAN_4          -1.865440e-02 -0.0820142488
## CE:dbCAN_4:dbCAN-sub-CBM:dbCAN_4            2.987035e-03 -0.0612010861
## GH:dbCAN_4:dbCAN-sub-CBM:dbCAN_4            3.336841e-02 -0.0299914444
## GT:dbCAN_4:dbCAN-sub-CBM:dbCAN_4            3.037399e-02 -0.0329858623
## PL:dbCAN_4:dbCAN-sub-CBM:dbCAN_4            2.831601e-02 -0.0453304864
## AA:CUPP-CBM:dbCAN_4                        -3.781331e-02 -0.1109749664
## CBM:CUPP-CBM:dbCAN_4                       -9.562480e-01 -1.0196078807
## CE:CUPP-CBM:dbCAN_4                         3.520712e-03 -0.0606674092
## GH:CUPP-CBM:dbCAN_4                         3.432916e-02 -0.0290306920
## GT:CUPP-CBM:dbCAN_4                         3.205882e-02 -0.0313010313
## PL:CUPP-CBM:dbCAN_4                        -6.602638e-03 -0.0802491347
## GH:dbCAN_4-CE:dbCAN_4                       2.947499e-02 -0.0347131279
## GT:dbCAN_4-CE:dbCAN_4                       2.629872e-02 -0.0378894037
## PL:dbCAN_4-CE:dbCAN_4                       2.423708e-02 -0.0501231900
## AA:dbCAN_4:HMMER-CE:dbCAN_4                -4.111094e-02 -0.1149910535
## CBM:dbCAN_4:HMMER-CE:dbCAN_4               -4.193138e-02 -0.1061195006
## CE:dbCAN_4:HMMER-CE:dbCAN_4                -6.217249e-15 -0.0650058373
## GH:dbCAN_4:HMMER-CE:dbCAN_4                 3.059205e-02 -0.0335960742
## GT:dbCAN_4:HMMER-CE:dbCAN_4                 2.809377e-02 -0.0360943552
## PL:dbCAN_4:HMMER-CE:dbCAN_4                 2.423708e-02 -0.0501231900
## AA:dbCAN_4:DIAMOND-CE:dbCAN_4              -4.074875e-02 -0.1146288680
## CBM:dbCAN_4:DIAMOND-CE:dbCAN_4             -3.219383e-03 -0.0674075041
## CE:dbCAN_4:DIAMOND-CE:dbCAN_4              -1.274208e-02 -0.0777479197
## GH:dbCAN_4:DIAMOND-CE:dbCAN_4               2.382727e-02 -0.0403608546
## GT:dbCAN_4:DIAMOND-CE:dbCAN_4               2.375838e-02 -0.0404297401
## PL:dbCAN_4:DIAMOND-CE:dbCAN_4               1.271226e-02 -0.0616480127
## AA:dbCAN_4:dbCAN-sub-CE:dbCAN_4            -4.262224e-02 -0.1165023604
## CBM:dbCAN_4:dbCAN-sub-CE:dbCAN_4           -2.273332e-02 -0.0869214430
## CE:dbCAN_4:dbCAN-sub-CE:dbCAN_4            -1.091891e-03 -0.0660977278
## GH:dbCAN_4:dbCAN-sub-CE:dbCAN_4             2.928948e-02 -0.0348986386
## GT:dbCAN_4:dbCAN-sub-CE:dbCAN_4             2.629506e-02 -0.0378930565
## PL:dbCAN_4:dbCAN-sub-CE:dbCAN_4             2.423708e-02 -0.0501231900
## AA:CUPP-CE:dbCAN_4                         -4.189224e-02 -0.1157723544
## CBM:CUPP-CE:dbCAN_4                        -9.603270e-01 -1.0245150750
## CE:CUPP-CE:dbCAN_4                         -5.582137e-04 -0.0655640510
## GH:CUPP-CE:dbCAN_4                          3.025023e-02 -0.0339378862
## GT:CUPP-CE:dbCAN_4                          2.797990e-02 -0.0362082256
## PL:CUPP-CE:dbCAN_4                         -1.068156e-02 -0.0850418383
## GT:dbCAN_4-GH:dbCAN_4                      -3.176276e-03 -0.0665361285
## PL:dbCAN_4-GH:dbCAN_4                      -5.237909e-03 -0.0788844054
## AA:dbCAN_4:HMMER-GH:dbCAN_4                -7.058593e-02 -0.1437475845
## CBM:dbCAN_4:HMMER-GH:dbCAN_4               -7.140637e-02 -0.1347662255
## CE:dbCAN_4:HMMER-GH:dbCAN_4                -2.947499e-02 -0.0936631146
## GH:dbCAN_4:HMMER-GH:dbCAN_4                 1.117054e-03 -0.0622427991
## GT:dbCAN_4:HMMER-GH:dbCAN_4                -1.381227e-03 -0.0647410801
## PL:dbCAN_4:HMMER-GH:dbCAN_4                -5.237909e-03 -0.0788844054
## AA:dbCAN_4:DIAMOND-GH:dbCAN_4              -7.022374e-02 -0.1433853991
## CBM:dbCAN_4:DIAMOND-GH:dbCAN_4             -3.269438e-02 -0.0960542289
## CE:dbCAN_4:DIAMOND-GH:dbCAN_4              -4.221708e-02 -0.1064051971
## GH:dbCAN_4:DIAMOND-GH:dbCAN_4              -5.647727e-03 -0.0690075794
## GT:dbCAN_4:DIAMOND-GH:dbCAN_4              -5.716612e-03 -0.0690764649
## PL:dbCAN_4:DIAMOND-GH:dbCAN_4              -1.676273e-02 -0.0904092281
## AA:dbCAN_4:dbCAN-sub-GH:dbCAN_4            -7.209724e-02 -0.1452588915
## CBM:dbCAN_4:dbCAN-sub-GH:dbCAN_4           -5.220832e-02 -0.1155681678
## CE:dbCAN_4:dbCAN-sub-GH:dbCAN_4            -3.056688e-02 -0.0947550052
## GH:dbCAN_4:dbCAN-sub-GH:dbCAN_4            -1.855107e-04 -0.0635453634
## GT:dbCAN_4:dbCAN-sub-GH:dbCAN_4            -3.179929e-03 -0.0665397814
## PL:dbCAN_4:dbCAN-sub-GH:dbCAN_4            -5.237909e-03 -0.0788844054
## AA:CUPP-GH:dbCAN_4                         -7.136723e-02 -0.1445288855
## CBM:CUPP-GH:dbCAN_4                        -9.898019e-01 -1.0531617998
## CE:CUPP-GH:dbCAN_4                         -3.003321e-02 -0.0942213283
## GH:CUPP-GH:dbCAN_4                          7.752416e-04 -0.0625846111
## GT:CUPP-GH:dbCAN_4                         -1.495098e-03 -0.0648549504
## PL:CUPP-GH:dbCAN_4                         -4.015656e-02 -0.1138030537
## PL:dbCAN_4-GT:dbCAN_4                      -2.061633e-03 -0.0757081296
## AA:dbCAN_4:HMMER-GT:dbCAN_4                -6.740965e-02 -0.1405713087
## CBM:dbCAN_4:HMMER-GT:dbCAN_4               -6.823010e-02 -0.1315899496
## CE:dbCAN_4:HMMER-GT:dbCAN_4                -2.629872e-02 -0.0904868388
## GH:dbCAN_4:HMMER-GT:dbCAN_4                 4.293329e-03 -0.0590665233
## GT:dbCAN_4:HMMER-GT:dbCAN_4                 1.795048e-03 -0.0615648042
## PL:dbCAN_4:HMMER-GT:dbCAN_4                -2.061633e-03 -0.0757081296
## AA:dbCAN_4:DIAMOND-GT:dbCAN_4              -6.704747e-02 -0.1402091232
## CBM:dbCAN_4:DIAMOND-GT:dbCAN_4             -2.951810e-02 -0.0928779531
## CE:dbCAN_4:DIAMOND-GT:dbCAN_4              -3.904080e-02 -0.1032289212
## GH:dbCAN_4:DIAMOND-GT:dbCAN_4              -2.471451e-03 -0.0658313036
## GT:dbCAN_4:DIAMOND-GT:dbCAN_4              -2.540336e-03 -0.0659001891
## PL:dbCAN_4:DIAMOND-GT:dbCAN_4              -1.358646e-02 -0.0872329523
## AA:dbCAN_4:dbCAN-sub-GT:dbCAN_4            -6.892096e-02 -0.1420826157
## CBM:dbCAN_4:dbCAN-sub-GT:dbCAN_4           -4.903204e-02 -0.1123918920
## CE:dbCAN_4:dbCAN-sub-GT:dbCAN_4            -2.739061e-02 -0.0915787293
## GH:dbCAN_4:dbCAN-sub-GT:dbCAN_4             2.990765e-03 -0.0603690876
## GT:dbCAN_4:dbCAN-sub-GT:dbCAN_4            -3.652835e-06 -0.0633635055
## PL:dbCAN_4:dbCAN-sub-GT:dbCAN_4            -2.061633e-03 -0.0757081296
## AA:CUPP-GT:dbCAN_4                         -6.819095e-02 -0.1413526096
## CBM:CUPP-GT:dbCAN_4                        -9.866257e-01 -1.0499855240
## CE:CUPP-GT:dbCAN_4                         -2.685693e-02 -0.0910450525
## GH:CUPP-GT:dbCAN_4                          3.951517e-03 -0.0594083352
## GT:CUPP-GT:dbCAN_4                          1.681178e-03 -0.0616786746
## PL:CUPP-GT:dbCAN_4                         -3.698028e-02 -0.1106267779
## AA:dbCAN_4:HMMER-PL:dbCAN_4                -6.534802e-02 -0.1475791784
## CBM:dbCAN_4:HMMER-PL:dbCAN_4               -6.616846e-02 -0.1398149607
## CE:dbCAN_4:HMMER-PL:dbCAN_4                -2.423708e-02 -0.0985973593
## GH:dbCAN_4:HMMER-PL:dbCAN_4                 6.354962e-03 -0.0672915343
## GT:dbCAN_4:HMMER-PL:dbCAN_4                 3.856681e-03 -0.0697898153
## PL:dbCAN_4:HMMER-PL:dbCAN_4                -5.995204e-15 -0.0826628212
## AA:dbCAN_4:DIAMOND-PL:dbCAN_4              -6.498583e-02 -0.1472169929
## CBM:dbCAN_4:DIAMOND-PL:dbCAN_4             -2.745647e-02 -0.1011029642
## CE:dbCAN_4:DIAMOND-PL:dbCAN_4              -3.697917e-02 -0.1113394418
## GH:dbCAN_4:DIAMOND-PL:dbCAN_4              -4.098180e-04 -0.0740563147
## GT:dbCAN_4:DIAMOND-PL:dbCAN_4              -4.787035e-04 -0.0741252002
## PL:dbCAN_4:DIAMOND-PL:dbCAN_4              -1.152482e-02 -0.0941876439
## AA:dbCAN_4:dbCAN-sub-PL:dbCAN_4            -6.685933e-02 -0.1490904854
## CBM:dbCAN_4:dbCAN-sub-PL:dbCAN_4           -4.697041e-02 -0.1206169031
## CE:dbCAN_4:dbCAN-sub-PL:dbCAN_4            -2.532898e-02 -0.0996892499
## GH:dbCAN_4:dbCAN-sub-PL:dbCAN_4             5.052398e-03 -0.0685940987
## GT:dbCAN_4:dbCAN-sub-PL:dbCAN_4             2.057980e-03 -0.0715885166
## PL:dbCAN_4:dbCAN-sub-PL:dbCAN_4            -3.219647e-15 -0.0826628212
## AA:CUPP-PL:dbCAN_4                         -6.612932e-02 -0.1483604793
## CBM:CUPP-PL:dbCAN_4                        -9.845640e-01 -1.0582105351
## CE:CUPP-PL:dbCAN_4                         -2.479530e-02 -0.0991555730
## GH:CUPP-PL:dbCAN_4                          6.013150e-03 -0.0676333463
## GT:CUPP-PL:dbCAN_4                          3.742811e-03 -0.0699036857
## PL:CUPP-PL:dbCAN_4                         -3.491865e-02 -0.1175814696
## CBM:dbCAN_4:HMMER-AA:dbCAN_4:HMMER         -8.204443e-04 -0.0739821003
## CE:dbCAN_4:HMMER-AA:dbCAN_4:HMMER           4.111094e-02 -0.0327691832
## GH:dbCAN_4:HMMER-AA:dbCAN_4:HMMER           7.170298e-02 -0.0014586739
## GT:dbCAN_4:HMMER-AA:dbCAN_4:HMMER           6.920470e-02 -0.0039569549
## PL:dbCAN_4:HMMER-AA:dbCAN_4:HMMER           6.534802e-02 -0.0168831389
## AA:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER         3.621855e-04 -0.0814350326
## CBM:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER        3.789155e-02 -0.0352701037
## CE:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER         2.836885e-02 -0.0455112657
## GH:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER         6.493820e-02 -0.0082234543
## GT:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER         6.486932e-02 -0.0082923397
## PL:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER         5.382320e-02 -0.0284079616
## AA:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER      -1.511307e-03 -0.0833085251
## CBM:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER      1.837761e-02 -0.0547840427
## CE:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER       4.001904e-02 -0.0338610738
## GH:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER       7.040042e-02 -0.0027612383
## GT:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER       6.740600e-02 -0.0057556562
## PL:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER       6.534802e-02 -0.0168831389
## AA:CUPP-AA:dbCAN_4:HMMER                   -7.813009e-04 -0.0825785190
## CBM:CUPP-AA:dbCAN_4:HMMER                  -9.192160e-01 -0.9923776746
## CE:CUPP-AA:dbCAN_4:HMMER                    4.055272e-02 -0.0333273969
## GH:CUPP-AA:dbCAN_4:HMMER                    7.136117e-02 -0.0018004859
## GT:CUPP-AA:dbCAN_4:HMMER                    6.909083e-02 -0.0040708252
## PL:CUPP-AA:dbCAN_4:HMMER                    3.042937e-02 -0.0518017872
## CE:dbCAN_4:HMMER-CBM:dbCAN_4:HMMER          4.193138e-02 -0.0222567418
## GH:dbCAN_4:HMMER-CBM:dbCAN_4:HMMER          7.252343e-02  0.0091635737
## GT:dbCAN_4:HMMER-CBM:dbCAN_4:HMMER          7.002515e-02  0.0066652927
## PL:dbCAN_4:HMMER-CBM:dbCAN_4:HMMER          6.616846e-02 -0.0074780326
## AA:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER        1.182630e-03 -0.0719790263
## CBM:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER       3.871200e-02 -0.0246478561
## CE:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER        2.918930e-02 -0.0349988243
## GH:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER        6.575865e-02  0.0023987933
## GT:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER        6.568976e-02  0.0023299079
## PL:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER        5.464364e-02 -0.0190028553
## AA:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER     -6.908627e-04 -0.0738525187
## CBM:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER     1.919806e-02 -0.0441617950
## CE:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER      4.083949e-02 -0.0233486324
## GH:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER      7.122086e-02  0.0078610093
## GT:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER      6.822644e-02  0.0048665914
## PL:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER      6.616846e-02 -0.0074780326
## AA:CUPP-CBM:dbCAN_4:HMMER                   3.914336e-05 -0.0731225127
## CBM:CUPP-CBM:dbCAN_4:HMMER                 -9.183956e-01 -0.9817554270
## CE:CUPP-CBM:dbCAN_4:HMMER                   4.137317e-02 -0.0228149555
## GH:CUPP-CBM:dbCAN_4:HMMER                   7.218161e-02  0.0088217617
## GT:CUPP-CBM:dbCAN_4:HMMER                   6.991128e-02  0.0065514224
## PL:CUPP-CBM:dbCAN_4:HMMER                   3.124982e-02 -0.0423966810
## GH:dbCAN_4:HMMER-CE:dbCAN_4:HMMER           3.059205e-02 -0.0335960742
## GT:dbCAN_4:HMMER-CE:dbCAN_4:HMMER           2.809377e-02 -0.0360943552
## PL:dbCAN_4:HMMER-CE:dbCAN_4:HMMER           2.423708e-02 -0.0501231900
## AA:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER        -4.074875e-02 -0.1146288680
## CBM:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER       -3.219383e-03 -0.0674075041
## CE:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER        -1.274208e-02 -0.0777479197
## GH:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER         2.382727e-02 -0.0403608546
## GT:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER         2.375838e-02 -0.0404297401
## PL:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER         1.271226e-02 -0.0616480127
## AA:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER      -4.262224e-02 -0.1165023604
## CBM:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER     -2.273332e-02 -0.0869214430
## CE:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER      -1.091891e-03 -0.0660977278
## GH:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER       2.928948e-02 -0.0348986386
## GT:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER       2.629506e-02 -0.0378930565
## PL:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER       2.423708e-02 -0.0501231900
## AA:CUPP-CE:dbCAN_4:HMMER                   -4.189224e-02 -0.1157723544
## CBM:CUPP-CE:dbCAN_4:HMMER                  -9.603270e-01 -1.0245150750
## CE:CUPP-CE:dbCAN_4:HMMER                   -5.582137e-04 -0.0655640510
## GH:CUPP-CE:dbCAN_4:HMMER                    3.025023e-02 -0.0339378862
## GT:CUPP-CE:dbCAN_4:HMMER                    2.797990e-02 -0.0362082256
## PL:CUPP-CE:dbCAN_4:HMMER                   -1.068156e-02 -0.0850418383
## GT:dbCAN_4:HMMER-GH:dbCAN_4:HMMER          -2.498281e-03 -0.0658581337
## PL:dbCAN_4:HMMER-GH:dbCAN_4:HMMER          -6.354962e-03 -0.0800014590
## AA:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER        -7.134080e-02 -0.1445024527
## CBM:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER       -3.381143e-02 -0.0971712825
## CE:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER        -4.333413e-02 -0.1075222507
## GH:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER        -6.764780e-03 -0.0701246330
## GT:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER        -6.833666e-03 -0.0701935185
## PL:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER        -1.787979e-02 -0.0915262817
## AA:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER      -7.321429e-02 -0.1463759451
## CBM:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER     -5.332537e-02 -0.1166852214
## CE:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER      -3.168394e-02 -0.0958720588
## GH:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER      -1.302564e-03 -0.0646624171
## GT:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER      -4.296982e-03 -0.0676568350
## PL:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER      -6.354962e-03 -0.0800014590
## AA:CUPP-GH:dbCAN_4:HMMER                   -7.248428e-02 -0.1456459391
## CBM:CUPP-GH:dbCAN_4:HMMER                  -9.909190e-01 -1.0542788534
## CE:CUPP-GH:dbCAN_4:HMMER                   -3.115026e-02 -0.0953383819
## GH:CUPP-GH:dbCAN_4:HMMER                   -3.418120e-04 -0.0637016647
## GT:CUPP-GH:dbCAN_4:HMMER                   -2.612151e-03 -0.0659720040
## PL:CUPP-GH:dbCAN_4:HMMER                   -4.127361e-02 -0.1149201074
## PL:dbCAN_4:HMMER-GT:dbCAN_4:HMMER          -3.856681e-03 -0.0775031781
## AA:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER        -6.884252e-02 -0.1420041717
## CBM:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER       -3.131315e-02 -0.0946730016
## CE:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER        -4.083585e-02 -0.1050239697
## GH:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER        -4.266499e-03 -0.0676263521
## GT:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER        -4.335385e-03 -0.0676952375
## PL:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER        -1.538150e-02 -0.0890280008
## AA:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER      -7.071601e-02 -0.1438776641
## CBM:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER     -5.082709e-02 -0.1141869405
## CE:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER      -2.918566e-02 -0.0933737778
## GH:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER       1.195717e-03 -0.0621641361
## GT:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER      -1.798701e-03 -0.0651585540
## PL:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER      -3.856681e-03 -0.0775031781
## AA:CUPP-GT:dbCAN_4:HMMER                   -6.998600e-02 -0.1431476581
## CBM:CUPP-GT:dbCAN_4:HMMER                  -9.884207e-01 -1.0517805725
## CE:CUPP-GT:dbCAN_4:HMMER                   -2.865198e-02 -0.0928401009
## GH:CUPP-GT:dbCAN_4:HMMER                    2.156469e-03 -0.0612033837
## GT:CUPP-GT:dbCAN_4:HMMER                   -1.138704e-04 -0.0634737231
## PL:CUPP-GT:dbCAN_4:HMMER                   -3.877533e-02 -0.1124218264
## AA:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER        -6.498583e-02 -0.1472169929
## CBM:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER       -2.745647e-02 -0.1011029642
## CE:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER        -3.697917e-02 -0.1113394418
## GH:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER        -4.098180e-04 -0.0740563147
## GT:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER        -4.787035e-04 -0.0741252002
## PL:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER        -1.152482e-02 -0.0941876439
## AA:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER      -6.685933e-02 -0.1490904854
## CBM:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER     -4.697041e-02 -0.1206169031
## CE:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER      -2.532898e-02 -0.0996892499
## GH:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER       5.052398e-03 -0.0685940987
## GT:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER       2.057980e-03 -0.0715885166
## PL:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER       2.775558e-15 -0.0826628212
## AA:CUPP-PL:dbCAN_4:HMMER                   -6.612932e-02 -0.1483604793
## CBM:CUPP-PL:dbCAN_4:HMMER                  -9.845640e-01 -1.0582105351
## CE:CUPP-PL:dbCAN_4:HMMER                   -2.479530e-02 -0.0991555730
## GH:CUPP-PL:dbCAN_4:HMMER                    6.013150e-03 -0.0676333463
## GT:CUPP-PL:dbCAN_4:HMMER                    3.742811e-03 -0.0699036857
## PL:CUPP-PL:dbCAN_4:HMMER                   -3.491865e-02 -0.1175814696
## CBM:dbCAN_4:DIAMOND-AA:dbCAN_4:DIAMOND      3.752937e-02 -0.0356322892
## CE:dbCAN_4:DIAMOND-AA:dbCAN_4:DIAMOND       2.800667e-02 -0.0458734511
## GH:dbCAN_4:DIAMOND-AA:dbCAN_4:DIAMOND       6.457602e-02 -0.0085856397
## GT:dbCAN_4:DIAMOND-AA:dbCAN_4:DIAMOND       6.450713e-02 -0.0086545252
## PL:dbCAN_4:DIAMOND-AA:dbCAN_4:DIAMOND       5.346101e-02 -0.0287701471
## AA:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND    -1.873492e-03 -0.0836707106
## CBM:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND    1.801543e-02 -0.0551462281
## CE:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND     3.965686e-02 -0.0342232592
## GH:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND     7.003823e-02 -0.0031234237
## GT:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND     6.704381e-02 -0.0061178417
## PL:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND     6.498583e-02 -0.0172453244
## AA:CUPP-AA:dbCAN_4:DIAMOND                 -1.143486e-03 -0.0829407045
## CBM:CUPP-AA:dbCAN_4:DIAMOND                -9.195782e-01 -0.9927398601
## CE:CUPP-AA:dbCAN_4:DIAMOND                  4.019054e-02 -0.0336895824
## GH:CUPP-AA:dbCAN_4:DIAMOND                  7.099898e-02 -0.0021626714
## GT:CUPP-AA:dbCAN_4:DIAMOND                  6.872865e-02 -0.0044330107
## PL:CUPP-AA:dbCAN_4:DIAMOND                  3.006719e-02 -0.0521639727
## CE:dbCAN_4:DIAMOND-CBM:dbCAN_4:DIAMOND     -9.522700e-03 -0.0737108209
## GH:dbCAN_4:DIAMOND-CBM:dbCAN_4:DIAMOND      2.704665e-02 -0.0363132032
## GT:dbCAN_4:DIAMOND-CBM:dbCAN_4:DIAMOND      2.697776e-02 -0.0363820887
## PL:dbCAN_4:DIAMOND-CBM:dbCAN_4:DIAMOND      1.593164e-02 -0.0577148519
## AA:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND   -3.940286e-02 -0.1125645153
## CBM:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND  -1.951394e-02 -0.0828737916
## CE:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND    2.127492e-03 -0.0620606289
## GH:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND    3.250887e-02 -0.0308509872
## GT:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND    2.951445e-02 -0.0338454052
## PL:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND    2.745647e-02 -0.0461900292
## AA:CUPP-CBM:dbCAN_4:DIAMOND                -3.867285e-02 -0.1118345092
## CBM:CUPP-CBM:dbCAN_4:DIAMOND               -9.571076e-01 -1.0204674236
## CE:CUPP-CBM:dbCAN_4:DIAMOND                 2.661169e-03 -0.0615269521
## GH:CUPP-CBM:dbCAN_4:DIAMOND                 3.346962e-02 -0.0298902349
## GT:CUPP-CBM:dbCAN_4:DIAMOND                 3.119928e-02 -0.0321605742
## PL:CUPP-CBM:dbCAN_4:DIAMOND                -7.462181e-03 -0.0811086775
## GH:dbCAN_4:DIAMOND-CE:dbCAN_4:DIAMOND       3.656935e-02 -0.0276187721
## GT:dbCAN_4:DIAMOND-CE:dbCAN_4:DIAMOND       3.650046e-02 -0.0276876576
## PL:dbCAN_4:DIAMOND-CE:dbCAN_4:DIAMOND       2.545434e-02 -0.0489059302
## AA:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND    -2.988016e-02 -0.1037602780
## CBM:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND   -9.991239e-03 -0.0741793605
## CE:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND     1.165019e-02 -0.0533556453
## GH:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND     4.203157e-02 -0.0221565561
## GT:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND     3.903715e-02 -0.0251509740
## PL:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND     3.697917e-02 -0.0373811075
## AA:CUPP-CE:dbCAN_4:DIAMOND                 -2.915015e-02 -0.1030302719
## CBM:CUPP-CE:dbCAN_4:DIAMOND                -9.475849e-01 -1.0117729925
## CE:CUPP-CE:dbCAN_4:DIAMOND                  1.218387e-02 -0.0528219685
## GH:CUPP-CE:dbCAN_4:DIAMOND                  4.299232e-02 -0.0211958038
## GT:CUPP-CE:dbCAN_4:DIAMOND                  4.072198e-02 -0.0234661431
## PL:CUPP-CE:dbCAN_4:DIAMOND                  2.060519e-03 -0.0722997559
## GT:dbCAN_4:DIAMOND-GH:dbCAN_4:DIAMOND      -6.888547e-05 -0.0634287382
## PL:dbCAN_4:DIAMOND-GH:dbCAN_4:DIAMOND      -1.111500e-02 -0.0847615014
## AA:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND    -6.644951e-02 -0.1396111648
## CBM:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND   -4.656059e-02 -0.1099204411
## CE:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND    -2.491916e-02 -0.0891072784
## GH:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND     5.462216e-03 -0.0578976367
## GT:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND     2.467798e-03 -0.0608920546
## PL:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND     4.098180e-04 -0.0732366787
## AA:CUPP-GH:dbCAN_4:DIAMOND                 -6.571950e-02 -0.1388811587
## CBM:CUPP-GH:dbCAN_4:DIAMOND                -9.841542e-01 -1.0475140731
## CE:CUPP-GH:dbCAN_4:DIAMOND                 -2.438548e-02 -0.0885736016
## GH:CUPP-GH:dbCAN_4:DIAMOND                  6.422968e-03 -0.0569368843
## GT:CUPP-GH:dbCAN_4:DIAMOND                  4.152629e-03 -0.0592072237
## PL:CUPP-GH:dbCAN_4:DIAMOND                 -3.450883e-02 -0.1081553270
## PL:dbCAN_4:DIAMOND-GT:dbCAN_4:DIAMOND      -1.104612e-02 -0.0846926159
## AA:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND    -6.638062e-02 -0.1395422793
## CBM:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND   -4.649170e-02 -0.1098515556
## CE:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND    -2.485027e-02 -0.0890383930
## GH:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND     5.531101e-03 -0.0578287512
## GT:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND     2.536684e-03 -0.0608231692
## PL:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND     4.787035e-04 -0.0731677932
## AA:CUPP-GT:dbCAN_4:DIAMOND                 -6.565062e-02 -0.1388122732
## CBM:CUPP-GT:dbCAN_4:DIAMOND                -9.840853e-01 -1.0474451876
## CE:CUPP-GT:dbCAN_4:DIAMOND                 -2.431659e-02 -0.0885047161
## GH:CUPP-GT:dbCAN_4:DIAMOND                  6.491854e-03 -0.0568679989
## GT:CUPP-GT:dbCAN_4:DIAMOND                  4.221514e-03 -0.0591383382
## PL:CUPP-GT:dbCAN_4:DIAMOND                 -3.443994e-02 -0.1080864415
## AA:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND    -5.533450e-02 -0.1375656627
## CBM:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND   -3.544558e-02 -0.1090920804
## CE:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND    -1.380415e-02 -0.0881644272
## GH:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND     1.657722e-02 -0.0570692760
## GT:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND     1.358280e-02 -0.0600636939
## PL:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND     1.152482e-02 -0.0711379985
## AA:CUPP-PL:dbCAN_4:DIAMOND                 -5.460450e-02 -0.1368356566
## CBM:CUPP-PL:dbCAN_4:DIAMOND                -9.730392e-01 -1.0466857124
## CE:CUPP-PL:dbCAN_4:DIAMOND                 -1.327048e-02 -0.0876307503
## GH:CUPP-PL:dbCAN_4:DIAMOND                  1.753797e-02 -0.0561085236
## GT:CUPP-PL:dbCAN_4:DIAMOND                  1.526763e-02 -0.0583788630
## PL:CUPP-PL:dbCAN_4:DIAMOND                 -2.339383e-02 -0.1060566469
## CBM:dbCAN_4:dbCAN-sub-AA:dbCAN_4:dbCAN-sub  1.988892e-02 -0.0532727357
## CE:dbCAN_4:dbCAN-sub-AA:dbCAN_4:dbCAN-sub   4.153035e-02 -0.0323497668
## GH:dbCAN_4:dbCAN-sub-AA:dbCAN_4:dbCAN-sub   7.191172e-02 -0.0012499313
## GT:dbCAN_4:dbCAN-sub-AA:dbCAN_4:dbCAN-sub   6.891731e-02 -0.0042443492
## PL:dbCAN_4:dbCAN-sub-AA:dbCAN_4:dbCAN-sub   6.685933e-02 -0.0153718319
## AA:CUPP-AA:dbCAN_4:dbCAN-sub                7.300061e-04 -0.0810672121
## CBM:CUPP-AA:dbCAN_4:dbCAN-sub              -9.177047e-01 -0.9908663677
## CE:CUPP-AA:dbCAN_4:dbCAN-sub                4.206403e-02 -0.0318160899
## GH:CUPP-AA:dbCAN_4:dbCAN-sub                7.287248e-02 -0.0002891789
## GT:CUPP-AA:dbCAN_4:dbCAN-sub                7.060214e-02 -0.0025595183
## PL:CUPP-AA:dbCAN_4:dbCAN-sub                3.194068e-02 -0.0502904802
## CE:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:dbCAN-sub  2.164143e-02 -0.0425466900
## GH:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:dbCAN-sub  5.202280e-02 -0.0113370483
## GT:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:dbCAN-sub  4.902839e-02 -0.0143314662
## PL:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:dbCAN-sub  4.697041e-02 -0.0266760903
## AA:CUPP-CBM:dbCAN_4:dbCAN-sub              -1.915891e-02 -0.0923205703
## CBM:CUPP-CBM:dbCAN_4:dbCAN-sub             -9.375936e-01 -1.0009534847
## CE:CUPP-CBM:dbCAN_4:dbCAN-sub               2.217511e-02 -0.0420130132
## GH:CUPP-CBM:dbCAN_4:dbCAN-sub               5.298356e-02 -0.0103762960
## GT:CUPP-CBM:dbCAN_4:dbCAN-sub               5.071322e-02 -0.0126466353
## PL:CUPP-CBM:dbCAN_4:dbCAN-sub               1.205176e-02 -0.0615947386
## GH:dbCAN_4:dbCAN-sub-CE:dbCAN_4:dbCAN-sub   3.038137e-02 -0.0338067480
## GT:dbCAN_4:dbCAN-sub-CE:dbCAN_4:dbCAN-sub   2.738696e-02 -0.0368011660
## PL:dbCAN_4:dbCAN-sub-CE:dbCAN_4:dbCAN-sub   2.532898e-02 -0.0490312995
## AA:CUPP-CE:dbCAN_4:dbCAN-sub               -4.080035e-02 -0.1146804638
## CBM:CUPP-CE:dbCAN_4:dbCAN-sub              -9.592351e-01 -1.0234231844
## CE:CUPP-CE:dbCAN_4:dbCAN-sub                5.336768e-04 -0.0644721604
## GH:CUPP-CE:dbCAN_4:dbCAN-sub                3.134213e-02 -0.0328459957
## GT:CUPP-CE:dbCAN_4:dbCAN-sub                2.907179e-02 -0.0351163350
## PL:CUPP-CE:dbCAN_4:dbCAN-sub               -9.589673e-03 -0.0839499478
## GT:dbCAN_4:dbCAN-sub-GH:dbCAN_4:dbCAN-sub  -2.994418e-03 -0.0663542706
## PL:dbCAN_4:dbCAN-sub-GH:dbCAN_4:dbCAN-sub  -5.052398e-03 -0.0786988947
## AA:CUPP-GH:dbCAN_4:dbCAN-sub               -7.118172e-02 -0.1443433747
## CBM:CUPP-GH:dbCAN_4:dbCAN-sub              -9.896164e-01 -1.0529762891
## CE:CUPP-GH:dbCAN_4:dbCAN-sub               -2.984770e-02 -0.0940358176
## GH:CUPP-GH:dbCAN_4:dbCAN-sub                9.607524e-04 -0.0623991003
## GT:CUPP-GH:dbCAN_4:dbCAN-sub               -1.309587e-03 -0.0646694397
## PL:CUPP-GH:dbCAN_4:dbCAN-sub               -3.997105e-02 -0.1136175430
## PL:dbCAN_4:dbCAN-sub-GT:dbCAN_4:dbCAN-sub  -2.057980e-03 -0.0757044768
## AA:CUPP-GT:dbCAN_4:dbCAN-sub               -6.818730e-02 -0.1413489568
## CBM:CUPP-GT:dbCAN_4:dbCAN-sub              -9.866220e-01 -1.0499818711
## CE:CUPP-GT:dbCAN_4:dbCAN-sub               -2.685328e-02 -0.0910413996
## GH:CUPP-GT:dbCAN_4:dbCAN-sub                3.955170e-03 -0.0594046824
## GT:CUPP-GT:dbCAN_4:dbCAN-sub                1.684831e-03 -0.0616750217
## PL:CUPP-GT:dbCAN_4:dbCAN-sub               -3.697663e-02 -0.1106231251
## AA:CUPP-PL:dbCAN_4:dbCAN-sub               -6.612932e-02 -0.1483604793
## CBM:CUPP-PL:dbCAN_4:dbCAN-sub              -9.845640e-01 -1.0582105351
## CE:CUPP-PL:dbCAN_4:dbCAN-sub               -2.479530e-02 -0.0991555730
## GH:CUPP-PL:dbCAN_4:dbCAN-sub                6.013150e-03 -0.0676333463
## GT:CUPP-PL:dbCAN_4:dbCAN-sub                3.742811e-03 -0.0699036857
## PL:CUPP-PL:dbCAN_4:dbCAN-sub               -3.491865e-02 -0.1175814696
## CBM:CUPP-AA:CUPP                           -9.184347e-01 -0.9915963737
## CE:CUPP-AA:CUPP                             4.133402e-02 -0.0325460960
## GH:CUPP-AA:CUPP                             7.214247e-02 -0.0010191850
## GT:CUPP-AA:CUPP                             6.987213e-02 -0.0032895243
## PL:CUPP-AA:CUPP                             3.121067e-02 -0.0510204863
## CE:CUPP-CBM:CUPP                            9.597687e-01  0.8955806188
## GH:CUPP-CBM:CUPP                            9.905772e-01  0.9272173360
## GT:CUPP-CBM:CUPP                            9.883068e-01  0.9249469967
## PL:CUPP-CBM:CUPP                            9.496454e-01  0.8759988934
## GH:CUPP-CE:CUPP                             3.080845e-02 -0.0333796725
## GT:CUPP-CE:CUPP                             2.853811e-02 -0.0356500119
## PL:CUPP-CE:CUPP                            -1.012335e-02 -0.0844836246
## GT:CUPP-GH:CUPP                            -2.270339e-03 -0.0656301920
## PL:CUPP-GH:CUPP                            -4.093180e-02 -0.1145782954
## PL:CUPP-GT:CUPP                            -3.866146e-02 -0.1123079560
##                                                      upr     p adj
## CBM:dbCAN_4-AA:dbCAN_4                      1.095860e-01 0.9916783
## CE:dbCAN_4-AA:dbCAN_4                       1.143834e-01 0.9692891
## GH:dbCAN_4-AA:dbCAN_4                       1.431399e-01 0.0849899
## GT:dbCAN_4-AA:dbCAN_4                       1.399637e-01 0.1378523
## PL:dbCAN_4-AA:dbCAN_4                       1.469715e-01 0.4194292
## AA:dbCAN_4:HMMER-AA:dbCAN_4                 8.118958e-02 1.0000000
## CBM:dbCAN_4:HMMER-AA:dbCAN_4                7.173357e-02 1.0000000
## CE:dbCAN_4:HMMER-AA:dbCAN_4                 1.143834e-01 0.9692891
## GH:dbCAN_4:HMMER-AA:dbCAN_4                 1.442570e-01 0.0709113
## GT:dbCAN_4:HMMER-AA:dbCAN_4                 1.417587e-01 0.1054934
## PL:dbCAN_4:HMMER-AA:dbCAN_4                 1.469715e-01 0.4194292
## AA:dbCAN_4:DIAMOND-AA:dbCAN_4               8.155176e-02 1.0000000
## CBM:dbCAN_4:DIAMOND-AA:dbCAN_4              1.104456e-01 0.9883644
## CE:dbCAN_4:DIAMOND-AA:dbCAN_4               1.016413e-01 0.9999381
## GH:dbCAN_4:DIAMOND-AA:dbCAN_4               1.374922e-01 0.1941866
## GT:dbCAN_4:DIAMOND-AA:dbCAN_4               1.374233e-01 0.1959636
## PL:dbCAN_4:DIAMOND-AA:dbCAN_4               1.354467e-01 0.8259393
## AA:dbCAN_4:dbCAN-sub-AA:dbCAN_4             7.967827e-02 1.0000000
## CBM:dbCAN_4:dbCAN-sub-AA:dbCAN_4            9.093163e-02 1.0000000
## CE:dbCAN_4:dbCAN-sub-AA:dbCAN_4             1.132915e-01 0.9783320
## GH:dbCAN_4:dbCAN-sub-AA:dbCAN_4             1.429544e-01 0.0875374
## GT:dbCAN_4:dbCAN-sub-AA:dbCAN_4             1.399600e-01 0.1379252
## PL:dbCAN_4:dbCAN-sub-AA:dbCAN_4             1.469715e-01 0.4194292
## AA:CUPP-AA:dbCAN_4                          8.040828e-02 1.0000000
## CBM:CUPP-AA:dbCAN_4                        -8.466620e-01 0.0000000
## CE:CUPP-AA:dbCAN_4                          1.138252e-01 0.9742183
## GH:CUPP-AA:dbCAN_4                          1.439152e-01 0.0749962
## GT:CUPP-AA:dbCAN_4                          1.416448e-01 0.1073476
## PL:CUPP-AA:dbCAN_4                          1.120529e-01 0.9999698
## CE:dbCAN_4-CBM:dbCAN_4                      6.826705e-02 1.0000000
## GH:dbCAN_4-CBM:dbCAN_4                      9.691377e-02 0.9803141
## GT:dbCAN_4-CBM:dbCAN_4                      9.373750e-02 0.9952779
## PL:dbCAN_4-CBM:dbCAN_4                      1.019625e-01 0.9999026
## AA:dbCAN_4:HMMER-CBM:dbCAN_4                3.612965e-02 0.9894315
## CBM:dbCAN_4:HMMER-CBM:dbCAN_4               2.550740e-02 0.9180342
## CE:dbCAN_4:HMMER-CBM:dbCAN_4                6.826705e-02 1.0000000
## GH:dbCAN_4:HMMER-CBM:dbCAN_4                9.803083e-02 0.9699957
## GT:dbCAN_4:HMMER-CBM:dbCAN_4                9.553254e-02 0.9889429
## PL:dbCAN_4:HMMER-CBM:dbCAN_4                1.019625e-01 0.9999026
## AA:dbCAN_4:DIAMOND-CBM:dbCAN_4              3.649183e-02 0.9908238
## CBM:dbCAN_4:DIAMOND-CBM:dbCAN_4             6.421940e-02 1.0000000
## CE:dbCAN_4:DIAMOND-CBM:dbCAN_4              5.552496e-02 1.0000000
## GH:dbCAN_4:DIAMOND-CBM:dbCAN_4              9.126605e-02 0.9988161
## GT:dbCAN_4:DIAMOND-CBM:dbCAN_4              9.119716e-02 0.9988653
## PL:dbCAN_4:DIAMOND-CBM:dbCAN_4              9.043768e-02 1.0000000
## AA:dbCAN_4:dbCAN-sub-CBM:dbCAN_4            3.461834e-02 0.9816331
## CBM:dbCAN_4:dbCAN-sub-CBM:dbCAN_4           4.470546e-02 0.9999997
## CE:dbCAN_4:dbCAN-sub-CBM:dbCAN_4            6.717516e-02 1.0000000
## GH:dbCAN_4:dbCAN-sub-CBM:dbCAN_4            9.672826e-02 0.9817144
## GT:dbCAN_4:dbCAN-sub-CBM:dbCAN_4            9.373384e-02 0.9952866
## PL:dbCAN_4:dbCAN-sub-CBM:dbCAN_4            1.019625e-01 0.9999026
## AA:CUPP-CBM:dbCAN_4                         3.534835e-02 0.9858341
## CBM:CUPP-CBM:dbCAN_4                       -8.928882e-01 0.0000000
## CE:CUPP-CBM:dbCAN_4                         6.770883e-02 1.0000000
## GH:CUPP-CBM:dbCAN_4                         9.768901e-02 0.9735181
## GT:CUPP-CBM:dbCAN_4                         9.541867e-02 0.9894871
## PL:CUPP-CBM:dbCAN_4                         6.704386e-02 1.0000000
## GH:dbCAN_4-CE:dbCAN_4                       9.366311e-02 0.9976206
## GT:dbCAN_4-CE:dbCAN_4                       9.048684e-02 0.9996737
## PL:dbCAN_4-CE:dbCAN_4                       9.859736e-02 0.9999969
## AA:dbCAN_4:HMMER-CE:dbCAN_4                 3.276918e-02 0.9631326
## CBM:dbCAN_4:HMMER-CE:dbCAN_4                2.225674e-02 0.8117598
## CE:dbCAN_4:HMMER-CE:dbCAN_4                 6.500584e-02 1.0000000
## GH:dbCAN_4:HMMER-CE:dbCAN_4                 9.478017e-02 0.9956941
## GT:dbCAN_4:HMMER-CE:dbCAN_4                 9.228189e-02 0.9989375
## PL:dbCAN_4:HMMER-CE:dbCAN_4                 9.859736e-02 0.9999969
## AA:dbCAN_4:DIAMOND-CE:dbCAN_4               3.313137e-02 0.9669052
## CBM:dbCAN_4:DIAMOND-CE:dbCAN_4              6.096874e-02 1.0000000
## CE:dbCAN_4:DIAMOND-CE:dbCAN_4               5.226375e-02 1.0000000
## GH:dbCAN_4:DIAMOND-CE:dbCAN_4               8.801539e-02 0.9999515
## GT:dbCAN_4:DIAMOND-CE:dbCAN_4               8.794650e-02 0.9999542
## PL:dbCAN_4:DIAMOND-CE:dbCAN_4               8.707254e-02 1.0000000
## AA:dbCAN_4:dbCAN-sub-CE:dbCAN_4             3.125788e-02 0.9438227
## CBM:dbCAN_4:dbCAN-sub-CE:dbCAN_4            4.145480e-02 0.9999815
## CE:dbCAN_4:dbCAN-sub-CE:dbCAN_4             6.391395e-02 1.0000000
## GH:dbCAN_4:dbCAN-sub-CE:dbCAN_4             9.347760e-02 0.9978544
## GT:dbCAN_4:dbCAN-sub-CE:dbCAN_4             9.048319e-02 0.9996746
## PL:dbCAN_4:dbCAN-sub-CE:dbCAN_4             9.859736e-02 0.9999969
## AA:CUPP-CE:dbCAN_4                          3.198788e-02 0.9538989
## CBM:CUPP-CE:dbCAN_4                        -8.961388e-01 0.0000000
## CE:CUPP-CE:dbCAN_4                          6.444762e-02 1.0000000
## GH:CUPP-CE:dbCAN_4                          9.443836e-02 0.9963896
## GT:CUPP-CE:dbCAN_4                          9.216802e-02 0.9990096
## PL:CUPP-CE:dbCAN_4                          6.367871e-02 1.0000000
## GT:dbCAN_4-GH:dbCAN_4                       6.018358e-02 1.0000000
## PL:dbCAN_4-GH:dbCAN_4                       6.840859e-02 1.0000000
## AA:dbCAN_4:HMMER-GH:dbCAN_4                 2.575728e-03 0.0770697
## CBM:dbCAN_4:HMMER-GH:dbCAN_4               -8.046520e-03 0.0084039
## CE:dbCAN_4:HMMER-GH:dbCAN_4                 3.471313e-02 0.9976206
## GH:dbCAN_4:HMMER-GH:dbCAN_4                 6.447691e-02 1.0000000
## GT:dbCAN_4:HMMER-GH:dbCAN_4                 6.197863e-02 1.0000000
## PL:dbCAN_4:HMMER-GH:dbCAN_4                 6.840859e-02 1.0000000
## AA:dbCAN_4:DIAMOND-GH:dbCAN_4               2.937913e-03 0.0817133
## CBM:dbCAN_4:DIAMOND-GH:dbCAN_4              3.066548e-02 0.9861471
## CE:dbCAN_4:DIAMOND-GH:dbCAN_4               2.197105e-02 0.8010687
## GH:dbCAN_4:DIAMOND-GH:dbCAN_4               5.771213e-02 1.0000000
## GT:dbCAN_4:DIAMOND-GH:dbCAN_4               5.764324e-02 1.0000000
## PL:dbCAN_4:DIAMOND-GH:dbCAN_4               5.688377e-02 1.0000000
## AA:dbCAN_4:dbCAN-sub-GH:dbCAN_4             1.064421e-03 0.0599981
## CBM:dbCAN_4:dbCAN-sub-GH:dbCAN_4            1.115154e-02 0.3178190
## CE:dbCAN_4:dbCAN-sub-GH:dbCAN_4             3.362124e-02 0.9957490
## GH:dbCAN_4:dbCAN-sub-GH:dbCAN_4             6.317434e-02 1.0000000
## GT:dbCAN_4:dbCAN-sub-GH:dbCAN_4             6.017992e-02 1.0000000
## PL:dbCAN_4:dbCAN-sub-GH:dbCAN_4             6.840859e-02 1.0000000
## AA:CUPP-GH:dbCAN_4                          1.794427e-03 0.0677967
## CBM:CUPP-GH:dbCAN_4                        -9.264421e-01 0.0000000
## CE:CUPP-GH:dbCAN_4                          3.415491e-02 0.9967794
## GH:CUPP-GH:dbCAN_4                          6.413509e-02 1.0000000
## GT:CUPP-GH:dbCAN_4                          6.186475e-02 1.0000000
## PL:CUPP-GH:dbCAN_4                          3.348994e-02 0.9713059
## PL:dbCAN_4-GT:dbCAN_4                       7.158486e-02 1.0000000
## AA:dbCAN_4:HMMER-GT:dbCAN_4                 5.752003e-03 0.1261334
## CBM:dbCAN_4:HMMER-GT:dbCAN_4               -4.870244e-03 0.0176730
## CE:dbCAN_4:HMMER-GT:dbCAN_4                 3.788940e-02 0.9996737
## GH:dbCAN_4:HMMER-GT:dbCAN_4                 6.765318e-02 1.0000000
## GT:dbCAN_4:HMMER-GT:dbCAN_4                 6.515490e-02 1.0000000
## PL:dbCAN_4:HMMER-GT:dbCAN_4                 7.158486e-02 1.0000000
## AA:dbCAN_4:DIAMOND-GT:dbCAN_4               6.114189e-03 0.1330213
## CBM:dbCAN_4:DIAMOND-GT:dbCAN_4              3.384175e-02 0.9969939
## CE:dbCAN_4:DIAMOND-GT:dbCAN_4               2.514732e-02 0.9016362
## GH:dbCAN_4:DIAMOND-GT:dbCAN_4               6.088840e-02 1.0000000
## GT:dbCAN_4:DIAMOND-GT:dbCAN_4               6.081952e-02 1.0000000
## PL:dbCAN_4:DIAMOND-GT:dbCAN_4               6.006004e-02 1.0000000
## AA:dbCAN_4:dbCAN-sub-GT:dbCAN_4             4.240696e-03 0.1003594
## CBM:dbCAN_4:dbCAN-sub-GT:dbCAN_4            1.432781e-02 0.4595025
## CE:dbCAN_4:dbCAN-sub-GT:dbCAN_4             3.679751e-02 0.9993183
## GH:dbCAN_4:dbCAN-sub-GT:dbCAN_4             6.635062e-02 1.0000000
## GT:dbCAN_4:dbCAN-sub-GT:dbCAN_4             6.335620e-02 1.0000000
## PL:dbCAN_4:dbCAN-sub-GT:dbCAN_4             7.158486e-02 1.0000000
## AA:CUPP-GT:dbCAN_4                          4.970702e-03 0.1122256
## CBM:CUPP-GT:dbCAN_4                        -9.232658e-01 0.0000000
## CE:CUPP-GT:dbCAN_4                          3.733119e-02 0.9995209
## GH:CUPP-GT:dbCAN_4                          6.731137e-02 1.0000000
## GT:CUPP-GT:dbCAN_4                          6.504103e-02 1.0000000
## PL:CUPP-GT:dbCAN_4                          3.666622e-02 0.9905783
## AA:dbCAN_4:HMMER-PL:dbCAN_4                 1.688314e-02 0.3979489
## CBM:dbCAN_4:HMMER-PL:dbCAN_4                7.478033e-03 0.1604755
## CE:dbCAN_4:HMMER-PL:dbCAN_4                 5.012319e-02 0.9999969
## GH:dbCAN_4:HMMER-PL:dbCAN_4                 8.000146e-02 1.0000000
## GT:dbCAN_4:HMMER-PL:dbCAN_4                 7.750318e-02 1.0000000
## PL:dbCAN_4:HMMER-PL:dbCAN_4                 8.266282e-02 1.0000000
## AA:dbCAN_4:DIAMOND-PL:dbCAN_4               1.724532e-02 0.4106989
## CBM:dbCAN_4:DIAMOND-PL:dbCAN_4              4.619003e-02 0.9999471
## CE:dbCAN_4:DIAMOND-PL:dbCAN_4               3.738111e-02 0.9918152
## GH:dbCAN_4:DIAMOND-PL:dbCAN_4               7.323668e-02 1.0000000
## GT:dbCAN_4:DIAMOND-PL:dbCAN_4               7.316779e-02 1.0000000
## PL:dbCAN_4:DIAMOND-PL:dbCAN_4               7.113800e-02 1.0000000
## AA:dbCAN_4:dbCAN-sub-PL:dbCAN_4             1.537183e-02 0.3466648
## CBM:dbCAN_4:dbCAN-sub-PL:dbCAN_4            2.667609e-02 0.8464971
## CE:dbCAN_4:dbCAN-sub-PL:dbCAN_4             4.903130e-02 0.9999918
## GH:dbCAN_4:dbCAN-sub-PL:dbCAN_4             7.869889e-02 1.0000000
## GT:dbCAN_4:dbCAN-sub-PL:dbCAN_4             7.570448e-02 1.0000000
## PL:dbCAN_4:dbCAN-sub-PL:dbCAN_4             8.266282e-02 1.0000000
## AA:CUPP-PL:dbCAN_4                          1.610184e-02 0.3710278
## CBM:CUPP-PL:dbCAN_4                        -9.109175e-01 0.0000000
## CE:CUPP-PL:dbCAN_4                          4.956498e-02 0.9999948
## GH:CUPP-PL:dbCAN_4                          7.965965e-02 1.0000000
## GT:CUPP-PL:dbCAN_4                          7.738931e-02 1.0000000
## PL:CUPP-PL:dbCAN_4                          4.774417e-02 0.9994310
## CBM:dbCAN_4:HMMER-AA:dbCAN_4:HMMER          7.234121e-02 1.0000000
## CE:dbCAN_4:HMMER-AA:dbCAN_4:HMMER           1.149911e-01 0.9631326
## GH:dbCAN_4:HMMER-AA:dbCAN_4:HMMER           1.448646e-01 0.0641098
## GT:dbCAN_4:HMMER-AA:dbCAN_4:HMMER           1.423664e-01 0.0960293
## PL:dbCAN_4:HMMER-AA:dbCAN_4:HMMER           1.475792e-01 0.3979489
## AA:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER         8.215940e-02 1.0000000
## CBM:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER        1.110532e-01 0.9854250
## CE:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER         1.022490e-01 0.9999051
## GH:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER         1.380999e-01 0.1790049
## GT:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER         1.380310e-01 0.1806816
## PL:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER         1.360544e-01 0.8087217
## AA:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER       8.028591e-02 1.0000000
## CBM:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER      9.153927e-02 1.0000000
## CE:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER       1.138992e-01 0.9736032
## GH:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER       1.435621e-01 0.0794200
## GT:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER       1.405677e-01 0.1262014
## PL:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER       1.475792e-01 0.3979489
## AA:CUPP-AA:dbCAN_4:HMMER                    8.101592e-02 1.0000000
## CBM:CUPP-AA:dbCAN_4:HMMER                  -8.460544e-01 0.0000000
## CE:CUPP-AA:dbCAN_4:HMMER                    1.144328e-01 0.9688200
## GH:CUPP-AA:dbCAN_4:HMMER                    1.445228e-01 0.0678648
## GT:CUPP-AA:dbCAN_4:HMMER                    1.422525e-01 0.0977485
## PL:CUPP-AA:dbCAN_4:HMMER                    1.126605e-01 0.9999545
## CE:dbCAN_4:HMMER-CBM:dbCAN_4:HMMER          1.061195e-01 0.8117598
## GH:dbCAN_4:HMMER-CBM:dbCAN_4:HMMER          1.358833e-01 0.0063970
## GT:dbCAN_4:HMMER-CBM:dbCAN_4:HMMER          1.333850e-01 0.0116810
## PL:dbCAN_4:HMMER-CBM:dbCAN_4:HMMER          1.398150e-01 0.1604755
## AA:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER        7.434429e-02 1.0000000
## CBM:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER       1.020718e-01 0.8971235
## CE:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER        9.337742e-02 0.9979723
## GH:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER        1.291185e-01 0.0304330
## GT:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER        1.290496e-01 0.0308834
## PL:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER        1.282901e-01 0.5579823
## AA:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER      7.247079e-02 1.0000000
## CBM:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER     8.255791e-02 0.9999994
## CE:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER      1.050276e-01 0.8497289
## GH:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER      1.345807e-01 0.0087885
## GT:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER      1.315863e-01 0.0176876
## PL:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER      1.398150e-01 0.1604755
## AA:CUPP-CBM:dbCAN_4:HMMER                   7.320080e-02 1.0000000
## CBM:CUPP-CBM:dbCAN_4:HMMER                 -8.550357e-01 0.0000000
## CE:CUPP-CBM:dbCAN_4:HMMER                   1.055613e-01 0.8317573
## GH:CUPP-CBM:dbCAN_4:HMMER                   1.355415e-01 0.0069584
## GT:CUPP-CBM:dbCAN_4:HMMER                   1.332711e-01 0.0119975
## PL:CUPP-CBM:dbCAN_4:HMMER                   1.048963e-01 0.9993834
## GH:dbCAN_4:HMMER-CE:dbCAN_4:HMMER           9.478017e-02 0.9956941
## GT:dbCAN_4:HMMER-CE:dbCAN_4:HMMER           9.228189e-02 0.9989375
## PL:dbCAN_4:HMMER-CE:dbCAN_4:HMMER           9.859736e-02 0.9999969
## AA:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER         3.313137e-02 0.9669052
## CBM:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER        6.096874e-02 1.0000000
## CE:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER         5.226375e-02 1.0000000
## GH:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER         8.801539e-02 0.9999515
## GT:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER         8.794650e-02 0.9999542
## PL:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER         8.707254e-02 1.0000000
## AA:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER       3.125788e-02 0.9438227
## CBM:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER      4.145480e-02 0.9999815
## CE:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER       6.391395e-02 1.0000000
## GH:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER       9.347760e-02 0.9978544
## GT:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER       9.048319e-02 0.9996746
## PL:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER       9.859736e-02 0.9999969
## AA:CUPP-CE:dbCAN_4:HMMER                    3.198788e-02 0.9538989
## CBM:CUPP-CE:dbCAN_4:HMMER                  -8.961388e-01 0.0000000
## CE:CUPP-CE:dbCAN_4:HMMER                    6.444762e-02 1.0000000
## GH:CUPP-CE:dbCAN_4:HMMER                    9.443836e-02 0.9963896
## GT:CUPP-CE:dbCAN_4:HMMER                    9.216802e-02 0.9990096
## PL:CUPP-CE:dbCAN_4:HMMER                    6.367871e-02 1.0000000
## GT:dbCAN_4:HMMER-GH:dbCAN_4:HMMER           6.086157e-02 1.0000000
## PL:dbCAN_4:HMMER-GH:dbCAN_4:HMMER           6.729153e-02 1.0000000
## AA:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER         1.820859e-03 0.0680943
## CBM:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER        2.954842e-02 0.9782307
## CE:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER         2.085399e-02 0.7565199
## GH:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER         5.659507e-02 1.0000000
## GT:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER         5.652619e-02 1.0000000
## PL:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER         5.576671e-02 1.0000000
## AA:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER      -5.263307e-05 0.0495451
## CBM:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER      1.003448e-02 0.2742194
## CE:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER       3.250418e-02 0.9926651
## GH:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER       6.205729e-02 1.0000000
## GT:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER       5.906287e-02 1.0000000
## PL:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER       6.729153e-02 1.0000000
## AA:CUPP-GH:dbCAN_4:HMMER                    6.773730e-04 0.0561815
## CBM:CUPP-GH:dbCAN_4:HMMER                  -9.275591e-01 0.0000000
## CE:CUPP-GH:dbCAN_4:HMMER                    3.303786e-02 0.9943146
## GH:CUPP-GH:dbCAN_4:HMMER                    6.301804e-02 1.0000000
## GT:CUPP-GH:dbCAN_4:HMMER                    6.074770e-02 1.0000000
## PL:CUPP-GH:dbCAN_4:HMMER                    3.237289e-02 0.9598428
## PL:dbCAN_4:HMMER-GT:dbCAN_4:HMMER           6.978982e-02 1.0000000
## AA:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER         4.319140e-03 0.1015839
## CBM:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER        3.204670e-02 0.9925319
## CE:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER         2.335227e-02 0.8498475
## GH:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER         5.909335e-02 1.0000000
## GT:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER         5.902447e-02 1.0000000
## PL:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER         5.826499e-02 1.0000000
## AA:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER       2.445648e-03 0.0754563
## CBM:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER      1.253276e-02 0.3765998
## CE:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER       3.500246e-02 0.9979764
## GH:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER       6.455557e-02 1.0000000
## GT:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER       6.156115e-02 1.0000000
## PL:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER       6.978982e-02 1.0000000
## AA:CUPP-GT:dbCAN_4:HMMER                    3.175654e-03 0.0848853
## CBM:CUPP-GT:dbCAN_4:HMMER                  -9.250609e-01 0.0000000
## CE:CUPP-GT:dbCAN_4:HMMER                    3.553614e-02 0.9985133
## GH:CUPP-GT:dbCAN_4:HMMER                    6.551632e-02 1.0000000
## GT:CUPP-GT:dbCAN_4:HMMER                    6.324598e-02 1.0000000
## PL:CUPP-GT:dbCAN_4:HMMER                    3.487117e-02 0.9817807
## AA:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER         1.724532e-02 0.4106989
## CBM:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER        4.619003e-02 0.9999471
## CE:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER         3.738111e-02 0.9918152
## GH:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER         7.323668e-02 1.0000000
## GT:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER         7.316779e-02 1.0000000
## PL:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER         7.113800e-02 1.0000000
## AA:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER       1.537183e-02 0.3466648
## CBM:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER      2.667609e-02 0.8464971
## CE:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER       4.903130e-02 0.9999918
## GH:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER       7.869889e-02 1.0000000
## GT:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER       7.570448e-02 1.0000000
## PL:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER       8.266282e-02 1.0000000
## AA:CUPP-PL:dbCAN_4:HMMER                    1.610184e-02 0.3710278
## CBM:CUPP-PL:dbCAN_4:HMMER                  -9.109175e-01 0.0000000
## CE:CUPP-PL:dbCAN_4:HMMER                    4.956498e-02 0.9999948
## GH:CUPP-PL:dbCAN_4:HMMER                    7.965965e-02 1.0000000
## GT:CUPP-PL:dbCAN_4:HMMER                    7.738931e-02 1.0000000
## PL:CUPP-PL:dbCAN_4:HMMER                    4.774417e-02 0.9994310
## CBM:dbCAN_4:DIAMOND-AA:dbCAN_4:DIAMOND      1.106910e-01 0.9872415
## CE:dbCAN_4:DIAMOND-AA:dbCAN_4:DIAMOND       1.018868e-01 0.9999263
## GH:dbCAN_4:DIAMOND-AA:dbCAN_4:DIAMOND       1.377377e-01 0.1879474
## GT:dbCAN_4:DIAMOND-AA:dbCAN_4:DIAMOND       1.376688e-01 0.1896837
## PL:dbCAN_4:DIAMOND-AA:dbCAN_4:DIAMOND       1.356922e-01 0.8190877
## AA:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND     7.992373e-02 1.0000000
## CBM:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND    9.117708e-02 1.0000000
## CE:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND     1.135370e-01 0.9765096
## GH:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND     1.431999e-01 0.0841799
## GT:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND     1.402055e-01 0.1330922
## PL:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND     1.472170e-01 0.4106989
## AA:CUPP-AA:dbCAN_4:DIAMOND                  8.065373e-02 1.0000000
## CBM:CUPP-AA:dbCAN_4:DIAMOND                -8.464165e-01 0.0000000
## CE:CUPP-AA:dbCAN_4:DIAMOND                  1.140707e-01 0.9721329
## GH:CUPP-AA:dbCAN_4:DIAMOND                  1.441606e-01 0.0720436
## GT:CUPP-AA:dbCAN_4:DIAMOND                  1.418903e-01 0.1033829
## PL:CUPP-AA:dbCAN_4:DIAMOND                  1.122983e-01 0.9999643
## CE:dbCAN_4:DIAMOND-CBM:dbCAN_4:DIAMOND      5.466542e-02 1.0000000
## GH:dbCAN_4:DIAMOND-CBM:dbCAN_4:DIAMOND      9.040650e-02 0.9993140
## GT:dbCAN_4:DIAMOND-CBM:dbCAN_4:DIAMOND      9.033762e-02 0.9993444
## PL:dbCAN_4:DIAMOND-CBM:dbCAN_4:DIAMOND      8.957814e-02 1.0000000
## AA:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND    3.375880e-02 0.9754734
## CBM:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND   4.384591e-02 0.9999991
## CE:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND    6.631561e-02 1.0000000
## GH:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND    9.586872e-02 0.9872005
## GT:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND    9.287430e-02 0.9969999
## PL:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND    1.011030e-01 0.9999471
## AA:CUPP-CBM:dbCAN_4:DIAMOND                 3.448880e-02 0.9807932
## CBM:CUPP-CBM:dbCAN_4:DIAMOND               -8.937477e-01 0.0000000
## CE:CUPP-CBM:dbCAN_4:DIAMOND                 6.684929e-02 1.0000000
## GH:CUPP-CBM:dbCAN_4:DIAMOND                 9.682947e-02 0.9809606
## GT:CUPP-CBM:dbCAN_4:DIAMOND                 9.455913e-02 0.9929246
## PL:CUPP-CBM:dbCAN_4:DIAMOND                 6.618432e-02 1.0000000
## GH:dbCAN_4:DIAMOND-CE:dbCAN_4:DIAMOND       1.007575e-01 0.9512974
## GT:dbCAN_4:DIAMOND-CE:dbCAN_4:DIAMOND       1.006886e-01 0.9523473
## PL:dbCAN_4:DIAMOND-CE:dbCAN_4:DIAMOND       9.981462e-02 0.9999909
## AA:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND     4.399996e-02 0.9997435
## CBM:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND    5.419688e-02 1.0000000
## CE:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND     7.665603e-02 1.0000000
## GH:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND     1.062197e-01 0.8080451
## GT:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND     1.032253e-01 0.9017278
## PL:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND     1.113394e-01 0.9918152
## AA:CUPP-CE:dbCAN_4:DIAMOND                  4.472996e-02 0.9998394
## CBM:CUPP-CE:dbCAN_4:DIAMOND                -8.833968e-01 0.0000000
## CE:CUPP-CE:dbCAN_4:DIAMOND                  7.718971e-02 1.0000000
## GH:CUPP-CE:dbCAN_4:DIAMOND                  1.071804e-01 0.7705936
## GT:CUPP-CE:dbCAN_4:DIAMOND                  1.049101e-01 0.8535313
## PL:CUPP-CE:dbCAN_4:DIAMOND                  7.642079e-02 1.0000000
## GT:dbCAN_4:DIAMOND-GH:dbCAN_4:DIAMOND       6.329097e-02 1.0000000
## PL:dbCAN_4:DIAMOND-GH:dbCAN_4:DIAMOND       6.253149e-02 1.0000000
## AA:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND     6.712147e-03 0.1450246
## CBM:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND    1.679926e-02 0.5801513
## CE:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND     3.926896e-02 0.9998824
## GH:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND     6.882207e-02 1.0000000
## GT:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND     6.582765e-02 1.0000000
## PL:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND     7.405631e-02 1.0000000
## AA:CUPP-GH:dbCAN_4:DIAMOND                  7.442153e-03 0.1607746
## CBM:CUPP-GH:dbCAN_4:DIAMOND                -9.207944e-01 0.0000000
## CE:CUPP-GH:dbCAN_4:DIAMOND                  3.980264e-02 0.9999230
## GH:CUPP-GH:dbCAN_4:DIAMOND                  6.978282e-02 1.0000000
## GT:CUPP-GH:dbCAN_4:DIAMOND                  6.751248e-02 1.0000000
## PL:CUPP-GH:dbCAN_4:DIAMOND                  3.913767e-02 0.9967040
## PL:dbCAN_4:DIAMOND-GT:dbCAN_4:DIAMOND       6.260038e-02 1.0000000
## AA:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND     6.781033e-03 0.1464588
## CBM:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND    1.686815e-02 0.5835353
## CE:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND     3.933785e-02 0.9998886
## GH:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND     6.889095e-02 1.0000000
## GT:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND     6.589654e-02 1.0000000
## PL:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND     7.412520e-02 1.0000000
## AA:CUPP-GT:dbCAN_4:DIAMOND                  7.511039e-03 0.1623243
## CBM:CUPP-GT:dbCAN_4:DIAMOND                -9.207255e-01 0.0000000
## CE:CUPP-GT:dbCAN_4:DIAMOND                  3.987153e-02 0.9999272
## GH:CUPP-GT:dbCAN_4:DIAMOND                  6.985171e-02 1.0000000
## GT:CUPP-GT:dbCAN_4:DIAMOND                  6.758137e-02 1.0000000
## PL:CUPP-GT:dbCAN_4:DIAMOND                  3.920655e-02 0.9968073
## AA:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND     2.689665e-02 0.7623718
## CBM:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND    3.820091e-02 0.9949899
## CE:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND     6.055612e-02 1.0000000
## GH:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND     9.022372e-02 1.0000000
## GT:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND     8.722930e-02 1.0000000
## PL:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND     9.418764e-02 1.0000000
## AA:CUPP-PL:dbCAN_4:DIAMOND                  2.762666e-02 0.7853604
## CBM:CUPP-PL:dbCAN_4:DIAMOND                -8.993927e-01 0.0000000
## CE:CUPP-PL:dbCAN_4:DIAMOND                  6.108980e-02 1.0000000
## GH:CUPP-PL:dbCAN_4:DIAMOND                  9.118447e-02 1.0000000
## GT:CUPP-PL:dbCAN_4:DIAMOND                  8.891413e-02 1.0000000
## PL:CUPP-PL:dbCAN_4:DIAMOND                  5.926900e-02 0.9999999
## CBM:dbCAN_4:dbCAN-sub-AA:dbCAN_4:dbCAN-sub  9.305058e-02 1.0000000
## CE:dbCAN_4:dbCAN-sub-AA:dbCAN_4:dbCAN-sub   1.154105e-01 0.9583676
## GH:dbCAN_4:dbCAN-sub-AA:dbCAN_4:dbCAN-sub   1.450734e-01 0.0619041
## GT:dbCAN_4:dbCAN-sub-AA:dbCAN_4:dbCAN-sub   1.420790e-01 0.1004161
## PL:dbCAN_4:dbCAN-sub-AA:dbCAN_4:dbCAN-sub   1.490905e-01 0.3466648
## AA:CUPP-AA:dbCAN_4:dbCAN-sub                8.252722e-02 1.0000000
## CBM:CUPP-AA:dbCAN_4:dbCAN-sub              -8.445431e-01 0.0000000
## CE:CUPP-AA:dbCAN_4:dbCAN-sub                1.159441e-01 0.9516576
## GH:CUPP-AA:dbCAN_4:dbCAN-sub                1.460341e-01 0.0525636
## GT:CUPP-AA:dbCAN_4:dbCAN-sub                1.437638e-01 0.0768671
## PL:CUPP-AA:dbCAN_4:dbCAN-sub                1.141718e-01 0.9998812
## CE:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:dbCAN-sub  8.582955e-02 0.9999935
## GH:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:dbCAN-sub  1.153827e-01 0.3254148
## GT:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:dbCAN-sub  1.123882e-01 0.4596769
## PL:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:dbCAN-sub  1.206169e-01 0.8464971
## AA:CUPP-CBM:dbCAN_4:dbCAN-sub               5.400274e-02 1.0000000
## CBM:CUPP-CBM:dbCAN_4:dbCAN-sub             -8.742338e-01 0.0000000
## CE:CUPP-CBM:dbCAN_4:dbCAN-sub               8.636323e-02 0.9999890
## GH:CUPP-CBM:dbCAN_4:dbCAN-sub               1.163434e-01 0.2871614
## GT:CUPP-CBM:dbCAN_4:dbCAN-sub               1.140731e-01 0.3816616
## PL:CUPP-CBM:dbCAN_4:dbCAN-sub               8.569825e-02 1.0000000
## GH:dbCAN_4:dbCAN-sub-CE:dbCAN_4:dbCAN-sub   9.456949e-02 0.9961350
## GT:dbCAN_4:dbCAN-sub-CE:dbCAN_4:dbCAN-sub   9.157508e-02 0.9993199
## PL:dbCAN_4:dbCAN-sub-CE:dbCAN_4:dbCAN-sub   9.968925e-02 0.9999918
## AA:CUPP-CE:dbCAN_4:dbCAN-sub                3.307977e-02 0.9663865
## CBM:CUPP-CE:dbCAN_4:dbCAN-sub              -8.950469e-01 0.0000000
## CE:CUPP-CE:dbCAN_4:dbCAN-sub                6.553951e-02 1.0000000
## GH:CUPP-CE:dbCAN_4:dbCAN-sub                9.553025e-02 0.9937618
## GT:CUPP-CE:dbCAN_4:dbCAN-sub                9.325991e-02 0.9981033
## PL:CUPP-CE:dbCAN_4:dbCAN-sub                6.477060e-02 1.0000000
## GT:dbCAN_4:dbCAN-sub-GH:dbCAN_4:dbCAN-sub   6.036543e-02 1.0000000
## PL:dbCAN_4:dbCAN-sub-GH:dbCAN_4:dbCAN-sub   6.859410e-02 1.0000000
## AA:CUPP-GH:dbCAN_4:dbCAN-sub                1.979937e-03 0.0699091
## CBM:CUPP-GH:dbCAN_4:dbCAN-sub              -9.262566e-01 0.0000000
## CE:CUPP-GH:dbCAN_4:dbCAN-sub                3.434042e-02 0.9970835
## GH:CUPP-GH:dbCAN_4:dbCAN-sub                6.432061e-02 1.0000000
## GT:CUPP-GH:dbCAN_4:dbCAN-sub                6.205027e-02 1.0000000
## PL:CUPP-GH:dbCAN_4:dbCAN-sub                3.367545e-02 0.9729353
## PL:dbCAN_4:dbCAN-sub-GT:dbCAN_4:dbCAN-sub   7.158852e-02 1.0000000
## AA:CUPP-GT:dbCAN_4:dbCAN-sub                4.974355e-03 0.1122877
## CBM:CUPP-GT:dbCAN_4:dbCAN-sub              -9.232622e-01 0.0000000
## CE:CUPP-GT:dbCAN_4:dbCAN-sub                3.733484e-02 0.9995221
## GH:CUPP-GT:dbCAN_4:dbCAN-sub                6.731502e-02 1.0000000
## GT:CUPP-GT:dbCAN_4:dbCAN-sub                6.504468e-02 1.0000000
## PL:CUPP-GT:dbCAN_4:dbCAN-sub                3.666987e-02 0.9905917
## AA:CUPP-PL:dbCAN_4:dbCAN-sub                1.610184e-02 0.3710278
## CBM:CUPP-PL:dbCAN_4:dbCAN-sub              -9.109175e-01 0.0000000
## CE:CUPP-PL:dbCAN_4:dbCAN-sub                4.956498e-02 0.9999948
## GH:CUPP-PL:dbCAN_4:dbCAN-sub                7.965965e-02 1.0000000
## GT:CUPP-PL:dbCAN_4:dbCAN-sub                7.738931e-02 1.0000000
## PL:CUPP-PL:dbCAN_4:dbCAN-sub                4.774417e-02 0.9994310
## CBM:CUPP-AA:CUPP                           -8.452731e-01 0.0000000
## CE:CUPP-AA:CUPP                             1.152141e-01 0.9606523
## GH:CUPP-AA:CUPP                             1.453041e-01 0.0595410
## GT:CUPP-AA:CUPP                             1.430338e-01 0.0864401
## PL:CUPP-AA:CUPP                             1.134418e-01 0.9999245
## CE:CUPP-CBM:CUPP                            1.023957e+00 0.0000000
## GH:CUPP-CBM:CUPP                            1.053937e+00 0.0000000
## GT:CUPP-CBM:CUPP                            1.051667e+00 0.0000000
## PL:CUPP-CBM:CUPP                            1.023292e+00 0.0000000
## GH:CUPP-CE:CUPP                             9.499657e-02 0.9951975
## GT:CUPP-CE:CUPP                             9.272623e-02 0.9986102
## PL:CUPP-CE:CUPP                             6.423692e-02 1.0000000
## GT:CUPP-GH:CUPP                             6.108951e-02 1.0000000
## PL:CUPP-GH:CUPP                             3.271470e-02 0.9636643
## PL:CUPP-GT:CUPP                             3.498504e-02 0.9824854

6.5.4 CAZy class F1-score

Two-way ANOVA to test for differences between the CAZy classes and prediction tools.

##                              Df Sum Sq Mean Sq F value Pr(>F)    
## CAZy_class                    5  30.66   6.131   549.2 <2e-16 ***
## Prediction_tool               4  13.39   3.347   299.8 <2e-16 ***
## CAZy_class:Prediction_tool   20  33.53   1.677   150.2 <2e-16 ***
## Residuals                  2025  22.61   0.011                   
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

Statistically significant difference was detected, so follow up with a Tukey test to determine if there are differences between specific groups.

##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = Statistic_value ~ CAZy_class * Prediction_tool, data = class_subset_f1.df)
## 
## $`CAZy_class:Prediction_tool`
##                                                     diff          lwr
## CBM:dbCAN_4-AA:dbCAN_4                     -9.171434e-02 -0.164132274
## CE:dbCAN_4-AA:dbCAN_4                       1.735107e-02 -0.055778029
## GH:dbCAN_4-AA:dbCAN_4                       2.061690e-02 -0.051801032
## GT:dbCAN_4-AA:dbCAN_4                       2.131309e-02 -0.051104843
## PL:dbCAN_4-AA:dbCAN_4                       2.764723e-02 -0.053748018
## AA:dbCAN_4:HMMER-AA:dbCAN_4                -3.000611e-03 -0.083966325
## CBM:dbCAN_4:HMMER-AA:dbCAN_4               -3.510569e-01 -0.423474810
## CE:dbCAN_4:HMMER-AA:dbCAN_4                 2.272359e-03 -0.070856737
## GH:dbCAN_4:HMMER-AA:dbCAN_4                 5.196727e-03 -0.067221210
## GT:dbCAN_4:HMMER-AA:dbCAN_4                -2.938663e-02 -0.101804568
## PL:dbCAN_4:HMMER-AA:dbCAN_4                 2.764723e-02 -0.053748018
## AA:dbCAN_4:DIAMOND-AA:dbCAN_4              -1.580544e-02 -0.096771158
## CBM:dbCAN_4:DIAMOND-AA:dbCAN_4             -3.927002e-02 -0.111687957
## CE:dbCAN_4:DIAMOND-AA:dbCAN_4               4.236150e-03 -0.068892945
## GH:dbCAN_4:DIAMOND-AA:dbCAN_4               2.995152e-02 -0.042466411
## GT:dbCAN_4:DIAMOND-AA:dbCAN_4               2.860856e-02 -0.043809373
## PL:dbCAN_4:DIAMOND-AA:dbCAN_4               3.601900e-02 -0.045376248
## AA:dbCAN_4:dbCAN-sub-AA:dbCAN_4            -3.459494e-03 -0.084425208
## CBM:dbCAN_4:dbCAN-sub-AA:dbCAN_4           -8.880834e-02 -0.161226276
## CE:dbCAN_4:dbCAN-sub-AA:dbCAN_4             1.527221e-02 -0.057856885
## GH:dbCAN_4:dbCAN-sub-AA:dbCAN_4             1.911534e-02 -0.053302594
## GT:dbCAN_4:dbCAN-sub-AA:dbCAN_4             1.994404e-02 -0.052473896
## PL:dbCAN_4:dbCAN-sub-AA:dbCAN_4             2.829197e-02 -0.053103273
## AA:CUPP-AA:dbCAN_4                         -4.538270e-02 -0.126348413
## CBM:CUPP-AA:dbCAN_4                        -9.464340e-01 -1.018851949
## CE:CUPP-AA:dbCAN_4                         -2.142267e-02 -0.094551763
## GH:CUPP-AA:dbCAN_4                         -3.719642e-04 -0.072789901
## GT:CUPP-AA:dbCAN_4                         -3.571804e-02 -0.108135974
## PL:CUPP-AA:dbCAN_4                         -6.141646e-02 -0.142811705
## CE:dbCAN_4-CBM:dbCAN_4                      1.090654e-01  0.045529783
## GH:dbCAN_4-CBM:dbCAN_4                      1.123312e-01  0.049615470
## GT:dbCAN_4-CBM:dbCAN_4                      1.130274e-01  0.050311658
## PL:dbCAN_4-CBM:dbCAN_4                      1.193616e-01  0.046463714
## AA:dbCAN_4:HMMER-CBM:dbCAN_4                8.871373e-02  0.016295791
## CBM:dbCAN_4:HMMER-CBM:dbCAN_4              -2.593425e-01 -0.322058309
## CE:dbCAN_4:HMMER-CBM:dbCAN_4                9.398670e-02  0.030451075
## GH:dbCAN_4:HMMER-CBM:dbCAN_4                9.691106e-02  0.034195291
## GT:dbCAN_4:HMMER-CBM:dbCAN_4                6.232771e-02 -0.000388067
## PL:dbCAN_4:HMMER-CBM:dbCAN_4                1.193616e-01  0.046463714
## AA:dbCAN_4:DIAMOND-CBM:dbCAN_4              7.590889e-02  0.003490958
## CBM:dbCAN_4:DIAMOND-CBM:dbCAN_4             5.244432e-02 -0.010271456
## CE:dbCAN_4:DIAMOND-CBM:dbCAN_4              9.595049e-02  0.032414867
## GH:dbCAN_4:DIAMOND-CBM:dbCAN_4              1.216659e-01  0.058950090
## GT:dbCAN_4:DIAMOND-CBM:dbCAN_4              1.203229e-01  0.057607129
## PL:dbCAN_4:DIAMOND-CBM:dbCAN_4              1.277333e-01  0.054835484
## AA:dbCAN_4:dbCAN-sub-CBM:dbCAN_4            8.825484e-02  0.015836907
## CBM:dbCAN_4:dbCAN-sub-CBM:dbCAN_4           2.905998e-03 -0.059809775
## CE:dbCAN_4:dbCAN-sub-CBM:dbCAN_4            1.069865e-01  0.043450926
## GH:dbCAN_4:dbCAN-sub-CBM:dbCAN_4            1.108297e-01  0.048113908
## GT:dbCAN_4:dbCAN-sub-CBM:dbCAN_4            1.116584e-01  0.048942605
## PL:dbCAN_4:dbCAN-sub-CBM:dbCAN_4            1.200063e-01  0.047108460
## AA:CUPP-CBM:dbCAN_4                         4.633164e-02 -0.026086298
## CBM:CUPP-CBM:dbCAN_4                       -8.547197e-01 -0.917435448
## CE:CUPP-CBM:dbCAN_4                         7.029167e-02  0.006756048
## GH:CUPP-CBM:dbCAN_4                         9.134237e-02  0.028626601
## GT:CUPP-CBM:dbCAN_4                         5.599630e-02 -0.006719473
## PL:CUPP-CBM:dbCAN_4                         3.029788e-02 -0.042599972
## GH:dbCAN_4-CE:dbCAN_4                       3.265838e-03 -0.060269783
## GT:dbCAN_4-CE:dbCAN_4                       3.962027e-03 -0.059573595
## PL:dbCAN_4-CE:dbCAN_4                       1.029616e-02 -0.063308212
## AA:dbCAN_4:HMMER-CE:dbCAN_4                -2.035168e-02 -0.093480772
## CBM:dbCAN_4:HMMER-CE:dbCAN_4               -3.684079e-01 -0.431943562
## CE:dbCAN_4:HMMER-CE:dbCAN_4                -1.507871e-02 -0.079423733
## GH:dbCAN_4:HMMER-CE:dbCAN_4                -1.215434e-02 -0.075689961
## GT:dbCAN_4:HMMER-CE:dbCAN_4                -4.673770e-02 -0.110273320
## PL:dbCAN_4:HMMER-CE:dbCAN_4                 1.029616e-02 -0.063308212
## AA:dbCAN_4:DIAMOND-CE:dbCAN_4              -3.315651e-02 -0.106285605
## CBM:dbCAN_4:DIAMOND-CE:dbCAN_4             -5.662109e-02 -0.120156709
## CE:dbCAN_4:DIAMOND-CE:dbCAN_4              -1.311492e-02 -0.077459941
## GH:dbCAN_4:DIAMOND-CE:dbCAN_4               1.260046e-02 -0.050935163
## GT:dbCAN_4:DIAMOND-CE:dbCAN_4               1.125750e-02 -0.052278124
## PL:dbCAN_4:DIAMOND-CE:dbCAN_4               1.866793e-02 -0.054936442
## AA:dbCAN_4:dbCAN-sub-CE:dbCAN_4            -2.081056e-02 -0.093939655
## CBM:dbCAN_4:dbCAN-sub-CE:dbCAN_4           -1.061594e-01 -0.169695028
## CE:dbCAN_4:dbCAN-sub-CE:dbCAN_4            -2.078856e-03 -0.066423881
## GH:dbCAN_4:dbCAN-sub-CE:dbCAN_4             1.764276e-03 -0.061771345
## GT:dbCAN_4:dbCAN-sub-CE:dbCAN_4             2.592974e-03 -0.060942648
## PL:dbCAN_4:dbCAN-sub-CE:dbCAN_4             1.094090e-02 -0.062663467
## AA:CUPP-CE:dbCAN_4                         -6.273377e-02 -0.135862861
## CBM:CUPP-CE:dbCAN_4                        -9.637851e-01 -1.027320701
## CE:CUPP-CE:dbCAN_4                         -3.877373e-02 -0.103118759
## GH:CUPP-CE:dbCAN_4                         -1.772303e-02 -0.081258652
## GT:CUPP-CE:dbCAN_4                         -5.306910e-02 -0.116604726
## PL:CUPP-CE:dbCAN_4                         -7.876753e-02 -0.152371898
## GT:dbCAN_4-GH:dbCAN_4                       6.961885e-04 -0.062019584
## PL:dbCAN_4-GH:dbCAN_4                       7.030320e-03 -0.065867528
## AA:dbCAN_4:HMMER-GH:dbCAN_4                -2.361752e-02 -0.096035452
## CBM:dbCAN_4:HMMER-GH:dbCAN_4               -3.716738e-01 -0.434389551
## CE:dbCAN_4:HMMER-GH:dbCAN_4                -1.834455e-02 -0.081880168
## GH:dbCAN_4:HMMER-GH:dbCAN_4                -1.542018e-02 -0.078135951
## GT:dbCAN_4:HMMER-GH:dbCAN_4                -5.000354e-02 -0.112719309
## PL:dbCAN_4:HMMER-GH:dbCAN_4                 7.030320e-03 -0.065867528
## AA:dbCAN_4:DIAMOND-GH:dbCAN_4              -3.642235e-02 -0.108840285
## CBM:dbCAN_4:DIAMOND-GH:dbCAN_4             -5.988693e-02 -0.122602698
## CE:dbCAN_4:DIAMOND-GH:dbCAN_4              -1.638075e-02 -0.079916376
## GH:dbCAN_4:DIAMOND-GH:dbCAN_4               9.334620e-03 -0.053381152
## GT:dbCAN_4:DIAMOND-GH:dbCAN_4               7.991659e-03 -0.054724114
## PL:dbCAN_4:DIAMOND-GH:dbCAN_4               1.540209e-02 -0.057495758
## AA:dbCAN_4:dbCAN-sub-GH:dbCAN_4            -2.407640e-02 -0.096494335
## CBM:dbCAN_4:dbCAN-sub-GH:dbCAN_4           -1.094252e-01 -0.172141017
## CE:dbCAN_4:dbCAN-sub-GH:dbCAN_4            -5.344695e-03 -0.068880316
## GH:dbCAN_4:dbCAN-sub-GH:dbCAN_4            -1.501562e-03 -0.064217335
## GT:dbCAN_4:dbCAN-sub-GH:dbCAN_4            -6.728644e-04 -0.063388637
## PL:dbCAN_4:dbCAN-sub-GH:dbCAN_4             7.675066e-03 -0.065222783
## AA:CUPP-GH:dbCAN_4                         -6.599960e-02 -0.138417540
## CBM:CUPP-GH:dbCAN_4                        -9.670509e-01 -1.029766690
## CE:CUPP-GH:dbCAN_4                         -4.203957e-02 -0.105575194
## GH:CUPP-GH:dbCAN_4                         -2.098887e-02 -0.083704642
## GT:CUPP-GH:dbCAN_4                         -5.633494e-02 -0.119050715
## PL:CUPP-GH:dbCAN_4                         -8.203337e-02 -0.154931215
## PL:dbCAN_4-GT:dbCAN_4                       6.334132e-03 -0.066563717
## AA:dbCAN_4:HMMER-GT:dbCAN_4                -2.431370e-02 -0.096731640
## CBM:dbCAN_4:HMMER-GT:dbCAN_4               -3.723700e-01 -0.435085740
## CE:dbCAN_4:HMMER-GT:dbCAN_4                -1.904073e-02 -0.082576356
## GH:dbCAN_4:HMMER-GT:dbCAN_4                -1.611637e-02 -0.078832139
## GT:dbCAN_4:HMMER-GT:dbCAN_4                -5.069973e-02 -0.113415498
## PL:dbCAN_4:HMMER-GT:dbCAN_4                 6.334132e-03 -0.066563717
## AA:dbCAN_4:DIAMOND-GT:dbCAN_4              -3.711854e-02 -0.109536473
## CBM:dbCAN_4:DIAMOND-GT:dbCAN_4             -6.058311e-02 -0.123298887
## CE:dbCAN_4:DIAMOND-GT:dbCAN_4              -1.707694e-02 -0.080612564
## GH:dbCAN_4:DIAMOND-GT:dbCAN_4               8.638432e-03 -0.054077341
## GT:dbCAN_4:DIAMOND-GT:dbCAN_4               7.295471e-03 -0.055420302
## PL:dbCAN_4:DIAMOND-GT:dbCAN_4               1.470590e-02 -0.058191946
## AA:dbCAN_4:dbCAN-sub-GT:dbCAN_4            -2.477259e-02 -0.097190523
## CBM:dbCAN_4:dbCAN-sub-GT:dbCAN_4           -1.101214e-01 -0.172837206
## CE:dbCAN_4:dbCAN-sub-GT:dbCAN_4            -6.040883e-03 -0.069576505
## GH:dbCAN_4:dbCAN-sub-GT:dbCAN_4            -2.197751e-03 -0.064913523
## GT:dbCAN_4:dbCAN-sub-GT:dbCAN_4            -1.369053e-03 -0.064084826
## PL:dbCAN_4:dbCAN-sub-GT:dbCAN_4             6.978877e-03 -0.065918971
## AA:CUPP-GT:dbCAN_4                         -6.669579e-02 -0.139113729
## CBM:CUPP-GT:dbCAN_4                        -9.677471e-01 -1.030462879
## CE:CUPP-GT:dbCAN_4                         -4.273576e-02 -0.106271383
## GH:CUPP-GT:dbCAN_4                         -2.168506e-02 -0.084400830
## GT:CUPP-GT:dbCAN_4                         -5.703113e-02 -0.119746904
## PL:CUPP-GT:dbCAN_4                         -8.272955e-02 -0.155627403
## AA:dbCAN_4:HMMER-PL:dbCAN_4                -3.064784e-02 -0.112043079
## CBM:dbCAN_4:HMMER-PL:dbCAN_4               -3.787041e-01 -0.451601948
## CE:dbCAN_4:HMMER-PL:dbCAN_4                -2.537487e-02 -0.098979237
## GH:dbCAN_4:HMMER-PL:dbCAN_4                -2.245050e-02 -0.095348347
## GT:dbCAN_4:HMMER-PL:dbCAN_4                -5.703386e-02 -0.129931706
## PL:dbCAN_4:HMMER-PL:dbCAN_4                -4.440892e-15 -0.081822518
## AA:dbCAN_4:DIAMOND-PL:dbCAN_4              -4.345267e-02 -0.124847912
## CBM:dbCAN_4:DIAMOND-PL:dbCAN_4             -6.691725e-02 -0.139815094
## CE:dbCAN_4:DIAMOND-PL:dbCAN_4              -2.341107e-02 -0.097015445
## GH:dbCAN_4:DIAMOND-PL:dbCAN_4               2.304300e-03 -0.070593549
## GT:dbCAN_4:DIAMOND-PL:dbCAN_4               9.613386e-04 -0.071936510
## PL:dbCAN_4:DIAMOND-PL:dbCAN_4               8.371770e-03 -0.073450748
## AA:dbCAN_4:dbCAN-sub-PL:dbCAN_4            -3.110672e-02 -0.112501963
## CBM:dbCAN_4:dbCAN-sub-PL:dbCAN_4           -1.164556e-01 -0.189353414
## CE:dbCAN_4:dbCAN-sub-PL:dbCAN_4            -1.237502e-02 -0.085979386
## GH:dbCAN_4:dbCAN-sub-PL:dbCAN_4            -8.531882e-03 -0.081429731
## GT:dbCAN_4:dbCAN-sub-PL:dbCAN_4            -7.703185e-03 -0.080601033
## PL:dbCAN_4:dbCAN-sub-PL:dbCAN_4             6.447453e-04 -0.081177773
## AA:CUPP-PL:dbCAN_4                         -7.302992e-02 -0.154425168
## CBM:CUPP-PL:dbCAN_4                        -9.740812e-01 -1.046979086
## CE:CUPP-PL:dbCAN_4                         -4.906989e-02 -0.122674264
## GH:CUPP-PL:dbCAN_4                         -2.801919e-02 -0.100917038
## GT:CUPP-PL:dbCAN_4                         -6.336526e-02 -0.136263111
## PL:CUPP-PL:dbCAN_4                         -8.906369e-02 -0.170886205
## CBM:dbCAN_4:HMMER-AA:dbCAN_4:HMMER         -3.480563e-01 -0.420474200
## CE:dbCAN_4:HMMER-AA:dbCAN_4:HMMER           5.272969e-03 -0.067856126
## GH:dbCAN_4:HMMER-AA:dbCAN_4:HMMER           8.197337e-03 -0.064220599
## GT:dbCAN_4:HMMER-AA:dbCAN_4:HMMER          -2.638602e-02 -0.098803958
## PL:dbCAN_4:HMMER-AA:dbCAN_4:HMMER           3.064784e-02 -0.050747408
## AA:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER        -1.280483e-02 -0.093770547
## CBM:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER       -3.626941e-02 -0.108687347
## CE:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER         7.236761e-03 -0.065892334
## GH:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER         3.295214e-02 -0.039465801
## GT:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER         3.160917e-02 -0.040808762
## PL:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER         3.901961e-02 -0.042375638
## AA:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER      -4.588832e-04 -0.081424598
## CBM:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER     -8.580773e-02 -0.158225666
## CE:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER       1.827282e-02 -0.054856275
## GH:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER       2.211595e-02 -0.050301983
## GT:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER       2.294465e-02 -0.049473286
## PL:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER       3.129258e-02 -0.050102663
## AA:CUPP-AA:dbCAN_4:HMMER                   -4.238209e-02 -0.123347803
## CBM:CUPP-AA:dbCAN_4:HMMER                  -9.434334e-01 -1.015851339
## CE:CUPP-AA:dbCAN_4:HMMER                   -1.842206e-02 -0.091551153
## GH:CUPP-AA:dbCAN_4:HMMER                    2.628646e-03 -0.069789290
## GT:CUPP-AA:dbCAN_4:HMMER                   -3.271743e-02 -0.105135364
## PL:CUPP-AA:dbCAN_4:HMMER                   -5.841585e-02 -0.139811094
## CE:dbCAN_4:HMMER-CBM:dbCAN_4:HMMER          3.533292e-01  0.289793611
## GH:dbCAN_4:HMMER-CBM:dbCAN_4:HMMER          3.562536e-01  0.293537828
## GT:dbCAN_4:HMMER-CBM:dbCAN_4:HMMER          3.216702e-01  0.258954470
## PL:dbCAN_4:HMMER-CBM:dbCAN_4:HMMER          3.787041e-01  0.305806251
## AA:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER        3.352514e-01  0.262833494
## CBM:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER       3.117869e-01  0.249071081
## CE:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER        3.552930e-01  0.291757403
## GH:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER        3.810084e-01  0.318292626
## GT:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER        3.796654e-01  0.316949665
## PL:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER        3.870759e-01  0.314178021
## AA:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER      3.475974e-01  0.275179444
## CBM:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER     2.622485e-01  0.199532762
## CE:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER      3.663291e-01  0.302793463
## GH:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER      3.701722e-01  0.307456444
## GT:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER      3.710009e-01  0.308285142
## PL:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER      3.793488e-01  0.306450996
## AA:CUPP-CBM:dbCAN_4:HMMER                   3.056742e-01  0.233256239
## CBM:CUPP-CBM:dbCAN_4:HMMER                 -5.953771e-01 -0.658092911
## CE:CUPP-CBM:dbCAN_4:HMMER                   3.296342e-01  0.266098585
## GH:CUPP-CBM:dbCAN_4:HMMER                   3.506849e-01  0.287969137
## GT:CUPP-CBM:dbCAN_4:HMMER                   3.153388e-01  0.252623064
## PL:CUPP-CBM:dbCAN_4:HMMER                   2.896404e-01  0.216742564
## GH:dbCAN_4:HMMER-CE:dbCAN_4:HMMER           2.924368e-03 -0.060611254
## GT:dbCAN_4:HMMER-CE:dbCAN_4:HMMER          -3.165899e-02 -0.095194612
## PL:dbCAN_4:HMMER-CE:dbCAN_4:HMMER           2.537487e-02 -0.048229504
## AA:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER        -1.807780e-02 -0.091206897
## CBM:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER       -4.154238e-02 -0.105078001
## CE:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER         1.963792e-03 -0.062381233
## GH:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER         2.767917e-02 -0.035856455
## GT:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER         2.633621e-02 -0.037199416
## PL:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER         3.374664e-02 -0.039857734
## AA:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER      -5.731852e-03 -0.078860948
## CBM:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER     -9.108070e-02 -0.154616320
## CE:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER       1.299985e-02 -0.051345174
## GH:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER       1.684298e-02 -0.046692637
## GT:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER       1.767168e-02 -0.045863940
## PL:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER       2.601961e-02 -0.047584759
## AA:CUPP-CE:dbCAN_4:HMMER                   -4.765506e-02 -0.120784153
## CBM:CUPP-CE:dbCAN_4:HMMER                  -9.487064e-01 -1.012241993
## CE:CUPP-CE:dbCAN_4:HMMER                   -2.369503e-02 -0.088040052
## GH:CUPP-CE:dbCAN_4:HMMER                   -2.644323e-03 -0.066179944
## GT:CUPP-CE:dbCAN_4:HMMER                   -3.799040e-02 -0.101526018
## PL:CUPP-CE:dbCAN_4:HMMER                   -6.368882e-02 -0.137293191
## GT:dbCAN_4:HMMER-GH:dbCAN_4:HMMER          -3.458336e-02 -0.097299131
## PL:dbCAN_4:HMMER-GH:dbCAN_4:HMMER           2.245050e-02 -0.050447350
## AA:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER        -2.100217e-02 -0.093420106
## CBM:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER       -4.446675e-02 -0.107182520
## CE:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER        -9.605761e-04 -0.064496198
## GH:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER         2.475480e-02 -0.037960974
## GT:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER         2.341184e-02 -0.039303935
## PL:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER         3.082227e-02 -0.042075580
## AA:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER      -8.656220e-03 -0.081074157
## CBM:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER     -9.400507e-02 -0.156720839
## CE:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER       1.007548e-02 -0.053460138
## GH:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER       1.391862e-02 -0.048797156
## GT:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER       1.474731e-02 -0.047968459
## PL:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER       2.309524e-02 -0.049802604
## AA:CUPP-GH:dbCAN_4:HMMER                   -5.057943e-02 -0.122997362
## CBM:CUPP-GH:dbCAN_4:HMMER                  -9.516307e-01 -1.014346512
## CE:CUPP-GH:dbCAN_4:HMMER                   -2.661939e-02 -0.090155016
## GH:CUPP-GH:dbCAN_4:HMMER                   -5.568691e-03 -0.068284463
## GT:CUPP-GH:dbCAN_4:HMMER                   -4.091476e-02 -0.103630537
## PL:CUPP-GH:dbCAN_4:HMMER                   -6.661319e-02 -0.139511036
## PL:dbCAN_4:HMMER-GT:dbCAN_4:HMMER           5.703386e-02 -0.015863991
## AA:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER         1.358119e-02 -0.058836748
## CBM:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER       -9.883389e-03 -0.072599161
## CE:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER         3.362278e-02 -0.029912839
## GH:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER         5.933816e-02 -0.003377616
## GT:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER         5.799520e-02 -0.004720577
## PL:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER         6.540563e-02 -0.007492221
## AA:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER       2.592714e-02 -0.046490798
## CBM:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER     -5.942171e-02 -0.122137481
## CE:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER       4.465884e-02 -0.018876779
## GH:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER       4.850197e-02 -0.014213798
## GT:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER       4.933067e-02 -0.013385100
## PL:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER       5.767860e-02 -0.015219246
## AA:CUPP-GT:dbCAN_4:HMMER                   -1.599607e-02 -0.088414004
## CBM:CUPP-GT:dbCAN_4:HMMER                  -9.170474e-01 -0.979763153
## CE:CUPP-GT:dbCAN_4:HMMER                    7.963964e-03 -0.055571657
## GH:CUPP-GT:dbCAN_4:HMMER                    2.901467e-02 -0.033701105
## GT:CUPP-GT:dbCAN_4:HMMER                   -6.331406e-03 -0.069047179
## PL:CUPP-GT:dbCAN_4:HMMER                   -3.202983e-02 -0.104927678
## AA:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER        -4.345267e-02 -0.124847912
## CBM:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER       -6.691725e-02 -0.139815094
## CE:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER        -2.341107e-02 -0.097015445
## GH:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER         2.304300e-03 -0.070593549
## GT:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER         9.613386e-04 -0.071936510
## PL:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER         8.371770e-03 -0.073450748
## AA:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER      -3.110672e-02 -0.112501963
## CBM:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER     -1.164556e-01 -0.189353414
## CE:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER      -1.237502e-02 -0.085979386
## GH:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER      -8.531882e-03 -0.081429731
## GT:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER      -7.703185e-03 -0.080601033
## PL:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER       6.447453e-04 -0.081177773
## AA:CUPP-PL:dbCAN_4:HMMER                   -7.302992e-02 -0.154425168
## CBM:CUPP-PL:dbCAN_4:HMMER                  -9.740812e-01 -1.046979086
## CE:CUPP-PL:dbCAN_4:HMMER                   -4.906989e-02 -0.122674264
## GH:CUPP-PL:dbCAN_4:HMMER                   -2.801919e-02 -0.100917038
## GT:CUPP-PL:dbCAN_4:HMMER                   -6.336526e-02 -0.136263111
## PL:CUPP-PL:dbCAN_4:HMMER                   -8.906369e-02 -0.170886205
## CBM:dbCAN_4:DIAMOND-AA:dbCAN_4:DIAMOND     -2.346458e-02 -0.095882514
## CE:dbCAN_4:DIAMOND-AA:dbCAN_4:DIAMOND       2.004159e-02 -0.053087501
## GH:dbCAN_4:DIAMOND-AA:dbCAN_4:DIAMOND       4.575697e-02 -0.026660968
## GT:dbCAN_4:DIAMOND-AA:dbCAN_4:DIAMOND       4.441401e-02 -0.028003929
## PL:dbCAN_4:DIAMOND-AA:dbCAN_4:DIAMOND       5.182444e-02 -0.029570805
## AA:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND     1.234595e-02 -0.068619765
## CBM:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND   -7.300290e-02 -0.145420833
## CE:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND     3.107765e-02 -0.042051442
## GH:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND     3.492079e-02 -0.037497150
## GT:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND     3.574948e-02 -0.036668453
## PL:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND     4.409741e-02 -0.037297830
## AA:CUPP-AA:dbCAN_4:DIAMOND                 -2.957726e-02 -0.110542970
## CBM:CUPP-AA:dbCAN_4:DIAMOND                -9.306286e-01 -1.003046506
## CE:CUPP-AA:dbCAN_4:DIAMOND                 -5.617224e-03 -0.078746320
## GH:CUPP-AA:dbCAN_4:DIAMOND                  1.543348e-02 -0.056984457
## GT:CUPP-AA:dbCAN_4:DIAMOND                 -1.991259e-02 -0.092330531
## PL:CUPP-AA:dbCAN_4:DIAMOND                 -4.561102e-02 -0.127006262
## CE:dbCAN_4:DIAMOND-CBM:dbCAN_4:DIAMOND      4.350617e-02 -0.020029450
## GH:dbCAN_4:DIAMOND-CBM:dbCAN_4:DIAMOND      6.922155e-02  0.006505773
## GT:dbCAN_4:DIAMOND-CBM:dbCAN_4:DIAMOND      6.787858e-02  0.005162812
## PL:dbCAN_4:DIAMOND-CBM:dbCAN_4:DIAMOND      7.528902e-02  0.002391167
## AA:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND    3.581053e-02 -0.036607410
## CBM:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND  -4.953832e-02 -0.112254092
## CE:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND    5.454223e-02 -0.008993391
## GH:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND    5.838536e-02 -0.004330409
## GT:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND    5.921406e-02 -0.003501712
## PL:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND    6.756199e-02 -0.005335857
## AA:CUPP-CBM:dbCAN_4:DIAMOND                -6.112678e-03 -0.078530615
## CBM:CUPP-CBM:dbCAN_4:DIAMOND               -9.071640e-01 -0.969879765
## CE:CUPP-CBM:dbCAN_4:DIAMOND                 1.784735e-02 -0.045688269
## GH:CUPP-CBM:dbCAN_4:DIAMOND                 3.889806e-02 -0.023817716
## GT:CUPP-CBM:dbCAN_4:DIAMOND                 3.551983e-03 -0.059163790
## PL:CUPP-CBM:dbCAN_4:DIAMOND                -2.214644e-02 -0.095044289
## GH:dbCAN_4:DIAMOND-CE:dbCAN_4:DIAMOND       2.571537e-02 -0.037820247
## GT:dbCAN_4:DIAMOND-CE:dbCAN_4:DIAMOND       2.437241e-02 -0.039163208
## PL:dbCAN_4:DIAMOND-CE:dbCAN_4:DIAMOND       3.178284e-02 -0.041821526
## AA:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND    -7.695644e-03 -0.080824739
## CBM:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND   -9.304449e-02 -0.156580112
## CE:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND     1.103606e-02 -0.053308965
## GH:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND     1.487919e-02 -0.048656429
## GT:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND     1.570789e-02 -0.047827732
## PL:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND     2.405582e-02 -0.049548551
## AA:CUPP-CE:dbCAN_4:DIAMOND                 -4.961885e-02 -0.122747945
## CBM:CUPP-CE:dbCAN_4:DIAMOND                -9.506702e-01 -1.014205785
## CE:CUPP-CE:dbCAN_4:DIAMOND                 -2.565882e-02 -0.090003843
## GH:CUPP-CE:dbCAN_4:DIAMOND                 -4.608115e-03 -0.068143736
## GT:CUPP-CE:dbCAN_4:DIAMOND                 -3.995419e-02 -0.103489810
## PL:CUPP-CE:dbCAN_4:DIAMOND                 -6.565261e-02 -0.139256982
## GT:dbCAN_4:DIAMOND-GH:dbCAN_4:DIAMOND      -1.342961e-03 -0.064058734
## PL:dbCAN_4:DIAMOND-GH:dbCAN_4:DIAMOND       6.067470e-03 -0.066830378
## AA:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND    -3.341102e-02 -0.105828955
## CBM:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND   -1.187599e-01 -0.181475638
## CE:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND    -1.467931e-02 -0.078214936
## GH:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND    -1.083618e-02 -0.073551955
## GT:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND    -1.000748e-02 -0.072723257
## PL:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND    -1.659554e-03 -0.074557403
## AA:CUPP-GH:dbCAN_4:DIAMOND                 -7.533422e-02 -0.147752160
## CBM:CUPP-GH:dbCAN_4:DIAMOND                -9.763855e-01 -1.039101310
## CE:CUPP-GH:dbCAN_4:DIAMOND                 -5.137419e-02 -0.114909814
## GH:CUPP-GH:dbCAN_4:DIAMOND                 -3.032349e-02 -0.093039262
## GT:CUPP-GH:dbCAN_4:DIAMOND                 -6.566956e-02 -0.128385335
## PL:CUPP-GH:dbCAN_4:DIAMOND                 -9.136799e-02 -0.164265835
## PL:dbCAN_4:DIAMOND-GT:dbCAN_4:DIAMOND       7.410431e-03 -0.065487417
## AA:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND    -3.206806e-02 -0.104485994
## CBM:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND   -1.174169e-01 -0.180132676
## CE:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND    -1.333635e-02 -0.076871975
## GH:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND    -9.493221e-03 -0.072208994
## GT:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND    -8.664523e-03 -0.071380296
## PL:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND    -3.165933e-04 -0.073214442
## AA:CUPP-GT:dbCAN_4:DIAMOND                 -7.399126e-02 -0.146409199
## CBM:CUPP-GT:dbCAN_4:DIAMOND                -9.750426e-01 -1.037758349
## CE:CUPP-GT:dbCAN_4:DIAMOND                 -5.003123e-02 -0.113566853
## GH:CUPP-GT:dbCAN_4:DIAMOND                 -2.898053e-02 -0.091696301
## GT:CUPP-GT:dbCAN_4:DIAMOND                 -6.432660e-02 -0.127042374
## PL:CUPP-GT:dbCAN_4:DIAMOND                 -9.002503e-02 -0.162922874
## AA:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND    -3.947849e-02 -0.120873733
## CBM:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND   -1.248273e-01 -0.197725184
## CE:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND    -2.074679e-02 -0.094351156
## GH:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND    -1.690365e-02 -0.089801501
## GT:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND    -1.607495e-02 -0.088972803
## PL:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND    -7.727025e-03 -0.089549543
## AA:CUPP-PL:dbCAN_4:DIAMOND                 -8.140169e-02 -0.162796938
## CBM:CUPP-PL:dbCAN_4:DIAMOND                -9.824530e-01 -1.055350856
## CE:CUPP-PL:dbCAN_4:DIAMOND                 -5.744166e-02 -0.131046034
## GH:CUPP-PL:dbCAN_4:DIAMOND                 -3.639096e-02 -0.109288808
## GT:CUPP-PL:dbCAN_4:DIAMOND                 -7.173703e-02 -0.144634882
## PL:CUPP-PL:dbCAN_4:DIAMOND                 -9.743546e-02 -0.179257975
## CBM:dbCAN_4:dbCAN-sub-AA:dbCAN_4:dbCAN-sub -8.534885e-02 -0.157766783
## CE:dbCAN_4:dbCAN-sub-AA:dbCAN_4:dbCAN-sub   1.873170e-02 -0.054397391
## GH:dbCAN_4:dbCAN-sub-AA:dbCAN_4:dbCAN-sub   2.257484e-02 -0.049843100
## GT:dbCAN_4:dbCAN-sub-AA:dbCAN_4:dbCAN-sub   2.340353e-02 -0.049014402
## PL:dbCAN_4:dbCAN-sub-AA:dbCAN_4:dbCAN-sub   3.175146e-02 -0.049643779
## AA:CUPP-AA:dbCAN_4:dbCAN-sub               -4.192321e-02 -0.122888920
## CBM:CUPP-AA:dbCAN_4:dbCAN-sub              -9.429745e-01 -1.015392455
## CE:CUPP-AA:dbCAN_4:dbCAN-sub               -1.796317e-02 -0.091092269
## GH:CUPP-AA:dbCAN_4:dbCAN-sub                3.087530e-03 -0.069330407
## GT:CUPP-AA:dbCAN_4:dbCAN-sub               -3.225854e-02 -0.104676481
## PL:CUPP-AA:dbCAN_4:dbCAN-sub               -5.795697e-02 -0.139352211
## CE:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:dbCAN-sub  1.040806e-01  0.040544929
## GH:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:dbCAN-sub  1.079237e-01  0.045207910
## GT:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:dbCAN-sub  1.087524e-01  0.046036608
## PL:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:dbCAN-sub  1.171003e-01  0.044202462
## AA:CUPP-CBM:dbCAN_4:dbCAN-sub               4.342564e-02 -0.028992296
## CBM:CUPP-CBM:dbCAN_4:dbCAN-sub             -8.576257e-01 -0.920341445
## CE:CUPP-CBM:dbCAN_4:dbCAN-sub               6.738567e-02  0.003850051
## GH:CUPP-CBM:dbCAN_4:dbCAN-sub               8.843638e-02  0.025720603
## GT:CUPP-CBM:dbCAN_4:dbCAN-sub               5.309030e-02 -0.009625471
## PL:CUPP-CBM:dbCAN_4:dbCAN-sub               2.739188e-02 -0.045505970
## GH:dbCAN_4:dbCAN-sub-CE:dbCAN_4:dbCAN-sub   3.843133e-03 -0.059692489
## GT:dbCAN_4:dbCAN-sub-CE:dbCAN_4:dbCAN-sub   4.671830e-03 -0.058863791
## PL:dbCAN_4:dbCAN-sub-CE:dbCAN_4:dbCAN-sub   1.301976e-02 -0.060584610
## AA:CUPP-CE:dbCAN_4:dbCAN-sub               -6.065491e-02 -0.133784004
## CBM:CUPP-CE:dbCAN_4:dbCAN-sub              -9.617062e-01 -1.025241844
## CE:CUPP-CE:dbCAN_4:dbCAN-sub               -3.669488e-02 -0.101039903
## GH:CUPP-CE:dbCAN_4:dbCAN-sub               -1.564417e-02 -0.079179796
## GT:CUPP-CE:dbCAN_4:dbCAN-sub               -5.099025e-02 -0.114525869
## PL:CUPP-CE:dbCAN_4:dbCAN-sub               -7.668867e-02 -0.150293042
## GT:dbCAN_4:dbCAN-sub-GH:dbCAN_4:dbCAN-sub   8.286977e-04 -0.061887075
## PL:dbCAN_4:dbCAN-sub-GH:dbCAN_4:dbCAN-sub   9.176628e-03 -0.063721221
## AA:CUPP-GH:dbCAN_4:dbCAN-sub               -6.449804e-02 -0.136915978
## CBM:CUPP-GH:dbCAN_4:dbCAN-sub              -9.655494e-01 -1.028265128
## CE:CUPP-GH:dbCAN_4:dbCAN-sub               -4.053801e-02 -0.104073632
## GH:CUPP-GH:dbCAN_4:dbCAN-sub               -1.948731e-02 -0.082203080
## GT:CUPP-GH:dbCAN_4:dbCAN-sub               -5.483338e-02 -0.117549153
## PL:CUPP-GH:dbCAN_4:dbCAN-sub               -8.053180e-02 -0.153429653
## PL:dbCAN_4:dbCAN-sub-GT:dbCAN_4:dbCAN-sub   8.347930e-03 -0.064549918
## AA:CUPP-GT:dbCAN_4:dbCAN-sub               -6.532674e-02 -0.137744676
## CBM:CUPP-GT:dbCAN_4:dbCAN-sub              -9.663781e-01 -1.029093826
## CE:CUPP-GT:dbCAN_4:dbCAN-sub               -4.136671e-02 -0.104902330
## GH:CUPP-GT:dbCAN_4:dbCAN-sub               -2.031600e-02 -0.083031777
## GT:CUPP-GT:dbCAN_4:dbCAN-sub               -5.566208e-02 -0.118377851
## PL:CUPP-GT:dbCAN_4:dbCAN-sub               -8.136050e-02 -0.154258350
## AA:CUPP-PL:dbCAN_4:dbCAN-sub               -7.367467e-02 -0.155069913
## CBM:CUPP-PL:dbCAN_4:dbCAN-sub              -9.747260e-01 -1.047623832
## CE:CUPP-PL:dbCAN_4:dbCAN-sub               -4.971464e-02 -0.123319009
## GH:CUPP-PL:dbCAN_4:dbCAN-sub               -2.866393e-02 -0.101561783
## GT:CUPP-PL:dbCAN_4:dbCAN-sub               -6.401001e-02 -0.136907857
## PL:CUPP-PL:dbCAN_4:dbCAN-sub               -8.970843e-02 -0.171530950
## CBM:CUPP-AA:CUPP                           -9.010513e-01 -0.973469250
## CE:CUPP-AA:CUPP                             2.396003e-02 -0.049169064
## GH:CUPP-AA:CUPP                             4.501073e-02 -0.027407202
## GT:CUPP-AA:CUPP                             9.664661e-03 -0.062753275
## PL:CUPP-AA:CUPP                            -1.603376e-02 -0.097429006
## CE:CUPP-CBM:CUPP                            9.250113e-01  0.861475723
## GH:CUPP-CBM:CUPP                            9.460620e-01  0.883346276
## GT:CUPP-CBM:CUPP                            9.107160e-01  0.848000202
## PL:CUPP-CBM:CUPP                            8.850176e-01  0.812119703
## GH:CUPP-CE:CUPP                             2.105070e-02 -0.042484918
## GT:CUPP-CE:CUPP                            -1.429537e-02 -0.077830991
## PL:CUPP-CE:CUPP                            -3.999379e-02 -0.113598164
## GT:CUPP-GH:CUPP                            -3.534607e-02 -0.098061846
## PL:CUPP-GH:CUPP                            -6.104450e-02 -0.133942346
## PL:CUPP-GT:CUPP                            -2.569842e-02 -0.098596272
##                                                      upr     p adj
## CBM:dbCAN_4-AA:dbCAN_4                     -1.929640e-02 0.0008343
## CE:dbCAN_4-AA:dbCAN_4                       9.048016e-02 1.0000000
## GH:dbCAN_4-AA:dbCAN_4                       9.303484e-02 0.9999999
## GT:dbCAN_4-AA:dbCAN_4                       9.373103e-02 0.9999997
## PL:dbCAN_4-AA:dbCAN_4                       1.090425e-01 0.9999923
## AA:dbCAN_4:HMMER-AA:dbCAN_4                 7.796510e-02 1.0000000
## CBM:dbCAN_4:HMMER-AA:dbCAN_4               -2.786389e-01 0.0000000
## CE:dbCAN_4:HMMER-AA:dbCAN_4                 7.540145e-02 1.0000000
## GH:dbCAN_4:HMMER-AA:dbCAN_4                 7.761466e-02 1.0000000
## GT:dbCAN_4:HMMER-AA:dbCAN_4                 4.303130e-02 0.9997271
## PL:dbCAN_4:HMMER-AA:dbCAN_4                 1.090425e-01 0.9999923
## AA:dbCAN_4:DIAMOND-AA:dbCAN_4               6.516027e-02 1.0000000
## CBM:dbCAN_4:DIAMOND-AA:dbCAN_4              3.314792e-02 0.9732329
## CE:dbCAN_4:DIAMOND-AA:dbCAN_4               7.736525e-02 1.0000000
## GH:dbCAN_4:DIAMOND-AA:dbCAN_4               1.023695e-01 0.9996120
## GT:dbCAN_4:DIAMOND-AA:dbCAN_4               1.010265e-01 0.9998355
## PL:dbCAN_4:DIAMOND-AA:dbCAN_4               1.174142e-01 0.9987168
## AA:dbCAN_4:dbCAN-sub-AA:dbCAN_4             7.750622e-02 1.0000000
## CBM:dbCAN_4:dbCAN-sub-AA:dbCAN_4           -1.639040e-02 0.0016786
## CE:dbCAN_4:dbCAN-sub-AA:dbCAN_4             8.840131e-02 1.0000000
## GH:dbCAN_4:dbCAN-sub-AA:dbCAN_4             9.153328e-02 1.0000000
## GT:dbCAN_4:dbCAN-sub-AA:dbCAN_4             9.236198e-02 0.9999999
## PL:dbCAN_4:dbCAN-sub-AA:dbCAN_4             1.096872e-01 0.9999875
## AA:CUPP-AA:dbCAN_4                          3.558302e-02 0.9597668
## CBM:CUPP-AA:dbCAN_4                        -8.740161e-01 0.0000000
## CE:CUPP-AA:dbCAN_4                          5.170643e-02 0.9999997
## GH:CUPP-AA:dbCAN_4                          7.204597e-02 1.0000000
## GT:CUPP-AA:dbCAN_4                          3.669990e-02 0.9927505
## PL:CUPP-AA:dbCAN_4                          1.997878e-02 0.5188266
## CE:dbCAN_4-CBM:dbCAN_4                      1.726010e-01 0.0000001
## GH:dbCAN_4-CBM:dbCAN_4                      1.750470e-01 0.0000000
## GT:dbCAN_4-CBM:dbCAN_4                      1.757432e-01 0.0000000
## PL:dbCAN_4-CBM:dbCAN_4                      1.922594e-01 0.0000004
## AA:dbCAN_4:HMMER-CBM:dbCAN_4                1.611317e-01 0.0017165
## CBM:dbCAN_4:HMMER-CBM:dbCAN_4              -1.966268e-01 0.0000000
## CE:dbCAN_4:HMMER-CBM:dbCAN_4                1.575223e-01 0.0000134
## GH:dbCAN_4:HMMER-CBM:dbCAN_4                1.596268e-01 0.0000033
## GT:dbCAN_4:HMMER-CBM:dbCAN_4                1.250435e-01 0.0540626
## PL:dbCAN_4:HMMER-CBM:dbCAN_4                1.922594e-01 0.0000004
## AA:dbCAN_4:DIAMOND-CBM:dbCAN_4              1.483268e-01 0.0264290
## CBM:dbCAN_4:DIAMOND-CBM:dbCAN_4             1.151601e-01 0.2871862
## CE:dbCAN_4:DIAMOND-CBM:dbCAN_4              1.594861e-01 0.0000070
## GH:dbCAN_4:DIAMOND-CBM:dbCAN_4              1.843816e-01 0.0000000
## GT:dbCAN_4:DIAMOND-CBM:dbCAN_4              1.830387e-01 0.0000000
## PL:dbCAN_4:DIAMOND-CBM:dbCAN_4              2.006312e-01 0.0000000
## AA:dbCAN_4:dbCAN-sub-CBM:dbCAN_4            1.606728e-01 0.0019119
## CBM:dbCAN_4:dbCAN-sub-CBM:dbCAN_4           6.562177e-02 1.0000000
## CE:dbCAN_4:dbCAN-sub-CBM:dbCAN_4            1.705222e-01 0.0000001
## GH:dbCAN_4:dbCAN-sub-CBM:dbCAN_4            1.735455e-01 0.0000000
## GT:dbCAN_4:dbCAN-sub-CBM:dbCAN_4            1.743742e-01 0.0000000
## PL:dbCAN_4:dbCAN-sub-CBM:dbCAN_4            1.929042e-01 0.0000003
## AA:CUPP-CBM:dbCAN_4                         1.187496e-01 0.8422290
## CBM:CUPP-CBM:dbCAN_4                       -7.920039e-01 0.0000000
## CE:CUPP-CBM:dbCAN_4                         1.338273e-01 0.0114846
## GH:CUPP-CBM:dbCAN_4                         1.540581e-01 0.0000216
## GT:CUPP-CBM:dbCAN_4                         1.187121e-01 0.1698467
## PL:CUPP-CBM:dbCAN_4                         1.031957e-01 0.9995757
## GH:dbCAN_4-CE:dbCAN_4                       6.680146e-02 1.0000000
## GT:dbCAN_4-CE:dbCAN_4                       6.749765e-02 1.0000000
## PL:dbCAN_4-CE:dbCAN_4                       8.390053e-02 1.0000000
## AA:dbCAN_4:HMMER-CE:dbCAN_4                 5.277742e-02 0.9999999
## CBM:dbCAN_4:HMMER-CE:dbCAN_4               -3.048723e-01 0.0000000
## CE:dbCAN_4:HMMER-CE:dbCAN_4                 4.926632e-02 1.0000000
## GH:dbCAN_4:HMMER-CE:dbCAN_4                 5.138128e-02 1.0000000
## GT:dbCAN_4:HMMER-CE:dbCAN_4                 1.679792e-02 0.5778015
## PL:dbCAN_4:HMMER-CE:dbCAN_4                 8.390053e-02 1.0000000
## AA:dbCAN_4:DIAMOND-CE:dbCAN_4               3.997259e-02 0.9980696
## CBM:dbCAN_4:DIAMOND-CE:dbCAN_4              6.914534e-03 0.1727470
## CE:dbCAN_4:DIAMOND-CE:dbCAN_4               5.123011e-02 1.0000000
## GH:dbCAN_4:DIAMOND-CE:dbCAN_4               7.613608e-02 1.0000000
## GT:dbCAN_4:DIAMOND-CE:dbCAN_4               7.479312e-02 1.0000000
## PL:dbCAN_4:DIAMOND-CE:dbCAN_4               9.227230e-02 1.0000000
## AA:dbCAN_4:dbCAN-sub-CE:dbCAN_4             5.231854e-02 0.9999999
## CBM:dbCAN_4:dbCAN-sub-CE:dbCAN_4           -4.262378e-02 0.0000002
## CE:dbCAN_4:dbCAN-sub-CE:dbCAN_4             6.226617e-02 1.0000000
## GH:dbCAN_4:dbCAN-sub-CE:dbCAN_4             6.529990e-02 1.0000000
## GT:dbCAN_4:dbCAN-sub-CE:dbCAN_4             6.612860e-02 1.0000000
## PL:dbCAN_4:dbCAN-sub-CE:dbCAN_4             8.454527e-02 1.0000000
## AA:CUPP-CE:dbCAN_4                          1.039533e-02 0.2375083
## CBM:CUPP-CE:dbCAN_4                        -9.002495e-01 0.0000000
## CE:CUPP-CE:dbCAN_4                          2.557129e-02 0.9104351
## GH:CUPP-CE:dbCAN_4                          4.581259e-02 0.9999999
## GT:CUPP-CE:dbCAN_4                          1.046652e-02 0.2895189
## PL:CUPP-CE:dbCAN_4                         -5.163157e-03 0.0194509
## GT:dbCAN_4-GH:dbCAN_4                       6.341196e-02 1.0000000
## PL:dbCAN_4-GH:dbCAN_4                       7.992817e-02 1.0000000
## AA:dbCAN_4:HMMER-GH:dbCAN_4                 4.880042e-02 0.9999968
## CBM:dbCAN_4:HMMER-GH:dbCAN_4               -3.089580e-01 0.0000000
## CE:dbCAN_4:HMMER-GH:dbCAN_4                 4.519108e-02 0.9999998
## GH:dbCAN_4:HMMER-GH:dbCAN_4                 4.729559e-02 1.0000000
## GT:dbCAN_4:HMMER-GH:dbCAN_4                 1.271224e-02 0.3904513
## PL:dbCAN_4:HMMER-GH:dbCAN_4                 7.992817e-02 1.0000000
## AA:dbCAN_4:DIAMOND-GH:dbCAN_4               3.599559e-02 0.9903555
## CBM:dbCAN_4:DIAMOND-GH:dbCAN_4              2.828847e-03 0.0865846
## CE:dbCAN_4:DIAMOND-GH:dbCAN_4               4.715487e-02 1.0000000
## GH:dbCAN_4:DIAMOND-GH:dbCAN_4               7.205039e-02 1.0000000
## GT:dbCAN_4:DIAMOND-GH:dbCAN_4               7.070743e-02 1.0000000
## PL:dbCAN_4:DIAMOND-GH:dbCAN_4               8.829994e-02 1.0000000
## AA:dbCAN_4:dbCAN-sub-GH:dbCAN_4             4.834154e-02 0.9999952
## CBM:dbCAN_4:dbCAN-sub-GH:dbCAN_4           -4.670947e-02 0.0000000
## CE:dbCAN_4:dbCAN-sub-GH:dbCAN_4             5.819093e-02 1.0000000
## GH:dbCAN_4:dbCAN-sub-GH:dbCAN_4             6.121421e-02 1.0000000
## GT:dbCAN_4:dbCAN-sub-GH:dbCAN_4             6.204291e-02 1.0000000
## PL:dbCAN_4:dbCAN-sub-GH:dbCAN_4             8.057291e-02 1.0000000
## AA:CUPP-GH:dbCAN_4                          6.418333e-03 0.1403558
## CBM:CUPP-GH:dbCAN_4                        -9.043351e-01 0.0000000
## CE:CUPP-GH:dbCAN_4                          2.149605e-02 0.7913051
## GH:CUPP-GH:dbCAN_4                          4.172690e-02 0.9999944
## GT:CUPP-GH:dbCAN_4                          6.380830e-03 0.1608074
## PL:CUPP-GH:dbCAN_4                         -9.135518e-03 0.0086224
## PL:dbCAN_4-GT:dbCAN_4                       7.923198e-02 1.0000000
## AA:dbCAN_4:HMMER-GT:dbCAN_4                 4.810423e-02 0.9999940
## CBM:dbCAN_4:HMMER-GT:dbCAN_4               -3.096542e-01 0.0000000
## CE:dbCAN_4:HMMER-GT:dbCAN_4                 4.449489e-02 0.9999995
## GH:dbCAN_4:HMMER-GT:dbCAN_4                 4.659941e-02 1.0000000
## GT:dbCAN_4:HMMER-GT:dbCAN_4                 1.201605e-02 0.3593560
## PL:dbCAN_4:HMMER-GT:dbCAN_4                 7.923198e-02 1.0000000
## AA:dbCAN_4:DIAMOND-GT:dbCAN_4               3.529940e-02 0.9873816
## CBM:dbCAN_4:DIAMOND-GT:dbCAN_4              2.132659e-03 0.0759769
## CE:dbCAN_4:DIAMOND-GT:dbCAN_4               4.645868e-02 1.0000000
## GH:dbCAN_4:DIAMOND-GT:dbCAN_4               7.135420e-02 1.0000000
## GT:dbCAN_4:DIAMOND-GT:dbCAN_4               7.001124e-02 1.0000000
## PL:dbCAN_4:DIAMOND-GT:dbCAN_4               8.760375e-02 1.0000000
## AA:dbCAN_4:dbCAN-sub-GT:dbCAN_4             4.764535e-02 0.9999911
## CBM:dbCAN_4:dbCAN-sub-GT:dbCAN_4           -4.740566e-02 0.0000000
## CE:dbCAN_4:dbCAN-sub-GT:dbCAN_4             5.749474e-02 1.0000000
## GH:dbCAN_4:dbCAN-sub-GT:dbCAN_4             6.051802e-02 1.0000000
## GT:dbCAN_4:dbCAN-sub-GT:dbCAN_4             6.134672e-02 1.0000000
## PL:dbCAN_4:dbCAN-sub-GT:dbCAN_4             7.987673e-02 1.0000000
## AA:CUPP-GT:dbCAN_4                          5.722144e-03 0.1266727
## CBM:CUPP-GT:dbCAN_4                        -9.050313e-01 0.0000000
## CE:CUPP-GT:dbCAN_4                          2.079986e-02 0.7631323
## GH:CUPP-GT:dbCAN_4                          4.103072e-02 0.9999888
## GT:CUPP-GT:dbCAN_4                          5.684642e-03 0.1433585
## PL:CUPP-GT:dbCAN_4                         -9.831706e-03 0.0074452
## AA:dbCAN_4:HMMER-PL:dbCAN_4                 5.074741e-02 0.9999355
## CBM:dbCAN_4:HMMER-PL:dbCAN_4               -3.058063e-01 0.0000000
## CE:dbCAN_4:HMMER-PL:dbCAN_4                 4.822950e-02 0.9999895
## GH:dbCAN_4:HMMER-PL:dbCAN_4                 5.044735e-02 0.9999991
## GT:dbCAN_4:HMMER-PL:dbCAN_4                 1.586399e-02 0.4339572
## PL:dbCAN_4:HMMER-PL:dbCAN_4                 8.182252e-02 1.0000000
## AA:dbCAN_4:DIAMOND-PL:dbCAN_4               3.794258e-02 0.9781203
## CBM:dbCAN_4:DIAMOND-PL:dbCAN_4              5.980603e-03 0.1308620
## CE:dbCAN_4:DIAMOND-PL:dbCAN_4               5.019330e-02 0.9999982
## GH:dbCAN_4:DIAMOND-PL:dbCAN_4               7.520215e-02 1.0000000
## GT:dbCAN_4:DIAMOND-PL:dbCAN_4               7.385919e-02 1.0000000
## PL:dbCAN_4:DIAMOND-PL:dbCAN_4               9.019429e-02 1.0000000
## AA:dbCAN_4:dbCAN-sub-PL:dbCAN_4             5.028852e-02 0.9999135
## CBM:dbCAN_4:dbCAN-sub-PL:dbCAN_4           -4.355772e-02 0.0000010
## CE:dbCAN_4:dbCAN-sub-PL:dbCAN_4             6.122936e-02 1.0000000
## GH:dbCAN_4:dbCAN-sub-PL:dbCAN_4             6.436597e-02 1.0000000
## GT:dbCAN_4:dbCAN-sub-PL:dbCAN_4             6.519466e-02 1.0000000
## PL:dbCAN_4:dbCAN-sub-PL:dbCAN_4             8.246726e-02 1.0000000
## AA:CUPP-PL:dbCAN_4                          8.365319e-03 0.1625068
## CBM:CUPP-PL:dbCAN_4                        -9.011834e-01 0.0000000
## CE:CUPP-PL:dbCAN_4                          2.453448e-02 0.7786514
## GH:CUPP-PL:dbCAN_4                          4.487866e-02 0.9999032
## GT:CUPP-PL:dbCAN_4                          9.532585e-03 0.2137671
## PL:CUPP-PL:dbCAN_4                         -7.241168e-03 0.0149387
## CBM:dbCAN_4:HMMER-AA:dbCAN_4:HMMER         -2.756383e-01 0.0000000
## CE:dbCAN_4:HMMER-AA:dbCAN_4:HMMER           7.840206e-02 1.0000000
## GH:dbCAN_4:HMMER-AA:dbCAN_4:HMMER           8.061527e-02 1.0000000
## GT:dbCAN_4:HMMER-AA:dbCAN_4:HMMER           4.603192e-02 0.9999667
## PL:dbCAN_4:HMMER-AA:dbCAN_4:HMMER           1.120431e-01 0.9999355
## AA:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER         6.816088e-02 1.0000000
## CBM:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER        3.614853e-02 0.9909245
## CE:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER         8.036586e-02 1.0000000
## GH:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER         1.053701e-01 0.9979515
## GT:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER         1.040271e-01 0.9989866
## PL:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER         1.204148e-01 0.9952873
## AA:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER       8.050683e-02 1.0000000
## CBM:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER     -1.338979e-02 0.0033575
## CE:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER       9.140192e-02 1.0000000
## GH:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER       9.453389e-02 0.9999993
## GT:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER       9.536259e-02 0.9999983
## PL:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER       1.126878e-01 0.9999028
## AA:CUPP-AA:dbCAN_4:HMMER                    3.858363e-02 0.9831492
## CBM:CUPP-AA:dbCAN_4:HMMER                  -8.710155e-01 0.0000000
## CE:CUPP-AA:dbCAN_4:HMMER                    5.470704e-02 1.0000000
## GH:CUPP-AA:dbCAN_4:HMMER                    7.504658e-02 1.0000000
## GT:CUPP-AA:dbCAN_4:HMMER                    3.970051e-02 0.9981804
## PL:CUPP-AA:dbCAN_4:HMMER                    2.297939e-02 0.6332485
## CE:dbCAN_4:HMMER-CBM:dbCAN_4:HMMER          4.168649e-01 0.0000000
## GH:dbCAN_4:HMMER-CBM:dbCAN_4:HMMER          4.189694e-01 0.0000000
## GT:dbCAN_4:HMMER-CBM:dbCAN_4:HMMER          3.843860e-01 0.0000000
## PL:dbCAN_4:HMMER-CBM:dbCAN_4:HMMER          4.516019e-01 0.0000000
## AA:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER        4.076694e-01 0.0000000
## CBM:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER       3.745026e-01 0.0000000
## CE:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER        4.188286e-01 0.0000000
## GH:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER        4.437242e-01 0.0000000
## GT:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER        4.423812e-01 0.0000000
## PL:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER        4.599737e-01 0.0000000
## AA:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER      4.200153e-01 0.0000000
## CBM:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER     3.249643e-01 0.0000000
## CE:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER      4.298647e-01 0.0000000
## GH:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER      4.328880e-01 0.0000000
## GT:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER      4.337167e-01 0.0000000
## PL:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER      4.522467e-01 0.0000000
## AA:CUPP-CBM:dbCAN_4:HMMER                   3.780921e-01 0.0000000
## CBM:CUPP-CBM:dbCAN_4:HMMER                 -5.326614e-01 0.0000000
## CE:CUPP-CBM:dbCAN_4:HMMER                   3.931698e-01 0.0000000
## GH:CUPP-CBM:dbCAN_4:HMMER                   4.134007e-01 0.0000000
## GT:CUPP-CBM:dbCAN_4:HMMER                   3.780546e-01 0.0000000
## PL:CUPP-CBM:dbCAN_4:HMMER                   3.625383e-01 0.0000000
## GH:dbCAN_4:HMMER-CE:dbCAN_4:HMMER           6.645999e-02 1.0000000
## GT:dbCAN_4:HMMER-CE:dbCAN_4:HMMER           3.187663e-02 0.9915736
## PL:dbCAN_4:HMMER-CE:dbCAN_4:HMMER           9.897924e-02 0.9999895
## AA:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER         5.505129e-02 1.0000000
## CBM:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER        2.199324e-02 0.8103688
## CE:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER         6.630882e-02 1.0000000
## GH:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER         9.121479e-02 0.9990197
## GT:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER         8.987183e-02 0.9995959
## PL:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER         1.073510e-01 0.9976800
## AA:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER       6.739724e-02 1.0000000
## CBM:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER     -2.754508e-02 0.0000345
## CE:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER       7.734488e-02 1.0000000
## GH:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER       8.037861e-02 1.0000000
## GT:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER       8.120730e-02 0.9999999
## PL:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER       9.962398e-02 0.9999822
## AA:CUPP-CE:dbCAN_4:HMMER                    2.547404e-02 0.8155310
## CBM:CUPP-CE:dbCAN_4:HMMER                  -8.851707e-01 0.0000000
## CE:CUPP-CE:dbCAN_4:HMMER                    4.065000e-02 0.9999587
## GH:CUPP-CE:dbCAN_4:HMMER                    6.089130e-02 1.0000000
## GT:CUPP-CE:dbCAN_4:HMMER                    2.554522e-02 0.9172928
## PL:CUPP-CE:dbCAN_4:HMMER                    9.915551e-03 0.2218098
## GT:dbCAN_4:HMMER-GH:dbCAN_4:HMMER           2.813241e-02 0.9669953
## PL:dbCAN_4:HMMER-GH:dbCAN_4:HMMER           9.534835e-02 0.9999991
## AA:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER         5.141577e-02 0.9999998
## CBM:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER        1.824903e-02 0.6595351
## CE:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER         6.257505e-02 1.0000000
## GH:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER         8.747057e-02 0.9998382
## GT:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER         8.612761e-02 0.9999457
## PL:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER         1.037201e-01 0.9994214
## AA:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER       6.376172e-02 1.0000000
## CBM:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER     -3.128929e-02 0.0000089
## CE:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER       7.361111e-02 1.0000000
## GH:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER       7.663439e-02 1.0000000
## GT:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER       7.746309e-02 1.0000000
## PL:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER       9.599309e-02 0.9999983
## AA:CUPP-GH:dbCAN_4:HMMER                    2.183851e-02 0.6909652
## CBM:CUPP-GH:dbCAN_4:HMMER                  -8.889150e-01 0.0000000
## CE:CUPP-GH:dbCAN_4:HMMER                    3.691623e-02 0.9995092
## GH:CUPP-GH:dbCAN_4:HMMER                    5.714708e-02 1.0000000
## GT:CUPP-GH:dbCAN_4:HMMER                    2.180101e-02 0.8138226
## PL:CUPP-GH:dbCAN_4:HMMER                    6.284661e-03 0.1368130
## PL:dbCAN_4:HMMER-GT:dbCAN_4:HMMER           1.299317e-01 0.4339572
## AA:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER         8.599912e-02 1.0000000
## CBM:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER        5.283238e-02 1.0000000
## CE:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER         9.715840e-02 0.9805011
## GH:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER         1.220539e-01 0.0957782
## GT:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER         1.207110e-01 0.1216309
## PL:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER         1.383035e-01 0.1625117
## AA:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER       9.834507e-02 0.9999768
## CBM:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER      3.294065e-03 0.0943293
## CE:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER       1.081945e-01 0.6778337
## GH:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER       1.112177e-01 0.4610296
## GT:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER       1.120464e-01 0.4215520
## PL:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER       1.305765e-01 0.4079566
## AA:CUPP-GT:dbCAN_4:HMMER                    5.642187e-02 1.0000000
## CBM:CUPP-GT:dbCAN_4:HMMER                  -8.543316e-01 0.0000000
## CE:CUPP-GT:dbCAN_4:HMMER                    7.149959e-02 1.0000000
## GH:CUPP-GT:dbCAN_4:HMMER                    9.173044e-02 0.9973137
## GT:CUPP-GT:dbCAN_4:HMMER                    5.638437e-02 1.0000000
## PL:CUPP-GT:dbCAN_4:HMMER                    4.086802e-02 0.9988641
## AA:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER         3.794258e-02 0.9781203
## CBM:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER        5.980603e-03 0.1308620
## CE:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER         5.019330e-02 0.9999982
## GH:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER         7.520215e-02 1.0000000
## GT:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER         7.385919e-02 1.0000000
## PL:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER         9.019429e-02 1.0000000
## AA:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER       5.028852e-02 0.9999135
## CBM:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER     -4.355772e-02 0.0000010
## CE:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER       6.122936e-02 1.0000000
## GH:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER       6.436597e-02 1.0000000
## GT:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER       6.519466e-02 1.0000000
## PL:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER       8.246726e-02 1.0000000
## AA:CUPP-PL:dbCAN_4:HMMER                    8.365319e-03 0.1625068
## CBM:CUPP-PL:dbCAN_4:HMMER                  -9.011834e-01 0.0000000
## CE:CUPP-PL:dbCAN_4:HMMER                    2.453448e-02 0.7786514
## GH:CUPP-PL:dbCAN_4:HMMER                    4.487866e-02 0.9999032
## GT:CUPP-PL:dbCAN_4:HMMER                    9.532585e-03 0.2137671
## PL:CUPP-PL:dbCAN_4:HMMER                   -7.241168e-03 0.0149387
## CBM:dbCAN_4:DIAMOND-AA:dbCAN_4:DIAMOND      4.895336e-02 0.9999972
## CE:dbCAN_4:DIAMOND-AA:dbCAN_4:DIAMOND       9.317069e-02 0.9999999
## GH:dbCAN_4:DIAMOND-AA:dbCAN_4:DIAMOND       1.181749e-01 0.8587742
## GT:dbCAN_4:DIAMOND-AA:dbCAN_4:DIAMOND       1.168319e-01 0.8932390
## PL:dbCAN_4:DIAMOND-AA:dbCAN_4:DIAMOND       1.332197e-01 0.8487767
## AA:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND     9.331166e-02 1.0000000
## CBM:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND   -5.849601e-04 0.0450938
## CE:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND     1.042067e-01 0.9993664
## GH:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND     1.073387e-01 0.9948413
## GT:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND     1.081674e-01 0.9926553
## PL:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND     1.254927e-01 0.9735451
## AA:CUPP-AA:dbCAN_4:DIAMOND                  5.138846e-02 0.9999649
## CBM:CUPP-AA:dbCAN_4:DIAMOND                -8.582106e-01 0.0000000
## CE:CUPP-AA:dbCAN_4:DIAMOND                  6.751187e-02 1.0000000
## GH:CUPP-AA:dbCAN_4:DIAMOND                  8.785142e-02 1.0000000
## GT:CUPP-AA:dbCAN_4:DIAMOND                  5.250534e-02 0.9999999
## PL:CUPP-AA:dbCAN_4:DIAMOND                  3.578423e-02 0.9598975
## CE:dbCAN_4:DIAMOND-CBM:dbCAN_4:DIAMOND      1.070418e-01 0.7301425
## GH:dbCAN_4:DIAMOND-CBM:dbCAN_4:DIAMOND      1.319373e-01 0.0119381
## GT:dbCAN_4:DIAMOND-CBM:dbCAN_4:DIAMOND      1.305944e-01 0.0163391
## PL:dbCAN_4:DIAMOND-CBM:dbCAN_4:DIAMOND      1.481869e-01 0.0325790
## AA:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND    1.082285e-01 0.9924676
## CBM:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND   1.317745e-02 0.4118538
## CE:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND    1.180779e-01 0.2362117
## GH:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND    1.211011e-01 0.1136080
## GT:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND    1.219298e-01 0.0979635
## PL:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND    1.404598e-01 0.1189095
## AA:CUPP-CBM:dbCAN_4:DIAMOND                 6.630526e-02 1.0000000
## CBM:CUPP-CBM:dbCAN_4:DIAMOND               -8.444482e-01 0.0000000
## CE:CUPP-CBM:dbCAN_4:DIAMOND                 8.138297e-02 0.9999999
## GH:CUPP-CBM:dbCAN_4:DIAMOND                 1.016138e-01 0.8810617
## GT:CUPP-CBM:dbCAN_4:DIAMOND                 6.626776e-02 1.0000000
## PL:CUPP-CBM:dbCAN_4:DIAMOND                 5.075141e-02 0.9999993
## GH:dbCAN_4:DIAMOND-CE:dbCAN_4:DIAMOND       8.925100e-02 0.9997400
## GT:dbCAN_4:DIAMOND-CE:dbCAN_4:DIAMOND       8.790803e-02 0.9999069
## PL:dbCAN_4:DIAMOND-CE:dbCAN_4:DIAMOND       1.053872e-01 0.9991600
## AA:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND     6.543345e-02 1.0000000
## CBM:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND   -2.950887e-02 0.0000183
## CE:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND     7.538108e-02 1.0000000
## GH:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND     7.841481e-02 1.0000000
## GT:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND     7.924351e-02 1.0000000
## PL:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND     9.766019e-02 0.9999967
## AA:CUPP-CE:dbCAN_4:DIAMOND                  2.351025e-02 0.7473475
## CBM:CUPP-CE:dbCAN_4:DIAMOND                -8.871345e-01 0.0000000
## CE:CUPP-CE:dbCAN_4:DIAMOND                  3.868621e-02 0.9998034
## GH:CUPP-CE:dbCAN_4:DIAMOND                  5.892751e-02 1.0000000
## GT:CUPP-CE:dbCAN_4:DIAMOND                  2.358143e-02 0.8647488
## PL:CUPP-CE:dbCAN_4:DIAMOND                  7.951759e-03 0.1713754
## GT:dbCAN_4:DIAMOND-GH:dbCAN_4:DIAMOND       6.137281e-02 1.0000000
## PL:dbCAN_4:DIAMOND-GH:dbCAN_4:DIAMOND       7.896532e-02 1.0000000
## AA:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND     3.900692e-02 0.9974311
## CBM:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND   -5.604409e-02 0.0000000
## CE:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND     4.885631e-02 1.0000000
## GH:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND     5.187959e-02 1.0000000
## GT:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND     5.270829e-02 1.0000000
## PL:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND     7.123829e-02 1.0000000
## AA:CUPP-GH:dbCAN_4:DIAMOND                 -2.916288e-03 0.0294550
## CBM:CUPP-GH:dbCAN_4:DIAMOND                -9.136698e-01 0.0000000
## CE:CUPP-GH:dbCAN_4:DIAMOND                  1.216143e-02 0.3588504
## GH:CUPP-GH:dbCAN_4:DIAMOND                  3.239228e-02 0.9946255
## GT:CUPP-GH:dbCAN_4:DIAMOND                 -2.953790e-03 0.0268341
## PL:CUPP-GH:dbCAN_4:DIAMOND                 -1.847014e-02 0.0010511
## PL:dbCAN_4:DIAMOND-GT:dbCAN_4:DIAMOND       8.030828e-02 1.0000000
## AA:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND     4.034988e-02 0.9987019
## CBM:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND   -5.470113e-02 0.0000000
## CE:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND     5.019927e-02 1.0000000
## GH:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND     5.322255e-02 1.0000000
## GT:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND     5.405125e-02 1.0000000
## PL:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND     7.258126e-02 1.0000000
## AA:CUPP-GT:dbCAN_4:DIAMOND                 -1.573326e-03 0.0377486
## CBM:CUPP-GT:dbCAN_4:DIAMOND                -9.123268e-01 0.0000000
## CE:CUPP-GT:dbCAN_4:DIAMOND                  1.350439e-02 0.4189764
## GH:CUPP-GT:dbCAN_4:DIAMOND                  3.373524e-02 0.9973644
## GT:CUPP-GT:dbCAN_4:DIAMOND                 -1.610829e-03 0.0358237
## PL:CUPP-GT:dbCAN_4:DIAMOND                 -1.712718e-02 0.0014479
## AA:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND     4.191675e-02 0.9943632
## CBM:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND   -5.192949e-02 0.0000001
## CE:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND     5.285759e-02 0.9999999
## GH:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND     5.599420e-02 1.0000000
## GT:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND     5.682289e-02 1.0000000
## PL:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND     7.409549e-02 1.0000000
## AA:CUPP-PL:dbCAN_4:DIAMOND                 -6.450644e-06 0.0499497
## CBM:CUPP-PL:dbCAN_4:DIAMOND                -9.095552e-01 0.0000000
## CE:CUPP-PL:dbCAN_4:DIAMOND                  1.616271e-02 0.4398246
## GH:CUPP-PL:dbCAN_4:DIAMOND                  3.650689e-02 0.9913444
## GT:CUPP-PL:dbCAN_4:DIAMOND                  1.160815e-03 0.0610254
## PL:CUPP-PL:dbCAN_4:DIAMOND                 -1.561294e-02 0.0030465
## CBM:dbCAN_4:dbCAN-sub-AA:dbCAN_4:dbCAN-sub -1.293091e-02 0.0037232
## CE:dbCAN_4:dbCAN-sub-AA:dbCAN_4:dbCAN-sub   9.186080e-02 1.0000000
## GH:dbCAN_4:dbCAN-sub-AA:dbCAN_4:dbCAN-sub   9.499277e-02 0.9999988
## GT:dbCAN_4:dbCAN-sub-AA:dbCAN_4:dbCAN-sub   9.582147e-02 0.9999974
## PL:dbCAN_4:dbCAN-sub-AA:dbCAN_4:dbCAN-sub   1.131467e-01 0.9998710
## AA:CUPP-AA:dbCAN_4:dbCAN-sub                3.904251e-02 0.9854736
## CBM:CUPP-AA:dbCAN_4:dbCAN-sub              -8.705566e-01 0.0000000
## CE:CUPP-AA:dbCAN_4:dbCAN-sub                5.516592e-02 1.0000000
## GH:CUPP-AA:dbCAN_4:dbCAN-sub                7.550547e-02 1.0000000
## GT:CUPP-AA:dbCAN_4:dbCAN-sub                4.015939e-02 0.9985645
## PL:CUPP-AA:dbCAN_4:dbCAN-sub                2.343828e-02 0.6504088
## CE:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:dbCAN-sub  1.676162e-01 0.0000004
## GH:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:dbCAN-sub  1.706395e-01 0.0000001
## GT:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:dbCAN-sub  1.714682e-01 0.0000000
## PL:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:dbCAN-sub  1.899982e-01 0.0000008
## AA:CUPP-CBM:dbCAN_4:dbCAN-sub               1.158436e-01 0.9148083
## CBM:CUPP-CBM:dbCAN_4:dbCAN-sub             -7.949099e-01 0.0000000
## CE:CUPP-CBM:dbCAN_4:dbCAN-sub               1.309213e-01 0.0222548
## GH:CUPP-CBM:dbCAN_4:dbCAN-sub               1.511521e-01 0.0000554
## GT:CUPP-CBM:dbCAN_4:dbCAN-sub               1.158061e-01 0.2627895
## PL:CUPP-CBM:dbCAN_4:dbCAN-sub               1.002897e-01 0.9999381
## GH:dbCAN_4:dbCAN-sub-CE:dbCAN_4:dbCAN-sub   6.737875e-02 1.0000000
## GT:dbCAN_4:dbCAN-sub-CE:dbCAN_4:dbCAN-sub   6.820745e-02 1.0000000
## PL:dbCAN_4:dbCAN-sub-CE:dbCAN_4:dbCAN-sub   8.662413e-02 1.0000000
## AA:CUPP-CE:dbCAN_4:dbCAN-sub                1.247419e-02 0.3040052
## CBM:CUPP-CE:dbCAN_4:dbCAN-sub              -8.981706e-01 0.0000000
## CE:CUPP-CE:dbCAN_4:dbCAN-sub                2.765015e-02 0.9507412
## GH:CUPP-CE:dbCAN_4:dbCAN-sub                4.789145e-02 1.0000000
## GT:CUPP-CE:dbCAN_4:dbCAN-sub                1.254537e-02 0.3756210
## PL:CUPP-CE:dbCAN_4:dbCAN-sub               -3.084301e-03 0.0288081
## GT:dbCAN_4:dbCAN-sub-GH:dbCAN_4:dbCAN-sub   6.354447e-02 1.0000000
## PL:dbCAN_4:dbCAN-sub-GH:dbCAN_4:dbCAN-sub   8.207448e-02 1.0000000
## AA:CUPP-GH:dbCAN_4:dbCAN-sub                7.919895e-03 0.1736731
## CBM:CUPP-GH:dbCAN_4:dbCAN-sub              -9.028336e-01 0.0000000
## CE:CUPP-GH:dbCAN_4:dbCAN-sub                2.299761e-02 0.8459585
## GH:CUPP-GH:dbCAN_4:dbCAN-sub                4.322847e-02 0.9999989
## GT:CUPP-GH:dbCAN_4:dbCAN-sub                7.882392e-03 0.2037115
## PL:CUPP-GH:dbCAN_4:dbCAN-sub               -7.633956e-03 0.0117641
## PL:dbCAN_4:dbCAN-sub-GT:dbCAN_4:dbCAN-sub   8.124578e-02 1.0000000
## AA:CUPP-GT:dbCAN_4:dbCAN-sub                7.091197e-03 0.1546296
## CBM:CUPP-GT:dbCAN_4:dbCAN-sub              -9.036623e-01 0.0000000
## CE:CUPP-GT:dbCAN_4:dbCAN-sub                2.216891e-02 0.8168817
## GH:CUPP-GT:dbCAN_4:dbCAN-sub                4.239977e-02 0.9999973
## GT:CUPP-GT:dbCAN_4:dbCAN-sub                7.053694e-03 0.1791286
## PL:CUPP-GT:dbCAN_4:dbCAN-sub               -8.462653e-03 0.0099204
## AA:CUPP-PL:dbCAN_4:dbCAN-sub                7.720574e-03 0.1498010
## CBM:CUPP-PL:dbCAN_4:dbCAN-sub              -9.018281e-01 0.0000000
## CE:CUPP-PL:dbCAN_4:dbCAN-sub                2.388973e-02 0.7556647
## GH:CUPP-PL:dbCAN_4:dbCAN-sub                4.423391e-02 0.9998496
## GT:CUPP-PL:dbCAN_4:dbCAN-sub                8.887840e-03 0.1964824
## PL:CUPP-PL:dbCAN_4:dbCAN-sub               -7.885914e-03 0.0133106
## CBM:CUPP-AA:CUPP                           -8.286334e-01 0.0000000
## CE:CUPP-AA:CUPP                             9.708913e-02 0.9999965
## GH:CUPP-AA:CUPP                             1.174287e-01 0.8786585
## GT:CUPP-AA:CUPP                             8.208260e-02 1.0000000
## PL:CUPP-AA:CUPP                             6.536148e-02 1.0000000
## CE:CUPP-CBM:CUPP                            9.885470e-01 0.0000000
## GH:CUPP-CBM:CUPP                            1.008778e+00 0.0000000
## GT:CUPP-CBM:CUPP                            9.734317e-01 0.0000000
## PL:CUPP-CBM:CUPP                            9.579154e-01 0.0000000
## GH:CUPP-CE:CUPP                             8.458633e-02 0.9999955
## GT:CUPP-CE:CUPP                             4.924025e-02 1.0000000
## PL:CUPP-CE:CUPP                             3.361058e-02 0.9725413
## GT:CUPP-GH:CUPP                             2.736970e-02 0.9570711
## PL:CUPP-GH:CUPP                             1.185335e-02 0.2843350
## PL:CUPP-GT:CUPP                             4.719942e-02 0.9999832

6.5.5 CAZy class accuracy

Two-way ANOVA to test for differences between the CAZy classes and prediction tools.

##                              Df Sum Sq Mean Sq F value Pr(>F)    
## CAZy_class                    5 0.5235 0.10469   80.70 <2e-16 ***
## Prediction_tool               4 0.3188 0.07971   61.44 <2e-16 ***
## CAZy_class:Prediction_tool   20 0.3562 0.01781   13.73 <2e-16 ***
## Residuals                  2025 2.6271 0.00130                   
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

Statistically significant difference was detected, so follow up with a Tukey test to determine if there are differences between specific groups.

##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = Statistic_value ~ CAZy_class * Prediction_tool, data = class_subset_acc.df)
## 
## $`CAZy_class:Prediction_tool`
##                                                     diff           lwr
## CBM:dbCAN_4-AA:dbCAN_4                     -1.441409e-02 -0.0391014082
## CE:dbCAN_4-AA:dbCAN_4                       3.591690e-03 -0.0213380595
## GH:dbCAN_4-AA:dbCAN_4                      -1.637808e-02 -0.0410653953
## GT:dbCAN_4-AA:dbCAN_4                      -1.259177e-02 -0.0372790867
## PL:dbCAN_4-AA:dbCAN_4                       7.841092e-03 -0.0199065921
## AA:dbCAN_4:HMMER-AA:dbCAN_4                -6.237616e-04 -0.0282250194
## CBM:dbCAN_4:HMMER-AA:dbCAN_4               -4.708476e-02 -0.0717720792
## CE:dbCAN_4:HMMER-AA:dbCAN_4                 2.143338e-03 -0.0227864117
## GH:dbCAN_4:HMMER-AA:dbCAN_4                -3.059767e-02 -0.0552849879
## GT:dbCAN_4:HMMER-AA:dbCAN_4                -4.046118e-02 -0.0651484912
## PL:dbCAN_4:HMMER-AA:dbCAN_4                 7.835740e-03 -0.0199119446
## AA:dbCAN_4:DIAMOND-AA:dbCAN_4              -1.014308e-03 -0.0286155657
## CBM:dbCAN_4:DIAMOND-AA:dbCAN_4             -7.729333e-03 -0.0324166485
## CE:dbCAN_4:DIAMOND-AA:dbCAN_4               1.223836e-03 -0.0237059143
## GH:dbCAN_4:DIAMOND-AA:dbCAN_4              -9.483024e-03 -0.0341703391
## GT:dbCAN_4:DIAMOND-AA:dbCAN_4              -6.928474e-03 -0.0316157893
## PL:dbCAN_4:DIAMOND-AA:dbCAN_4               8.028418e-03 -0.0197192670
## AA:dbCAN_4:dbCAN-sub-AA:dbCAN_4            -5.699252e-04 -0.0281711829
## CBM:dbCAN_4:dbCAN-sub-AA:dbCAN_4           -1.457496e-02 -0.0392622794
## CE:dbCAN_4:dbCAN-sub-AA:dbCAN_4             3.095406e-03 -0.0218343442
## GH:dbCAN_4:dbCAN-sub-AA:dbCAN_4            -1.758755e-02 -0.0422748648
## GT:dbCAN_4:dbCAN-sub-AA:dbCAN_4            -1.342538e-02 -0.0381126995
## PL:dbCAN_4:dbCAN-sub-AA:dbCAN_4             8.057165e-03 -0.0196905195
## AA:CUPP-AA:dbCAN_4                         -6.645453e-03 -0.0342467104
## CBM:CUPP-AA:dbCAN_4                        -1.056142e-01 -0.1303015254
## CE:CUPP-AA:dbCAN_4                         -7.125649e-04 -0.0256423148
## GH:CUPP-AA:dbCAN_4                         -3.672975e-02 -0.0614170616
## GT:CUPP-AA:dbCAN_4                         -4.452252e-02 -0.0692098314
## PL:CUPP-AA:dbCAN_4                          3.425628e-03 -0.0243220562
## CE:dbCAN_4-CBM:dbCAN_4                      1.800578e-02 -0.0036535461
## GH:dbCAN_4-CBM:dbCAN_4                     -1.963987e-03 -0.0233438294
## GT:dbCAN_4-CBM:dbCAN_4                      1.822322e-03 -0.0195575208
## PL:dbCAN_4-CBM:dbCAN_4                      2.225519e-02 -0.0025957325
## AA:dbCAN_4:HMMER-CBM:dbCAN_4                1.379033e-02 -0.0108969843
## CBM:dbCAN_4:HMMER-CBM:dbCAN_4              -3.267067e-02 -0.0540505133
## CE:dbCAN_4:HMMER-CBM:dbCAN_4                1.655743e-02 -0.0051018983
## GH:dbCAN_4:HMMER-CBM:dbCAN_4               -1.618358e-02 -0.0375634220
## GT:dbCAN_4:HMMER-CBM:dbCAN_4               -2.604708e-02 -0.0474269254
## PL:dbCAN_4:HMMER-CBM:dbCAN_4                2.224983e-02 -0.0026010850
## AA:dbCAN_4:DIAMOND-CBM:dbCAN_4              1.339978e-02 -0.0112875306
## CBM:dbCAN_4:DIAMOND-CBM:dbCAN_4             6.684760e-03 -0.0146950826
## CE:dbCAN_4:DIAMOND-CBM:dbCAN_4              1.563793e-02 -0.0060214009
## GH:dbCAN_4:DIAMOND-CBM:dbCAN_4              4.931069e-03 -0.0164487732
## GT:dbCAN_4:DIAMOND-CBM:dbCAN_4              7.485619e-03 -0.0138942234
## PL:dbCAN_4:DIAMOND-CBM:dbCAN_4              2.244251e-02 -0.0024084074
## AA:dbCAN_4:dbCAN-sub-CBM:dbCAN_4            1.384417e-02 -0.0108431478
## CBM:dbCAN_4:dbCAN-sub-CBM:dbCAN_4          -1.608712e-04 -0.0215407135
## CE:dbCAN_4:dbCAN-sub-CBM:dbCAN_4            1.750950e-02 -0.0041498308
## GH:dbCAN_4:dbCAN-sub-CBM:dbCAN_4           -3.173457e-03 -0.0245532989
## GT:dbCAN_4:dbCAN-sub-CBM:dbCAN_4            9.887087e-04 -0.0203911336
## PL:dbCAN_4:dbCAN-sub-CBM:dbCAN_4            2.247126e-02 -0.0023796599
## AA:CUPP-CBM:dbCAN_4                         7.768640e-03 -0.0169186753
## CBM:CUPP-CBM:dbCAN_4                       -9.120012e-02 -0.1125799595
## CE:CUPP-CBM:dbCAN_4                         1.370153e-02 -0.0079578014
## GH:CUPP-CBM:dbCAN_4                        -2.231565e-02 -0.0436954957
## GT:CUPP-CBM:dbCAN_4                        -3.010842e-02 -0.0514882655
## PL:CUPP-CBM:dbCAN_4                         1.783972e-02 -0.0070111966
## GH:dbCAN_4-CE:dbCAN_4                      -1.996977e-02 -0.0416290995
## GT:dbCAN_4-CE:dbCAN_4                      -1.618346e-02 -0.0378427909
## PL:dbCAN_4-CE:dbCAN_4                       4.249402e-03 -0.0208423695
## AA:dbCAN_4:HMMER-CE:dbCAN_4                -4.215452e-03 -0.0291452019
## CBM:dbCAN_4:HMMER-CE:dbCAN_4               -5.067645e-02 -0.0723357834
## CE:dbCAN_4:HMMER-CE:dbCAN_4                -1.448352e-03 -0.0233836076
## GH:dbCAN_4:HMMER-CE:dbCAN_4                -3.418936e-02 -0.0558486921
## GT:dbCAN_4:HMMER-CE:dbCAN_4                -4.405287e-02 -0.0657121954
## PL:dbCAN_4:HMMER-CE:dbCAN_4                 4.244050e-03 -0.0208477220
## AA:dbCAN_4:DIAMOND-CE:dbCAN_4              -4.605998e-03 -0.0295357483
## CBM:dbCAN_4:DIAMOND-CE:dbCAN_4             -1.132102e-02 -0.0329803527
## CE:dbCAN_4:DIAMOND-CE:dbCAN_4              -2.367855e-03 -0.0243031103
## GH:dbCAN_4:DIAMOND-CE:dbCAN_4              -1.307471e-02 -0.0347340433
## GT:dbCAN_4:DIAMOND-CE:dbCAN_4              -1.052016e-02 -0.0321794935
## PL:dbCAN_4:DIAMOND-CE:dbCAN_4               4.436727e-03 -0.0206550443
## AA:dbCAN_4:dbCAN-sub-CE:dbCAN_4            -4.161616e-03 -0.0290913654
## CBM:dbCAN_4:dbCAN-sub-CE:dbCAN_4           -1.816665e-02 -0.0398259836
## CE:dbCAN_4:dbCAN-sub-CE:dbCAN_4            -4.962847e-04 -0.0224315401
## GH:dbCAN_4:dbCAN-sub-CE:dbCAN_4            -2.117924e-02 -0.0428385690
## GT:dbCAN_4:dbCAN-sub-CE:dbCAN_4            -1.701707e-02 -0.0386764037
## PL:dbCAN_4:dbCAN-sub-CE:dbCAN_4             4.465475e-03 -0.0206262969
## AA:CUPP-CE:dbCAN_4                         -1.023714e-02 -0.0351668929
## CBM:CUPP-CE:dbCAN_4                        -1.092059e-01 -0.1308652296
## CE:CUPP-CE:dbCAN_4                         -4.304255e-03 -0.0262395107
## GH:CUPP-CE:dbCAN_4                         -4.032144e-02 -0.0619807658
## GT:CUPP-CE:dbCAN_4                         -4.811421e-02 -0.0697735356
## PL:CUPP-CE:dbCAN_4                         -1.660621e-04 -0.0252578336
## GT:dbCAN_4-GH:dbCAN_4                       3.786309e-03 -0.0175935337
## PL:dbCAN_4-GH:dbCAN_4                       2.421917e-02 -0.0006317454
## AA:dbCAN_4:HMMER-GH:dbCAN_4                 1.575432e-02 -0.0089329972
## CBM:dbCAN_4:HMMER-GH:dbCAN_4               -3.070668e-02 -0.0520865262
## CE:dbCAN_4:HMMER-GH:dbCAN_4                 1.852142e-02 -0.0031379112
## GH:dbCAN_4:HMMER-GH:dbCAN_4                -1.421959e-02 -0.0355994349
## GT:dbCAN_4:HMMER-GH:dbCAN_4                -2.408310e-02 -0.0454629382
## PL:dbCAN_4:HMMER-GH:dbCAN_4                 2.421382e-02 -0.0006370979
## AA:dbCAN_4:DIAMOND-GH:dbCAN_4               1.536377e-02 -0.0093235435
## CBM:dbCAN_4:DIAMOND-GH:dbCAN_4              8.648747e-03 -0.0127310955
## CE:dbCAN_4:DIAMOND-GH:dbCAN_4               1.760192e-02 -0.0040574138
## GH:dbCAN_4:DIAMOND-GH:dbCAN_4               6.895056e-03 -0.0144847861
## GT:dbCAN_4:DIAMOND-GH:dbCAN_4               9.449606e-03 -0.0119302363
## PL:dbCAN_4:DIAMOND-GH:dbCAN_4               2.440650e-02 -0.0004444203
## AA:dbCAN_4:dbCAN-sub-GH:dbCAN_4             1.580815e-02 -0.0088791607
## CBM:dbCAN_4:dbCAN-sub-GH:dbCAN_4            1.803116e-03 -0.0195767264
## CE:dbCAN_4:dbCAN-sub-GH:dbCAN_4             1.947349e-02 -0.0021858437
## GH:dbCAN_4:dbCAN-sub-GH:dbCAN_4            -1.209470e-03 -0.0225893118
## GT:dbCAN_4:dbCAN-sub-GH:dbCAN_4             2.952696e-03 -0.0184271465
## PL:dbCAN_4:dbCAN-sub-GH:dbCAN_4             2.443524e-02 -0.0004156728
## AA:CUPP-GH:dbCAN_4                          9.732627e-03 -0.0149546882
## CBM:CUPP-GH:dbCAN_4                        -8.923613e-02 -0.1106159724
## CE:CUPP-GH:dbCAN_4                          1.566551e-02 -0.0059938143
## GH:CUPP-GH:dbCAN_4                         -2.035167e-02 -0.0417315086
## GT:CUPP-GH:dbCAN_4                         -2.814444e-02 -0.0495242784
## PL:CUPP-GH:dbCAN_4                          1.980371e-02 -0.0050472095
## PL:dbCAN_4-GT:dbCAN_4                       2.043286e-02 -0.0044180541
## AA:dbCAN_4:HMMER-GT:dbCAN_4                 1.196801e-02 -0.0127193058
## CBM:dbCAN_4:HMMER-GT:dbCAN_4               -3.449299e-02 -0.0558728348
## CE:dbCAN_4:HMMER-GT:dbCAN_4                 1.473511e-02 -0.0069242198
## GH:dbCAN_4:HMMER-GT:dbCAN_4                -1.800590e-02 -0.0393857436
## GT:dbCAN_4:HMMER-GT:dbCAN_4                -2.786940e-02 -0.0492492469
## PL:dbCAN_4:HMMER-GT:dbCAN_4                 2.042751e-02 -0.0044234066
## AA:dbCAN_4:DIAMOND-GT:dbCAN_4               1.157746e-02 -0.0131098522
## CBM:dbCAN_4:DIAMOND-GT:dbCAN_4              4.862438e-03 -0.0165174042
## CE:dbCAN_4:DIAMOND-GT:dbCAN_4               1.381561e-02 -0.0078437225
## GH:dbCAN_4:DIAMOND-GT:dbCAN_4               3.108748e-03 -0.0182710948
## GT:dbCAN_4:DIAMOND-GT:dbCAN_4               5.663297e-03 -0.0157165449
## PL:dbCAN_4:DIAMOND-GT:dbCAN_4               2.062019e-02 -0.0042307289
## AA:dbCAN_4:dbCAN-sub-GT:dbCAN_4             1.202185e-02 -0.0126654694
## CBM:dbCAN_4:dbCAN-sub-GT:dbCAN_4           -1.983193e-03 -0.0233630351
## CE:dbCAN_4:dbCAN-sub-GT:dbCAN_4             1.568718e-02 -0.0059721524
## GH:dbCAN_4:dbCAN-sub-GT:dbCAN_4            -4.995778e-03 -0.0263756205
## GT:dbCAN_4:dbCAN-sub-GT:dbCAN_4            -8.336128e-04 -0.0222134551
## PL:dbCAN_4:dbCAN-sub-GT:dbCAN_4             2.064894e-02 -0.0042019814
## AA:CUPP-GT:dbCAN_4                          5.946319e-03 -0.0187409969
## CBM:CUPP-GT:dbCAN_4                        -9.302244e-02 -0.1144022811
## CE:CUPP-GT:dbCAN_4                          1.187921e-02 -0.0097801229
## GH:CUPP-GT:dbCAN_4                         -2.413797e-02 -0.0455178172
## GT:CUPP-GT:dbCAN_4                         -3.193074e-02 -0.0533105871
## PL:CUPP-GT:dbCAN_4                          1.601740e-02 -0.0088335182
## AA:dbCAN_4:HMMER-PL:dbCAN_4                -8.464854e-03 -0.0362125386
## CBM:dbCAN_4:HMMER-PL:dbCAN_4               -5.492586e-02 -0.0797767739
## CE:dbCAN_4:HMMER-PL:dbCAN_4                -5.697754e-03 -0.0307895258
## GH:dbCAN_4:HMMER-PL:dbCAN_4                -3.843876e-02 -0.0632896826
## GT:dbCAN_4:HMMER-PL:dbCAN_4                -4.830227e-02 -0.0731531860
## PL:dbCAN_4:HMMER-PL:dbCAN_4                -5.352518e-06 -0.0278986952
## AA:dbCAN_4:DIAMOND-PL:dbCAN_4              -8.855400e-03 -0.0366030850
## CBM:dbCAN_4:DIAMOND-PL:dbCAN_4             -1.557043e-02 -0.0404213433
## CE:dbCAN_4:DIAMOND-PL:dbCAN_4              -6.617257e-03 -0.0317090284
## GH:dbCAN_4:DIAMOND-PL:dbCAN_4              -1.732412e-02 -0.0421750338
## GT:dbCAN_4:DIAMOND-PL:dbCAN_4              -1.476957e-02 -0.0396204840
## PL:dbCAN_4:DIAMOND-PL:dbCAN_4               1.873251e-04 -0.0277060176
## AA:dbCAN_4:dbCAN-sub-PL:dbCAN_4            -8.411018e-03 -0.0361587021
## CBM:dbCAN_4:dbCAN-sub-PL:dbCAN_4           -2.241606e-02 -0.0472669742
## CE:dbCAN_4:dbCAN-sub-PL:dbCAN_4            -4.745687e-03 -0.0298374583
## GH:dbCAN_4:dbCAN-sub-PL:dbCAN_4            -2.542864e-02 -0.0502795596
## GT:dbCAN_4:dbCAN-sub-PL:dbCAN_4            -2.126648e-02 -0.0461173942
## PL:dbCAN_4:dbCAN-sub-PL:dbCAN_4             2.160726e-04 -0.0276772701
## AA:CUPP-PL:dbCAN_4                         -1.448655e-02 -0.0422342297
## CBM:CUPP-PL:dbCAN_4                        -1.134553e-01 -0.1383062201
## CE:CUPP-PL:dbCAN_4                         -8.553657e-03 -0.0336454289
## GH:CUPP-PL:dbCAN_4                         -4.457084e-02 -0.0694217563
## GT:CUPP-PL:dbCAN_4                         -5.236361e-02 -0.0772145261
## PL:CUPP-PL:dbCAN_4                         -4.415464e-03 -0.0323088068
## CBM:dbCAN_4:HMMER-AA:dbCAN_4:HMMER         -4.646100e-02 -0.0711483175
## CE:dbCAN_4:HMMER-AA:dbCAN_4:HMMER           2.767100e-03 -0.0221626501
## GH:dbCAN_4:HMMER-AA:dbCAN_4:HMMER          -2.997391e-02 -0.0546612263
## GT:dbCAN_4:HMMER-AA:dbCAN_4:HMMER          -3.983741e-02 -0.0645247296
## PL:dbCAN_4:HMMER-AA:dbCAN_4:HMMER           8.459502e-03 -0.0192881830
## AA:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER        -3.905463e-04 -0.0279918041
## CBM:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER       -7.105571e-03 -0.0317928869
## CE:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER         1.847597e-03 -0.0230821527
## GH:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER        -8.859262e-03 -0.0335465775
## GT:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER        -6.304712e-03 -0.0309920277
## PL:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER         8.652179e-03 -0.0190955053
## AA:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER       5.383648e-05 -0.0275474213
## CBM:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER     -1.395120e-02 -0.0386385178
## CE:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER       3.719167e-03 -0.0212105826
## GH:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER      -1.696379e-02 -0.0416511032
## GT:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER      -1.280162e-02 -0.0374889378
## PL:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER       8.680927e-03 -0.0190667579
## AA:CUPP-AA:dbCAN_4:HMMER                   -6.021691e-03 -0.0336229488
## CBM:CUPP-AA:dbCAN_4:HMMER                  -1.049904e-01 -0.1296777638
## CE:CUPP-AA:dbCAN_4:HMMER                   -8.880327e-05 -0.0250185532
## GH:CUPP-AA:dbCAN_4:HMMER                   -3.610598e-02 -0.0607932999
## GT:CUPP-AA:dbCAN_4:HMMER                   -4.389875e-02 -0.0685860698
## PL:CUPP-AA:dbCAN_4:HMMER                    4.049390e-03 -0.0236982946
## CE:dbCAN_4:HMMER-CBM:dbCAN_4:HMMER          4.922810e-02  0.0275687727
## GH:dbCAN_4:HMMER-CBM:dbCAN_4:HMMER          1.648709e-02 -0.0048927511
## GT:dbCAN_4:HMMER-CBM:dbCAN_4:HMMER          6.623588e-03 -0.0147562544
## PL:dbCAN_4:HMMER-CBM:dbCAN_4:HMMER          5.492050e-02  0.0300695859
## AA:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER        4.607046e-02  0.0213831403
## CBM:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER       3.935543e-02  0.0179755883
## CE:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER        4.830860e-02  0.0266492700
## GH:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER        3.760174e-02  0.0162218977
## GT:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER        4.015629e-02  0.0187764476
## PL:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER        5.511318e-02  0.0302622636
## AA:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER      4.651484e-02  0.0218275231
## CBM:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER     3.250980e-02  0.0111299574
## CE:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER      5.018017e-02  0.0285208401
## GH:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER      2.949721e-02  0.0081173720
## GT:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER      3.365938e-02  0.0122795374
## PL:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER      5.514193e-02  0.0302910111
## AA:CUPP-CBM:dbCAN_4:HMMER                   4.043931e-02  0.0157519956
## CBM:CUPP-CBM:dbCAN_4:HMMER                 -5.852945e-02 -0.0799092886
## CE:CUPP-CBM:dbCAN_4:HMMER                   4.637220e-02  0.0247128696
## GH:CUPP-CBM:dbCAN_4:HMMER                   1.035502e-02 -0.0110248247
## GT:CUPP-CBM:dbCAN_4:HMMER                   2.562248e-03 -0.0188175946
## PL:CUPP-CBM:dbCAN_4:HMMER                   5.051039e-02  0.0256594743
## GH:dbCAN_4:HMMER-CE:dbCAN_4:HMMER          -3.274101e-02 -0.0544003399
## GT:dbCAN_4:HMMER-CE:dbCAN_4:HMMER          -4.260451e-02 -0.0642638432
## PL:dbCAN_4:HMMER-CE:dbCAN_4:HMMER           5.692402e-03 -0.0193993698
## AA:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER        -3.157646e-03 -0.0280873960
## CBM:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER       -9.872671e-03 -0.0315320005
## CE:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER        -9.195026e-04 -0.0228547580
## GH:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER        -1.162636e-02 -0.0332856911
## GT:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER        -9.071812e-03 -0.0307311413
## PL:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER         5.885079e-03 -0.0192066921
## AA:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER      -2.713263e-03 -0.0276430132
## CBM:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER     -1.671830e-02 -0.0383776314
## CE:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER       9.520675e-04 -0.0209831879
## GH:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER      -1.973089e-02 -0.0413902168
## GT:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER      -1.556872e-02 -0.0372280515
## PL:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER       5.913827e-03 -0.0191779447
## AA:CUPP-CE:dbCAN_4:HMMER                   -8.788791e-03 -0.0337185407
## CBM:CUPP-CE:dbCAN_4:HMMER                  -1.077575e-01 -0.1294168774
## CE:CUPP-CE:dbCAN_4:HMMER                   -2.855903e-03 -0.0247911585
## GH:CUPP-CE:dbCAN_4:HMMER                   -3.887308e-02 -0.0605324136
## GT:CUPP-CE:dbCAN_4:HMMER                   -4.666585e-02 -0.0683251834
## PL:CUPP-CE:dbCAN_4:HMMER                    1.282290e-03 -0.0238094814
## GT:dbCAN_4:HMMER-GH:dbCAN_4:HMMER          -9.863503e-03 -0.0312433456
## PL:dbCAN_4:HMMER-GH:dbCAN_4:HMMER           3.843341e-02  0.0135824947
## AA:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER         2.958336e-02  0.0048960491
## CBM:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER        2.286834e-02  0.0014884971
## CE:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER         3.182151e-02  0.0101621788
## GH:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER         2.111465e-02 -0.0002651935
## GT:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER         2.366920e-02  0.0022893563
## PL:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER         3.862609e-02  0.0137751723
## AA:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER       3.002775e-02  0.0053404319
## CBM:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER      1.602271e-02 -0.0053571338
## CE:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER       3.369308e-02  0.0120337489
## GH:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER       1.301012e-02 -0.0083697192
## GT:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER       1.717229e-02 -0.0042075539
## PL:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER       3.865484e-02  0.0138039198
## AA:CUPP-GH:dbCAN_4:HMMER                    2.395222e-02 -0.0007350956
## CBM:CUPP-GH:dbCAN_4:HMMER                  -7.501654e-02 -0.0963963798
## CE:CUPP-GH:dbCAN_4:HMMER                    2.988511e-02  0.0082257783
## GH:CUPP-GH:dbCAN_4:HMMER                   -6.132074e-03 -0.0275119160
## GT:CUPP-GH:dbCAN_4:HMMER                   -1.392484e-02 -0.0353046858
## PL:CUPP-GH:dbCAN_4:HMMER                    3.402330e-02  0.0091723831
## PL:dbCAN_4:HMMER-GT:dbCAN_4:HMMER           4.829692e-02  0.0234459980
## AA:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER         3.944687e-02  0.0147595524
## CBM:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER        3.273184e-02  0.0113520004
## CE:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER         4.168501e-02  0.0200256821
## GH:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER         3.097815e-02  0.0095983098
## GT:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER         3.353270e-02  0.0121528596
## PL:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER         4.848959e-02  0.0236386756
## AA:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER       3.989125e-02  0.0152039352
## CBM:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER      2.588621e-02  0.0045063695
## CE:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER       4.355658e-02  0.0218972522
## GH:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER       2.287363e-02  0.0014937841
## GT:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER       2.703579e-02  0.0056559494
## PL:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER       4.851834e-02  0.0236674231
## AA:CUPP-GT:dbCAN_4:HMMER                    3.381572e-02  0.0091284077
## CBM:CUPP-GT:dbCAN_4:HMMER                  -6.515303e-02 -0.0865328765
## CE:CUPP-GT:dbCAN_4:HMMER                    3.974861e-02  0.0180892816
## GH:CUPP-GT:dbCAN_4:HMMER                    3.731430e-03 -0.0176484126
## GT:CUPP-GT:dbCAN_4:HMMER                   -4.061340e-03 -0.0254411825
## PL:CUPP-GT:dbCAN_4:HMMER                    4.388680e-02  0.0190358864
## AA:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER        -8.850048e-03 -0.0365977325
## CBM:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER       -1.556507e-02 -0.0404159907
## CE:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER        -6.611904e-03 -0.0317036759
## GH:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER        -1.731876e-02 -0.0421696813
## GT:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER        -1.476421e-02 -0.0396151315
## PL:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER         1.926777e-04 -0.0277006650
## AA:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER      -8.405665e-03 -0.0361533496
## CBM:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER     -2.241070e-02 -0.0472616216
## CE:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER      -4.740334e-03 -0.0298321058
## GH:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER      -2.542329e-02 -0.0502742070
## GT:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER      -2.126112e-02 -0.0461120417
## PL:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER       2.214251e-04 -0.0276719176
## AA:CUPP-PL:dbCAN_4:HMMER                   -1.448119e-02 -0.0422288771
## CBM:CUPP-PL:dbCAN_4:HMMER                  -1.134499e-01 -0.1383008676
## CE:CUPP-PL:dbCAN_4:HMMER                   -8.548305e-03 -0.0336400764
## GH:CUPP-PL:dbCAN_4:HMMER                   -4.456549e-02 -0.0694164038
## GT:CUPP-PL:dbCAN_4:HMMER                   -5.235826e-02 -0.0772091736
## PL:CUPP-PL:dbCAN_4:HMMER                   -4.410112e-03 -0.0323034543
## CBM:dbCAN_4:DIAMOND-AA:dbCAN_4:DIAMOND     -6.715025e-03 -0.0314023405
## CE:dbCAN_4:DIAMOND-AA:dbCAN_4:DIAMOND       2.238144e-03 -0.0226916064
## GH:dbCAN_4:DIAMOND-AA:dbCAN_4:DIAMOND      -8.468716e-03 -0.0331560311
## GT:dbCAN_4:DIAMOND-AA:dbCAN_4:DIAMOND      -5.914166e-03 -0.0306014813
## PL:dbCAN_4:DIAMOND-AA:dbCAN_4:DIAMOND       9.042726e-03 -0.0187049590
## AA:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND     4.443828e-04 -0.0271568749
## CBM:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND   -1.356066e-02 -0.0382479714
## CE:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND     4.109714e-03 -0.0208200363
## GH:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND    -1.657324e-02 -0.0412605569
## GT:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND    -1.241108e-02 -0.0370983915
## PL:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND     9.071473e-03 -0.0186762115
## AA:CUPP-AA:dbCAN_4:DIAMOND                 -5.631145e-03 -0.0332324024
## CBM:CUPP-AA:dbCAN_4:DIAMOND                -1.045999e-01 -0.1292872174
## CE:CUPP-AA:dbCAN_4:DIAMOND                  3.017431e-04 -0.0246280068
## GH:CUPP-AA:dbCAN_4:DIAMOND                 -3.571544e-02 -0.0604027536
## GT:CUPP-AA:dbCAN_4:DIAMOND                 -4.350821e-02 -0.0681955234
## PL:CUPP-AA:dbCAN_4:DIAMOND                  4.439936e-03 -0.0233077482
## CE:dbCAN_4:DIAMOND-CBM:dbCAN_4:DIAMOND      8.953169e-03 -0.0127061606
## GH:dbCAN_4:DIAMOND-CBM:dbCAN_4:DIAMOND     -1.753691e-03 -0.0231335329
## GT:dbCAN_4:DIAMOND-CBM:dbCAN_4:DIAMOND      8.008592e-04 -0.0205789831
## PL:dbCAN_4:DIAMOND-CBM:dbCAN_4:DIAMOND      1.575775e-02 -0.0090931671
## AA:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND    7.159408e-03 -0.0175279075
## CBM:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND  -6.845631e-03 -0.0282254732
## CE:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND    1.082474e-02 -0.0108345905
## GH:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND   -9.858216e-03 -0.0312380586
## GT:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND   -5.696051e-03 -0.0270758933
## PL:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND    1.578650e-02 -0.0090644196
## AA:CUPP-CBM:dbCAN_4:DIAMOND                 1.083880e-03 -0.0236034350
## CBM:CUPP-CBM:dbCAN_4:DIAMOND               -9.788488e-02 -0.1192647192
## CE:CUPP-CBM:dbCAN_4:DIAMOND                 7.016768e-03 -0.0146425611
## GH:CUPP-CBM:dbCAN_4:DIAMOND                -2.900041e-02 -0.0503802554
## GT:CUPP-CBM:dbCAN_4:DIAMOND                -3.679318e-02 -0.0581730252
## PL:CUPP-CBM:dbCAN_4:DIAMOND                 1.115496e-02 -0.0136959563
## GH:dbCAN_4:DIAMOND-CE:dbCAN_4:DIAMOND      -1.070686e-02 -0.0323661885
## GT:dbCAN_4:DIAMOND-CE:dbCAN_4:DIAMOND      -8.152309e-03 -0.0298116386
## PL:dbCAN_4:DIAMOND-CE:dbCAN_4:DIAMOND       6.804582e-03 -0.0182871895
## AA:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND    -1.793761e-03 -0.0267235106
## CBM:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND   -1.579880e-02 -0.0374581288
## CE:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND     1.871570e-03 -0.0200636853
## GH:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND    -1.881138e-02 -0.0404707142
## GT:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND    -1.464922e-02 -0.0363085488
## PL:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND     6.833330e-03 -0.0182584420
## AA:CUPP-CE:dbCAN_4:DIAMOND                 -7.869288e-03 -0.0327990381
## CBM:CUPP-CE:dbCAN_4:DIAMOND                -1.068380e-01 -0.1284973748
## CE:CUPP-CE:dbCAN_4:DIAMOND                 -1.936400e-03 -0.0238716558
## GH:CUPP-CE:dbCAN_4:DIAMOND                 -3.795358e-02 -0.0596129109
## GT:CUPP-CE:dbCAN_4:DIAMOND                 -4.574635e-02 -0.0674056808
## PL:CUPP-CE:dbCAN_4:DIAMOND                  2.201793e-03 -0.0228899787
## GT:dbCAN_4:DIAMOND-GH:dbCAN_4:DIAMOND       2.554550e-03 -0.0188252925
## PL:dbCAN_4:DIAMOND-GH:dbCAN_4:DIAMOND       1.751144e-02 -0.0073394765
## AA:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND     8.913099e-03 -0.0157742169
## CBM:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND   -5.091940e-03 -0.0264717826
## CE:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND     1.257843e-02 -0.0090808999
## GH:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND    -8.104526e-03 -0.0294843680
## GT:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND    -3.942360e-03 -0.0253222027
## PL:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND     1.754019e-02 -0.0073107290
## AA:CUPP-GH:dbCAN_4:DIAMOND                  2.837571e-03 -0.0218497444
## CBM:CUPP-GH:dbCAN_4:DIAMOND                -9.613119e-02 -0.1175110286
## CE:CUPP-GH:dbCAN_4:DIAMOND                  8.770459e-03 -0.0128888705
## GH:CUPP-GH:dbCAN_4:DIAMOND                 -2.724672e-02 -0.0486265648
## GT:CUPP-GH:dbCAN_4:DIAMOND                 -3.503949e-02 -0.0564193346
## PL:CUPP-GH:dbCAN_4:DIAMOND                  1.290865e-02 -0.0119422657
## PL:dbCAN_4:DIAMOND-GT:dbCAN_4:DIAMOND       1.495689e-02 -0.0098940263
## AA:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND     6.358549e-03 -0.0183287667
## CBM:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND   -7.646490e-03 -0.0290263324
## CE:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND     1.002388e-02 -0.0116354497
## GH:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND    -1.065908e-02 -0.0320389179
## GT:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND    -6.496910e-03 -0.0278767525
## PL:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND     1.498564e-02 -0.0098652788
## AA:CUPP-GT:dbCAN_4:DIAMOND                  2.830212e-04 -0.0244042942
## CBM:CUPP-GT:dbCAN_4:DIAMOND                -9.868574e-02 -0.1200655784
## CE:CUPP-GT:dbCAN_4:DIAMOND                  6.215909e-03 -0.0154434203
## GH:CUPP-GT:dbCAN_4:DIAMOND                 -2.980127e-02 -0.0511811146
## GT:CUPP-GT:dbCAN_4:DIAMOND                 -3.759404e-02 -0.0589738844
## PL:CUPP-GT:dbCAN_4:DIAMOND                  1.035410e-02 -0.0144968155
## AA:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND    -8.598343e-03 -0.0363460273
## CBM:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND   -2.260338e-02 -0.0474542993
## CE:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND    -4.933012e-03 -0.0300247834
## GH:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND    -2.561597e-02 -0.0504668847
## GT:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND    -2.145380e-02 -0.0463047194
## PL:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND     2.874747e-05 -0.0278645952
## AA:CUPP-PL:dbCAN_4:DIAMOND                 -1.467387e-02 -0.0424215548
## CBM:CUPP-PL:dbCAN_4:DIAMOND                -1.136426e-01 -0.1384935453
## CE:CUPP-PL:dbCAN_4:DIAMOND                 -8.740982e-03 -0.0338327540
## GH:CUPP-PL:dbCAN_4:DIAMOND                 -4.475816e-02 -0.0696090814
## GT:CUPP-PL:dbCAN_4:DIAMOND                 -5.255093e-02 -0.0774018513
## PL:CUPP-PL:dbCAN_4:DIAMOND                 -4.602789e-03 -0.0324961319
## CBM:dbCAN_4:dbCAN-sub-AA:dbCAN_4:dbCAN-sub -1.400504e-02 -0.0386923543
## CE:dbCAN_4:dbCAN-sub-AA:dbCAN_4:dbCAN-sub   3.665331e-03 -0.0212644191
## GH:dbCAN_4:dbCAN-sub-AA:dbCAN_4:dbCAN-sub  -1.701762e-02 -0.0417049397
## GT:dbCAN_4:dbCAN-sub-AA:dbCAN_4:dbCAN-sub  -1.285546e-02 -0.0375427743
## PL:dbCAN_4:dbCAN-sub-AA:dbCAN_4:dbCAN-sub   8.627090e-03 -0.0191205944
## AA:CUPP-AA:dbCAN_4:dbCAN-sub               -6.075528e-03 -0.0336767853
## CBM:CUPP-AA:dbCAN_4:dbCAN-sub              -1.050443e-01 -0.1297316003
## CE:CUPP-AA:dbCAN_4:dbCAN-sub               -1.426398e-04 -0.0250723896
## GH:CUPP-AA:dbCAN_4:dbCAN-sub               -3.615982e-02 -0.0608471364
## GT:CUPP-AA:dbCAN_4:dbCAN-sub               -4.395259e-02 -0.0686399063
## PL:CUPP-AA:dbCAN_4:dbCAN-sub                3.995553e-03 -0.0237521311
## CE:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:dbCAN-sub  1.767037e-02 -0.0039889596
## GH:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:dbCAN-sub -3.012585e-03 -0.0243924277
## GT:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:dbCAN-sub  1.149580e-03 -0.0202302624
## PL:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:dbCAN-sub  2.263213e-02 -0.0022187887
## AA:CUPP-CBM:dbCAN_4:dbCAN-sub               7.929511e-03 -0.0167578041
## CBM:CUPP-CBM:dbCAN_4:dbCAN-sub             -9.103925e-02 -0.1124190883
## CE:CUPP-CBM:dbCAN_4:dbCAN-sub               1.386240e-02 -0.0077969302
## GH:CUPP-CBM:dbCAN_4:dbCAN-sub              -2.215478e-02 -0.0435346245
## GT:CUPP-CBM:dbCAN_4:dbCAN-sub              -2.994755e-02 -0.0513273943
## PL:CUPP-CBM:dbCAN_4:dbCAN-sub               1.800059e-02 -0.0068503254
## GH:dbCAN_4:dbCAN-sub-CE:dbCAN_4:dbCAN-sub  -2.068296e-02 -0.0423422843
## GT:dbCAN_4:dbCAN-sub-CE:dbCAN_4:dbCAN-sub  -1.652079e-02 -0.0381801189
## PL:dbCAN_4:dbCAN-sub-CE:dbCAN_4:dbCAN-sub   4.961759e-03 -0.0201300121
## AA:CUPP-CE:dbCAN_4:dbCAN-sub               -9.740858e-03 -0.0346706082
## CBM:CUPP-CE:dbCAN_4:dbCAN-sub              -1.087096e-01 -0.1303689449
## CE:CUPP-CE:dbCAN_4:dbCAN-sub               -3.807971e-03 -0.0257432260
## GH:CUPP-CE:dbCAN_4:dbCAN-sub               -3.982515e-02 -0.0614844810
## GT:CUPP-CE:dbCAN_4:dbCAN-sub               -4.761792e-02 -0.0692772509
## PL:CUPP-CE:dbCAN_4:dbCAN-sub                3.302227e-04 -0.0247615488
## GT:dbCAN_4:dbCAN-sub-GH:dbCAN_4:dbCAN-sub   4.162165e-03 -0.0172176770
## PL:dbCAN_4:dbCAN-sub-GH:dbCAN_4:dbCAN-sub   2.564471e-02  0.0007937967
## AA:CUPP-GH:dbCAN_4:dbCAN-sub                1.094210e-02 -0.0137452187
## CBM:CUPP-GH:dbCAN_4:dbCAN-sub              -8.802666e-02 -0.1094065029
## CE:CUPP-GH:dbCAN_4:dbCAN-sub                1.687498e-02 -0.0047843448
## GH:CUPP-GH:dbCAN_4:dbCAN-sub               -1.914220e-02 -0.0405220391
## GT:CUPP-GH:dbCAN_4:dbCAN-sub               -2.693497e-02 -0.0483148089
## PL:CUPP-GH:dbCAN_4:dbCAN-sub                2.101318e-02 -0.0038377400
## PL:dbCAN_4:dbCAN-sub-GT:dbCAN_4:dbCAN-sub   2.148255e-02 -0.0033683686
## AA:CUPP-GT:dbCAN_4:dbCAN-sub                6.779931e-03 -0.0179073841
## CBM:CUPP-GT:dbCAN_4:dbCAN-sub              -9.218883e-02 -0.1135686683
## CE:CUPP-GT:dbCAN_4:dbCAN-sub                1.271282e-02 -0.0089465101
## GH:CUPP-GT:dbCAN_4:dbCAN-sub               -2.330436e-02 -0.0446842044
## GT:CUPP-GT:dbCAN_4:dbCAN-sub               -3.109713e-02 -0.0524769742
## PL:CUPP-GT:dbCAN_4:dbCAN-sub                1.685101e-02 -0.0079999054
## AA:CUPP-PL:dbCAN_4:dbCAN-sub               -1.470262e-02 -0.0424503023
## CBM:CUPP-PL:dbCAN_4:dbCAN-sub              -1.136714e-01 -0.1385222928
## CE:CUPP-PL:dbCAN_4:dbCAN-sub               -8.769730e-03 -0.0338615015
## GH:CUPP-PL:dbCAN_4:dbCAN-sub               -4.478691e-02 -0.0696378289
## GT:CUPP-PL:dbCAN_4:dbCAN-sub               -5.257968e-02 -0.0774305987
## PL:CUPP-PL:dbCAN_4:dbCAN-sub               -4.631537e-03 -0.0325248794
## CBM:CUPP-AA:CUPP                           -9.896876e-02 -0.1236560728
## CE:CUPP-AA:CUPP                             5.932888e-03 -0.0189968621
## GH:CUPP-AA:CUPP                            -3.008429e-02 -0.0547716089
## GT:CUPP-AA:CUPP                            -3.787706e-02 -0.0625643788
## PL:CUPP-AA:CUPP                             1.007108e-02 -0.0176766036
## CE:CUPP-CBM:CUPP                            1.049016e-01  0.0832423158
## GH:CUPP-CBM:CUPP                            6.888446e-02  0.0475046215
## GT:CUPP-CBM:CUPP                            6.109169e-02  0.0397118517
## PL:CUPP-CBM:CUPP                            1.090398e-01  0.0841889206
## GH:CUPP-CE:CUPP                            -3.601718e-02 -0.0576765105
## GT:CUPP-CE:CUPP                            -4.380995e-02 -0.0654692803
## PL:CUPP-CE:CUPP                             4.138193e-03 -0.0209535783
## GT:CUPP-GH:CUPP                            -7.792770e-03 -0.0291726122
## PL:CUPP-GH:CUPP                             4.015537e-02  0.0153044567
## PL:CUPP-GT:CUPP                             4.794814e-02  0.0230972266
##                                                      upr     p adj
## CBM:dbCAN_4-AA:dbCAN_4                      0.0102732227 0.9358363
## CE:dbCAN_4-AA:dbCAN_4                       0.0285214403 1.0000000
## GH:dbCAN_4-AA:dbCAN_4                       0.0083092356 0.7869144
## GT:dbCAN_4-AA:dbCAN_4                       0.0120955442 0.9882219
## PL:dbCAN_4-AA:dbCAN_4                       0.0355887770 0.9999999
## AA:dbCAN_4:HMMER-AA:dbCAN_4                 0.0269774961 1.0000000
## CBM:dbCAN_4:HMMER-AA:dbCAN_4               -0.0223974483 0.0000000
## CE:dbCAN_4:HMMER-AA:dbCAN_4                 0.0270730881 1.0000000
## GH:dbCAN_4:HMMER-AA:dbCAN_4                -0.0059103570 0.0013405
## GT:dbCAN_4:HMMER-AA:dbCAN_4                -0.0157738604 0.0000004
## PL:dbCAN_4:HMMER-AA:dbCAN_4                 0.0355834245 0.9999999
## AA:dbCAN_4:DIAMOND-AA:dbCAN_4               0.0265869498 1.0000000
## CBM:dbCAN_4:DIAMOND-AA:dbCAN_4              0.0169579824 0.9999987
## CE:dbCAN_4:DIAMOND-AA:dbCAN_4               0.0261535854 1.0000000
## GH:dbCAN_4:DIAMOND-AA:dbCAN_4               0.0152042918 0.9999044
## GT:dbCAN_4:DIAMOND-AA:dbCAN_4               0.0177588416 0.9999999
## PL:dbCAN_4:DIAMOND-AA:dbCAN_4               0.0357761021 0.9999998
## AA:dbCAN_4:dbCAN-sub-AA:dbCAN_4             0.0270313326 1.0000000
## CBM:dbCAN_4:dbCAN-sub-AA:dbCAN_4            0.0101123515 0.9276545
## CE:dbCAN_4:dbCAN-sub-AA:dbCAN_4             0.0280251555 1.0000000
## GH:dbCAN_4:dbCAN-sub-AA:dbCAN_4             0.0070997661 0.6492919
## GT:dbCAN_4:dbCAN-sub-AA:dbCAN_4             0.0112619314 0.9722489
## PL:dbCAN_4:dbCAN-sub-AA:dbCAN_4             0.0358048496 0.9999998
## AA:CUPP-AA:dbCAN_4                          0.0209558051 1.0000000
## CBM:CUPP-AA:dbCAN_4                        -0.0809268945 0.0000000
## CE:CUPP-AA:dbCAN_4                          0.0242171850 1.0000000
## GH:CUPP-AA:dbCAN_4                         -0.0120424307 0.0000112
## GT:CUPP-AA:dbCAN_4                         -0.0198352005 0.0000000
## PL:CUPP-AA:dbCAN_4                          0.0311733129 1.0000000
## CE:dbCAN_4-CBM:dbCAN_4                      0.0396651124 0.2992614
## GH:dbCAN_4-CBM:dbCAN_4                      0.0194158552 1.0000000
## GT:dbCAN_4-CBM:dbCAN_4                      0.0232021639 1.0000000
## PL:dbCAN_4-CBM:dbCAN_4                      0.0471061029 0.1652986
## AA:dbCAN_4:HMMER-CBM:dbCAN_4                0.0384776466 0.9613830
## CBM:dbCAN_4:HMMER-CBM:dbCAN_4              -0.0112908286 0.0000047
## CE:dbCAN_4:HMMER-CBM:dbCAN_4                0.0382167602 0.4882322
## GH:dbCAN_4:HMMER-CBM:dbCAN_4                0.0051962626 0.5113557
## GT:dbCAN_4:HMMER-CBM:dbCAN_4               -0.0046672407 0.0019244
## PL:dbCAN_4:HMMER-CBM:dbCAN_4                0.0471007504 0.1656595
## AA:dbCAN_4:DIAMOND-CBM:dbCAN_4              0.0380871002 0.9729112
## CBM:dbCAN_4:DIAMOND-CBM:dbCAN_4             0.0280646020 0.9999988
## CE:dbCAN_4:DIAMOND-CBM:dbCAN_4              0.0372972576 0.6200112
## GH:dbCAN_4:DIAMOND-CBM:dbCAN_4              0.0263109114 1.0000000
## GT:dbCAN_4:DIAMOND-CBM:dbCAN_4              0.0288654612 0.9999854
## PL:dbCAN_4:DIAMOND-CBM:dbCAN_4              0.0472934281 0.1530329
## AA:dbCAN_4:dbCAN-sub-CBM:dbCAN_4            0.0385314831 0.9595412
## CBM:dbCAN_4:dbCAN-sub-CBM:dbCAN_4           0.0212189711 1.0000000
## CE:dbCAN_4:dbCAN-sub-CBM:dbCAN_4            0.0391688277 0.3593567
## GH:dbCAN_4:dbCAN-sub-CBM:dbCAN_4            0.0182063857 1.0000000
## GT:dbCAN_4:dbCAN-sub-CBM:dbCAN_4            0.0223685510 1.0000000
## PL:dbCAN_4:dbCAN-sub-CBM:dbCAN_4            0.0473221755 0.1512128
## AA:CUPP-CBM:dbCAN_4                         0.0324559556 0.9999986
## CBM:CUPP-CBM:dbCAN_4                       -0.0698202749 0.0000000
## CE:CUPP-CBM:dbCAN_4                         0.0353608571 0.8572628
## GH:CUPP-CBM:dbCAN_4                        -0.0009358110 0.0280843
## GT:CUPP-CBM:dbCAN_4                        -0.0087285809 0.0000574
## PL:CUPP-CBM:dbCAN_4                         0.0426906388 0.6326724
## GH:dbCAN_4-CE:dbCAN_4                       0.0016895590 0.1252983
## GT:dbCAN_4-CE:dbCAN_4                       0.0054758676 0.5417375
## PL:dbCAN_4-CE:dbCAN_4                       0.0293411736 1.0000000
## AA:dbCAN_4:HMMER-CE:dbCAN_4                 0.0207142978 1.0000000
## CBM:dbCAN_4:HMMER-CE:dbCAN_4               -0.0290171249 0.0000000
## CE:dbCAN_4:HMMER-CE:dbCAN_4                 0.0204869032 1.0000000
## GH:dbCAN_4:HMMER-CE:dbCAN_4                -0.0125300336 0.0000016
## GT:dbCAN_4:HMMER-CE:dbCAN_4                -0.0223935369 0.0000000
## PL:dbCAN_4:HMMER-CE:dbCAN_4                 0.0293358210 1.0000000
## AA:dbCAN_4:DIAMOND-CE:dbCAN_4               0.0203237515 1.0000000
## CBM:dbCAN_4:DIAMOND-CE:dbCAN_4              0.0103383058 0.9834821
## CE:dbCAN_4:DIAMOND-CE:dbCAN_4               0.0195674005 1.0000000
## GH:dbCAN_4:DIAMOND-CE:dbCAN_4               0.0085846152 0.9088184
## GT:dbCAN_4:DIAMOND-CE:dbCAN_4               0.0111391650 0.9942406
## PL:dbCAN_4:DIAMOND-CE:dbCAN_4               0.0295284987 1.0000000
## AA:dbCAN_4:dbCAN-sub-CE:dbCAN_4             0.0207681343 1.0000000
## CBM:dbCAN_4:dbCAN-sub-CE:dbCAN_4            0.0034926749 0.2810887
## CE:dbCAN_4:dbCAN-sub-CE:dbCAN_4             0.0214389706 1.0000000
## GH:dbCAN_4:dbCAN-sub-CE:dbCAN_4             0.0004800895 0.0658779
## GT:dbCAN_4:dbCAN-sub-CE:dbCAN_4             0.0046422548 0.4242196
## PL:dbCAN_4:dbCAN-sub-CE:dbCAN_4             0.0295572462 1.0000000
## AA:CUPP-CE:dbCAN_4                          0.0146926068 0.9996598
## CBM:CUPP-CE:dbCAN_4                        -0.0875465711 0.0000000
## CE:CUPP-CE:dbCAN_4                          0.0176310001 1.0000000
## GH:CUPP-CE:dbCAN_4                         -0.0186621073 0.0000000
## GT:CUPP-CE:dbCAN_4                         -0.0264548771 0.0000000
## PL:CUPP-CE:dbCAN_4                          0.0249257095 1.0000000
## GT:dbCAN_4-GH:dbCAN_4                       0.0251661510 1.0000000
## PL:dbCAN_4-GH:dbCAN_4                       0.0490700901 0.0685357
## AA:dbCAN_4:HMMER-GH:dbCAN_4                 0.0404416337 0.8457071
## CBM:dbCAN_4:HMMER-GH:dbCAN_4               -0.0093268415 0.0000327
## CE:dbCAN_4:HMMER-GH:dbCAN_4                 0.0401807473 0.2434407
## GH:dbCAN_4:HMMER-GH:dbCAN_4                 0.0071602497 0.7826806
## GT:dbCAN_4:HMMER-GH:dbCAN_4                -0.0027032536 0.0084760
## PL:dbCAN_4:HMMER-GH:dbCAN_4                 0.0490647375 0.0687146
## AA:dbCAN_4:DIAMOND-GH:dbCAN_4               0.0400510873 0.8771925
## CBM:dbCAN_4:DIAMOND-GH:dbCAN_4              0.0300285891 0.9997425
## CE:dbCAN_4:DIAMOND-GH:dbCAN_4               0.0392612447 0.3477296
## GH:dbCAN_4:DIAMOND-GH:dbCAN_4               0.0282748985 0.9999975
## GT:dbCAN_4:DIAMOND-GH:dbCAN_4               0.0308294483 0.9987429
## PL:dbCAN_4:DIAMOND-GH:dbCAN_4               0.0492574152 0.0625152
## AA:dbCAN_4:dbCAN-sub-GH:dbCAN_4             0.0404954702 0.8410349
## CBM:dbCAN_4:dbCAN-sub-GH:dbCAN_4            0.0231829582 1.0000000
## CE:dbCAN_4:dbCAN-sub-GH:dbCAN_4             0.0411328148 0.1594620
## GH:dbCAN_4:dbCAN-sub-GH:dbCAN_4             0.0201703728 1.0000000
## GT:dbCAN_4:dbCAN-sub-GH:dbCAN_4             0.0243325382 1.0000000
## PL:dbCAN_4:dbCAN-sub-GH:dbCAN_4             0.0492861627 0.0616320
## AA:CUPP-GH:dbCAN_4                          0.0344199427 0.9998419
## CBM:CUPP-GH:dbCAN_4                        -0.0678562878 0.0000000
## CE:CUPP-GH:dbCAN_4                          0.0373248442 0.6160877
## GH:CUPP-GH:dbCAN_4                          0.0010281761 0.0896361
## GT:CUPP-GH:dbCAN_4                         -0.0067645938 0.0003369
## PL:CUPP-GH:dbCAN_4                          0.0446546259 0.3916034
## PL:dbCAN_4-GT:dbCAN_4                       0.0452837814 0.3224229
## AA:dbCAN_4:HMMER-GT:dbCAN_4                 0.0366553250 0.9944052
## CBM:dbCAN_4:HMMER-GT:dbCAN_4               -0.0131131502 0.0000007
## CE:dbCAN_4:HMMER-GT:dbCAN_4                 0.0363944387 0.7424275
## GH:dbCAN_4:HMMER-GT:dbCAN_4                 0.0033739411 0.2728884
## GT:dbCAN_4:HMMER-GT:dbCAN_4                -0.0064895622 0.0004272
## PL:dbCAN_4:HMMER-GT:dbCAN_4                 0.0452784289 0.3229827
## AA:dbCAN_4:DIAMOND-GT:dbCAN_4               0.0362647787 0.9966601
## CBM:dbCAN_4:DIAMOND-GT:dbCAN_4              0.0262422805 1.0000000
## CE:dbCAN_4:DIAMOND-GT:dbCAN_4               0.0354749360 0.8463330
## GH:dbCAN_4:DIAMOND-GT:dbCAN_4               0.0244885899 1.0000000
## GT:dbCAN_4:DIAMOND-GT:dbCAN_4               0.0270431397 1.0000000
## PL:dbCAN_4:DIAMOND-GT:dbCAN_4               0.0454711065 0.3031680
## AA:dbCAN_4:dbCAN-sub-GT:dbCAN_4             0.0367091615 0.9940114
## CBM:dbCAN_4:dbCAN-sub-GT:dbCAN_4            0.0193966496 1.0000000
## CE:dbCAN_4:dbCAN-sub-GT:dbCAN_4             0.0373465061 0.6130024
## GH:dbCAN_4:dbCAN-sub-GT:dbCAN_4             0.0163840642 1.0000000
## GT:dbCAN_4:dbCAN-sub-GT:dbCAN_4             0.0205462295 1.0000000
## PL:dbCAN_4:dbCAN-sub-GT:dbCAN_4             0.0454998540 0.3002721
## AA:CUPP-GT:dbCAN_4                          0.0306336340 1.0000000
## CBM:CUPP-GT:dbCAN_4                        -0.0716425964 0.0000000
## CE:CUPP-GT:dbCAN_4                          0.0335385356 0.9691307
## GH:CUPP-GT:dbCAN_4                         -0.0027581326 0.0081490
## GT:CUPP-GT:dbCAN_4                         -0.0105509024 0.0000099
## PL:CUPP-GT:dbCAN_4                          0.0408683173 0.8318053
## AA:dbCAN_4:HMMER-PL:dbCAN_4                 0.0192828305 0.9999993
## CBM:dbCAN_4:HMMER-PL:dbCAN_4               -0.0300749384 0.0000000
## CE:dbCAN_4:HMMER-PL:dbCAN_4                 0.0193940173 1.0000000
## GH:dbCAN_4:HMMER-PL:dbCAN_4                -0.0135878472 0.0000032
## GT:dbCAN_4:HMMER-PL:dbCAN_4                -0.0234513505 0.0000000
## PL:dbCAN_4:HMMER-PL:dbCAN_4                 0.0278879902 1.0000000
## AA:dbCAN_4:DIAMOND-PL:dbCAN_4               0.0188922841 0.9999980
## CBM:dbCAN_4:DIAMOND-PL:dbCAN_4              0.0092804922 0.8692149
## CE:dbCAN_4:DIAMOND-PL:dbCAN_4               0.0184745146 1.0000000
## GH:dbCAN_4:DIAMOND-PL:dbCAN_4               0.0075268016 0.6948106
## GT:dbCAN_4:DIAMOND-PL:dbCAN_4               0.0100813514 0.9223645
## PL:dbCAN_4:DIAMOND-PL:dbCAN_4               0.0280806678 1.0000000
## AA:dbCAN_4:dbCAN-sub-PL:dbCAN_4             0.0193366670 0.9999994
## CBM:dbCAN_4:dbCAN-sub-PL:dbCAN_4            0.0024348613 0.1547224
## CE:dbCAN_4:dbCAN-sub-PL:dbCAN_4             0.0203460847 1.0000000
## GH:dbCAN_4:dbCAN-sub-PL:dbCAN_4            -0.0005777241 0.0369982
## GT:dbCAN_4:dbCAN-sub-PL:dbCAN_4             0.0035844412 0.2420435
## PL:dbCAN_4:dbCAN-sub-PL:dbCAN_4             0.0281094153 1.0000000
## AA:CUPP-PL:dbCAN_4                          0.0132611395 0.9837392
## CBM:CUPP-PL:dbCAN_4                        -0.0886043847 0.0000000
## CE:CUPP-PL:dbCAN_4                          0.0165381142 0.9999917
## GH:CUPP-PL:dbCAN_4                         -0.0197199208 0.0000000
## GT:CUPP-PL:dbCAN_4                         -0.0275126907 0.0000000
## PL:CUPP-PL:dbCAN_4                          0.0234778786 1.0000000
## CBM:dbCAN_4:HMMER-AA:dbCAN_4:HMMER         -0.0217736867 0.0000000
## CE:dbCAN_4:HMMER-AA:dbCAN_4:HMMER           0.0276968497 1.0000000
## GH:dbCAN_4:HMMER-AA:dbCAN_4:HMMER          -0.0052865954 0.0020647
## GT:dbCAN_4:HMMER-AA:dbCAN_4:HMMER          -0.0151500987 0.0000007
## PL:dbCAN_4:HMMER-AA:dbCAN_4:HMMER           0.0362071861 0.9999993
## AA:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER         0.0272107114 1.0000000
## CBM:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER        0.0175817440 0.9999998
## CE:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER         0.0267773471 1.0000000
## GH:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER         0.0158280534 0.9999756
## GT:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER         0.0183826032 1.0000000
## PL:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER         0.0363998638 0.9999988
## AA:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER       0.0276550942 1.0000000
## CBM:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER      0.0107361131 0.9556850
## CE:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER       0.0286489172 1.0000000
## GH:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER       0.0077235277 0.7234282
## GT:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER       0.0118856930 0.9851775
## PL:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER       0.0364286112 0.9999987
## AA:CUPP-AA:dbCAN_4:HMMER                    0.0215795667 1.0000000
## CBM:CUPP-AA:dbCAN_4:HMMER                  -0.0803031329 0.0000000
## CE:CUPP-AA:dbCAN_4:HMMER                    0.0248409466 1.0000000
## GH:CUPP-AA:dbCAN_4:HMMER                   -0.0114186690 0.0000190
## GT:CUPP-AA:dbCAN_4:HMMER                   -0.0192114389 0.0000000
## PL:CUPP-AA:dbCAN_4:HMMER                    0.0317970745 1.0000000
## CE:dbCAN_4:HMMER-CBM:dbCAN_4:HMMER          0.0708874312 0.0000000
## GH:dbCAN_4:HMMER-CBM:dbCAN_4:HMMER          0.0378669336 0.4677385
## GT:dbCAN_4:HMMER-CBM:dbCAN_4:HMMER          0.0280034303 0.9999990
## PL:dbCAN_4:HMMER-CBM:dbCAN_4:HMMER          0.0797714214 0.0000000
## AA:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER        0.0707577712 0.0000000
## CBM:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER       0.0607352730 0.0000000
## CE:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER        0.0699679285 0.0000000
## GH:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER        0.0589815824 0.0000000
## GT:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER        0.0615361322 0.0000000
## PL:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER        0.0799640990 0.0000000
## AA:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER      0.0712021540 0.0000000
## CBM:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER     0.0538896421 0.0000056
## CE:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER      0.0718394986 0.0000000
## GH:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER      0.0508770567 0.0001010
## GT:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER      0.0550392220 0.0000017
## PL:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER      0.0799928465 0.0000000
## AA:CUPP-CBM:dbCAN_4:HMMER                   0.0651266265 0.0000004
## CBM:CUPP-CBM:dbCAN_4:HMMER                 -0.0371496039 0.0000000
## CE:CUPP-CBM:dbCAN_4:HMMER                   0.0680315281 0.0000000
## GH:CUPP-CBM:dbCAN_4:HMMER                   0.0317348599 0.9944833
## GT:CUPP-CBM:dbCAN_4:HMMER                   0.0239420901 1.0000000
## PL:CUPP-CBM:dbCAN_4:HMMER                   0.0753613098 0.0000000
## GH:dbCAN_4:HMMER-CE:dbCAN_4:HMMER          -0.0110816814 0.0000068
## GT:dbCAN_4:HMMER-CE:dbCAN_4:HMMER          -0.0209451847 0.0000000
## PL:dbCAN_4:HMMER-CE:dbCAN_4:HMMER           0.0307841733 1.0000000
## AA:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER         0.0217721037 1.0000000
## CBM:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER        0.0117866580 0.9978921
## CE:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER         0.0210157528 1.0000000
## GH:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER         0.0100329674 0.9765039
## GT:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER         0.0125875172 0.9995119
## PL:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER         0.0309768509 1.0000000
## AA:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER       0.0222164865 1.0000000
## CBM:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER      0.0049410271 0.4655378
## CE:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER       0.0228873229 1.0000000
## GH:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER       0.0019284417 0.1409579
## GT:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER       0.0060906070 0.6298245
## PL:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER       0.0310055984 1.0000000
## AA:CUPP-CE:dbCAN_4:HMMER                    0.0161409590 0.9999831
## CBM:CUPP-CE:dbCAN_4:HMMER                  -0.0860982189 0.0000000
## CE:CUPP-CE:dbCAN_4:HMMER                    0.0190793523 1.0000000
## GH:CUPP-CE:dbCAN_4:HMMER                   -0.0172137551 0.0000000
## GT:CUPP-CE:dbCAN_4:HMMER                   -0.0250065249 0.0000000
## PL:CUPP-CE:dbCAN_4:HMMER                    0.0263740617 1.0000000
## GT:dbCAN_4:HMMER-GH:dbCAN_4:HMMER           0.0115163390 0.9974327
## PL:dbCAN_4:HMMER-GH:dbCAN_4:HMMER           0.0632843301 0.0000032
## AA:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER         0.0542706799 0.0026908
## CBM:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER        0.0442481817 0.0195966
## CE:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER         0.0534808373 0.0000166
## GH:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER         0.0424944911 0.0584249
## GT:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER         0.0450490409 0.0113576
## PL:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER         0.0634770078 0.0000027
## AA:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER       0.0547150628 0.0019900
## CBM:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER      0.0374025508 0.5347328
## CE:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER       0.0553524074 0.0000026
## GH:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER       0.0343899654 0.9011552
## GT:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER       0.0385521308 0.3737884
## PL:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER       0.0635057553 0.0000026
## AA:CUPP-GH:dbCAN_4:HMMER                    0.0486395353 0.0722308
## CBM:CUPP-GH:dbCAN_4:HMMER                  -0.0536366952 0.0000000
## CE:CUPP-GH:dbCAN_4:HMMER                    0.0515444368 0.0001008
## GH:CUPP-GH:dbCAN_4:HMMER                    0.0152477687 0.9999998
## GT:CUPP-GH:dbCAN_4:HMMER                    0.0074549988 0.8163489
## PL:CUPP-GH:dbCAN_4:HMMER                    0.0588742185 0.0001240
## PL:dbCAN_4:HMMER-GT:dbCAN_4:HMMER           0.0731478335 0.0000000
## AA:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER         0.0641341833 0.0000010
## CBM:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER        0.0541116850 0.0000045
## CE:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER         0.0633443406 0.0000000
## GH:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER         0.0523579945 0.0000252
## GT:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER         0.0549125443 0.0000020
## PL:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER         0.0733405111 0.0000000
## AA:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER       0.0645785661 0.0000007
## CBM:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER      0.0472660541 0.0021851
## CE:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER       0.0652159107 0.0000000
## GH:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER       0.0442534687 0.0195279
## GT:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER       0.0484156341 0.0008631
## PL:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER       0.0733692586 0.0000000
## AA:CUPP-GT:dbCAN_4:HMMER                    0.0585030386 0.0001225
## CBM:CUPP-GT:dbCAN_4:HMMER                  -0.0437731919 0.0000000
## CE:CUPP-GT:dbCAN_4:HMMER                    0.0614079401 0.0000000
## GH:CUPP-GT:dbCAN_4:HMMER                    0.0251112720 1.0000000
## GT:CUPP-GT:dbCAN_4:HMMER                    0.0173185022 1.0000000
## PL:CUPP-GT:dbCAN_4:HMMER                    0.0687377219 0.0000000
## AA:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER         0.0188976367 0.9999981
## CBM:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER        0.0092858447 0.8696296
## CE:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER         0.0184798671 1.0000000
## GH:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER         0.0075321541 0.6954385
## GT:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER         0.0100867039 0.9226600
## PL:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER         0.0280860203 1.0000000
## AA:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER       0.0193420195 0.9999994
## CBM:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER      0.0024402138 0.1550659
## CE:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER       0.0203514372 1.0000000
## GH:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER      -0.0005723716 0.0371036
## GT:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER       0.0035897938 0.2425146
## PL:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER       0.0281147678 1.0000000
## AA:CUPP-PL:dbCAN_4:HMMER                    0.0132664920 0.9838206
## CBM:CUPP-PL:dbCAN_4:HMMER                  -0.0885990322 0.0000000
## CE:CUPP-PL:dbCAN_4:HMMER                    0.0165434667 0.9999918
## GH:CUPP-PL:dbCAN_4:HMMER                   -0.0197145683 0.0000000
## GT:CUPP-PL:dbCAN_4:HMMER                   -0.0275073382 0.0000000
## PL:CUPP-PL:dbCAN_4:HMMER                    0.0234832311 1.0000000
## CBM:dbCAN_4:DIAMOND-AA:dbCAN_4:DIAMOND      0.0179722903 1.0000000
## CE:dbCAN_4:DIAMOND-AA:dbCAN_4:DIAMOND       0.0271678934 1.0000000
## GH:dbCAN_4:DIAMOND-AA:dbCAN_4:DIAMOND       0.0162185997 0.9999905
## GT:dbCAN_4:DIAMOND-AA:dbCAN_4:DIAMOND       0.0187731496 1.0000000
## PL:dbCAN_4:DIAMOND-AA:dbCAN_4:DIAMOND       0.0367904101 0.9999969
## AA:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND     0.0280456406 1.0000000
## CBM:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND    0.0111266594 0.9685387
## CE:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND     0.0290394635 1.0000000
## GH:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND     0.0081140740 0.7665618
## GT:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND     0.0122762394 0.9904150
## PL:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND     0.0368191576 0.9999966
## AA:CUPP-AA:dbCAN_4:DIAMOND                  0.0219701131 1.0000000
## CBM:CUPP-AA:dbCAN_4:DIAMOND                -0.0799125866 0.0000000
## CE:CUPP-AA:dbCAN_4:DIAMOND                  0.0252314930 1.0000000
## GH:CUPP-AA:dbCAN_4:DIAMOND                 -0.0110281227 0.0000264
## GT:CUPP-AA:dbCAN_4:DIAMOND                 -0.0188208926 0.0000000
## PL:CUPP-AA:dbCAN_4:DIAMOND                  0.0321876209 1.0000000
## CE:dbCAN_4:DIAMOND-CBM:dbCAN_4:DIAMOND      0.0306124979 0.9996159
## GH:dbCAN_4:DIAMOND-CBM:dbCAN_4:DIAMOND      0.0196261517 1.0000000
## GT:dbCAN_4:DIAMOND-CBM:dbCAN_4:DIAMOND      0.0221807015 1.0000000
## PL:dbCAN_4:DIAMOND-CBM:dbCAN_4:DIAMOND      0.0406086684 0.8542000
## AA:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND    0.0318467234 0.9999998
## CBM:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND   0.0145342114 0.9999979
## CE:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND    0.0324840680 0.9912000
## GH:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND    0.0115216260 0.9974549
## GT:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND    0.0156837914 1.0000000
## PL:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND    0.0406374159 0.8518103
## AA:CUPP-CBM:dbCAN_4:DIAMOND                 0.0257711959 1.0000000
## CBM:CUPP-CBM:dbCAN_4:DIAMOND               -0.0765050346 0.0000000
## CE:CUPP-CBM:dbCAN_4:DIAMOND                 0.0286760974 0.9999973
## GH:CUPP-CBM:dbCAN_4:DIAMOND                -0.0076205707 0.0001583
## GT:CUPP-CBM:dbCAN_4:DIAMOND                -0.0154133406 0.0000001
## PL:CUPP-CBM:dbCAN_4:DIAMOND                 0.0360058791 0.9983667
## GH:dbCAN_4:DIAMOND-CE:dbCAN_4:DIAMOND       0.0109524700 0.9925053
## GT:dbCAN_4:DIAMOND-CE:dbCAN_4:DIAMOND       0.0135070198 0.9999360
## PL:dbCAN_4:DIAMOND-CE:dbCAN_4:DIAMOND       0.0318963536 1.0000000
## AA:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND     0.0231359892 1.0000000
## CBM:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND    0.0058605297 0.5970520
## CE:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND     0.0238068255 1.0000000
## GH:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND     0.0028479443 0.2152224
## GT:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND     0.0070101097 0.7532024
## PL:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND     0.0319251010 0.9999999
## AA:CUPP-CE:dbCAN_4:DIAMOND                  0.0170604617 0.9999985
## CBM:CUPP-CE:dbCAN_4:DIAMOND                -0.0851787163 0.0000000
## CE:CUPP-CE:dbCAN_4:DIAMOND                  0.0199988549 1.0000000
## GH:CUPP-CE:dbCAN_4:DIAMOND                 -0.0162942524 0.0000000
## GT:CUPP-CE:dbCAN_4:DIAMOND                 -0.0240870223 0.0000000
## PL:CUPP-CE:dbCAN_4:DIAMOND                  0.0272935643 1.0000000
## GT:dbCAN_4:DIAMOND-GH:dbCAN_4:DIAMOND       0.0239343921 1.0000000
## PL:dbCAN_4:DIAMOND-GH:dbCAN_4:DIAMOND       0.0423623590 0.6725888
## AA:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND     0.0336004140 0.9999724
## CBM:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND    0.0162879020 1.0000000
## CE:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND     0.0342377586 0.9395204
## GH:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND     0.0132753166 0.9999263
## GT:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND     0.0174374819 1.0000000
## PL:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND     0.0423911064 0.6691389
## AA:CUPP-GH:dbCAN_4:DIAMOND                  0.0275248865 1.0000000
## CBM:CUPP-GH:dbCAN_4:DIAMOND                -0.0747513440 0.0000000
## CE:CUPP-GH:dbCAN_4:DIAMOND                  0.0304297880 0.9997377
## GH:CUPP-GH:dbCAN_4:DIAMOND                 -0.0058668801 0.0007241
## GT:CUPP-GH:dbCAN_4:DIAMOND                 -0.0136596500 0.0000004
## PL:CUPP-GH:dbCAN_4:DIAMOND                  0.0377595697 0.9848238
## PL:dbCAN_4:DIAMOND-GT:dbCAN_4:DIAMOND       0.0398078092 0.9115298
## AA:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND     0.0310458641 1.0000000
## CBM:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND    0.0137333522 0.9999773
## CE:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND     0.0316832088 0.9972987
## GH:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND     0.0107207668 0.9915067
## GT:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND     0.0148829321 0.9999993
## PL:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND     0.0398365566 0.9097818
## AA:CUPP-GT:dbCAN_4:DIAMOND                  0.0249703366 1.0000000
## CBM:CUPP-GT:dbCAN_4:DIAMOND                -0.0773058938 0.0000000
## CE:CUPP-GT:dbCAN_4:DIAMOND                  0.0278752382 0.9999998
## GH:CUPP-GT:dbCAN_4:DIAMOND                 -0.0084214299 0.0000764
## GT:CUPP-GT:dbCAN_4:DIAMOND                 -0.0162141998 0.0000000
## PL:CUPP-GT:dbCAN_4:DIAMOND                  0.0352050199 0.9995562
## AA:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND     0.0191493418 0.9999990
## CBM:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND    0.0022475362 0.1430570
## CE:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND     0.0201587596 1.0000000
## GH:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND    -0.0007650492 0.0334708
## GT:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND     0.0033971161 0.2259316
## PL:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND     0.0279220902 1.0000000
## AA:CUPP-PL:dbCAN_4:DIAMOND                  0.0130738143 0.9806781
## CBM:CUPP-PL:dbCAN_4:DIAMOND                -0.0887917098 0.0000000
## CE:CUPP-PL:dbCAN_4:DIAMOND                  0.0163507890 0.9999869
## GH:CUPP-PL:dbCAN_4:DIAMOND                 -0.0199072460 0.0000000
## GT:CUPP-PL:dbCAN_4:DIAMOND                 -0.0277000158 0.0000000
## PL:CUPP-PL:dbCAN_4:DIAMOND                  0.0232905534 1.0000000
## CBM:dbCAN_4:dbCAN-sub-AA:dbCAN_4:dbCAN-sub  0.0106822766 0.9536454
## CE:dbCAN_4:dbCAN-sub-AA:dbCAN_4:dbCAN-sub   0.0285950807 1.0000000
## GH:dbCAN_4:dbCAN-sub-AA:dbCAN_4:dbCAN-sub   0.0076696912 0.7172573
## GT:dbCAN_4:dbCAN-sub-AA:dbCAN_4:dbCAN-sub   0.0118318566 0.9843018
## PL:dbCAN_4:dbCAN-sub-AA:dbCAN_4:dbCAN-sub   0.0363747748 0.9999989
## AA:CUPP-AA:dbCAN_4:dbCAN-sub                0.0215257303 1.0000000
## CBM:CUPP-AA:dbCAN_4:dbCAN-sub              -0.0803569694 0.0000000
## CE:CUPP-AA:dbCAN_4:dbCAN-sub                0.0247871101 1.0000000
## GH:CUPP-AA:dbCAN_4:dbCAN-sub               -0.0114725055 0.0000182
## GT:CUPP-AA:dbCAN_4:dbCAN-sub               -0.0192652754 0.0000000
## PL:CUPP-AA:dbCAN_4:dbCAN-sub                0.0317432380 1.0000000
## CE:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:dbCAN-sub  0.0393296989 0.3392410
## GH:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:dbCAN-sub  0.0183672569 1.0000000
## GT:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:dbCAN-sub  0.0225294223 1.0000000
## PL:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:dbCAN-sub  0.0474830468 0.1413278
## AA:CUPP-CBM:dbCAN_4:dbCAN-sub               0.0326168268 0.9999977
## CBM:CUPP-CBM:dbCAN_4:dbCAN-sub             -0.0696594037 0.0000000
## CE:CUPP-CBM:dbCAN_4:dbCAN-sub               0.0355217283 0.8417153
## GH:CUPP-CBM:dbCAN_4:dbCAN-sub              -0.0007749398 0.0311036
## GT:CUPP-CBM:dbCAN_4:dbCAN-sub              -0.0085677097 0.0000667
## PL:CUPP-CBM:dbCAN_4:dbCAN-sub               0.0428515100 0.6127730
## GH:dbCAN_4:dbCAN-sub-CE:dbCAN_4:dbCAN-sub   0.0009763742 0.0865572
## GT:dbCAN_4:dbCAN-sub-CE:dbCAN_4:dbCAN-sub   0.0051385396 0.4934353
## PL:dbCAN_4:dbCAN-sub-CE:dbCAN_4:dbCAN-sub   0.0300535309 1.0000000
## AA:CUPP-CE:dbCAN_4:dbCAN-sub                0.0151888916 0.9998668
## CBM:CUPP-CE:dbCAN_4:dbCAN-sub              -0.0870502864 0.0000000
## CE:CUPP-CE:dbCAN_4:dbCAN-sub                0.0181272848 1.0000000
## GH:CUPP-CE:dbCAN_4:dbCAN-sub               -0.0181658225 0.0000000
## GT:CUPP-CE:dbCAN_4:dbCAN-sub               -0.0259585924 0.0000000
## PL:CUPP-CE:dbCAN_4:dbCAN-sub                0.0254219942 1.0000000
## GT:dbCAN_4:dbCAN-sub-GH:dbCAN_4:dbCAN-sub   0.0255420077 1.0000000
## PL:dbCAN_4:dbCAN-sub-GH:dbCAN_4:dbCAN-sub   0.0504956322 0.0329565
## AA:CUPP-GH:dbCAN_4:dbCAN-sub                0.0356294122 0.9986814
## CBM:CUPP-GH:dbCAN_4:dbCAN-sub              -0.0666468183 0.0000000
## CE:CUPP-GH:dbCAN_4:dbCAN-sub                0.0385343137 0.4437169
## GH:CUPP-GH:dbCAN_4:dbCAN-sub                0.0022376456 0.1656493
## GT:CUPP-GH:dbCAN_4:dbCAN-sub               -0.0055551243 0.0009382
## PL:CUPP-GH:dbCAN_4:dbCAN-sub                0.0458640955 0.2649906
## PL:dbCAN_4:dbCAN-sub-GT:dbCAN_4:dbCAN-sub   0.0463334668 0.2235242
## AA:CUPP-GT:dbCAN_4:dbCAN-sub                0.0314672468 0.9999999
## CBM:CUPP-GT:dbCAN_4:dbCAN-sub              -0.0708089836 0.0000000
## CE:CUPP-GT:dbCAN_4:dbCAN-sub                0.0343721484 0.9320575
## GH:CUPP-GT:dbCAN_4:dbCAN-sub               -0.0019245198 0.0146118
## GT:CUPP-GT:dbCAN_4:dbCAN-sub               -0.0097172896 0.0000225
## PL:CUPP-GT:dbCAN_4:dbCAN-sub                0.0417019301 0.7485056
## AA:CUPP-PL:dbCAN_4:dbCAN-sub                0.0130450668 0.9801703
## CBM:CUPP-PL:dbCAN_4:dbCAN-sub              -0.0888204573 0.0000000
## CE:CUPP-PL:dbCAN_4:dbCAN-sub                0.0163220416 0.9999859
## GH:CUPP-PL:dbCAN_4:dbCAN-sub               -0.0199359934 0.0000000
## GT:CUPP-PL:dbCAN_4:dbCAN-sub               -0.0277287633 0.0000000
## PL:CUPP-PL:dbCAN_4:dbCAN-sub                0.0232618060 1.0000000
## CBM:CUPP-AA:CUPP                           -0.0742814419 0.0000000
## CE:CUPP-AA:CUPP                             0.0308626376 1.0000000
## GH:CUPP-AA:CUPP                            -0.0053969780 0.0019143
## GT:CUPP-AA:CUPP                            -0.0131897479 0.0000041
## PL:CUPP-AA:CUPP                             0.0378187655 0.9999693
## CE:CUPP-CBM:CUPP                            0.1265609743 0.0000000
## GH:CUPP-CBM:CUPP                            0.0902643062 0.0000000
## GT:CUPP-CBM:CUPP                            0.0824715363 0.0000000
## PL:CUPP-CBM:CUPP                            0.1338907560 0.0000000
## GH:CUPP-CE:CUPP                            -0.0143578520 0.0000002
## GT:CUPP-CE:CUPP                            -0.0221506218 0.0000000
## PL:CUPP-CE:CUPP                             0.0292299648 1.0000000
## GT:CUPP-GH:CUPP                             0.0135870725 0.9999665
## PL:CUPP-GH:CUPP                             0.0650062922 0.0000007
## PL:CUPP-GT:CUPP                             0.0727990620 0.0000000

7 CAZy class multilabel classification

A single CAZyme can be included in multiple CAZy classes leading to the multilabel classification of CAZymes. To address this and evaluate the multilabel classification of CAZy classes the Rand Index (RI) and Adjusted Rand Index (ARI) were calculated.

The RI is the measure of accuracy across all potential classifications of a protein. The RI ranges from 0 (no correct annotations) to 1 (all annotations correct). The ARI is the RI adjusted for chance, where 0 is the equivalent to assigning the CAZy class annotations randomly, -1 where the annotations are systematically handed out incorrectly and 1 where the annotations are all correct.

One-way ANOVA to test for statistically significant differences between the means.

##                    Df Sum Sq Mean Sq F value Pr(>F)    
## Prediction_tool     4    9.0  2.2577   334.7 <2e-16 ***
## Residuals       79995  539.6  0.0067                   
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

The means are statistically significantly different, therefore, use a post hoc Turkey HSD test to determine between which tools the means are significantly difference.

##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = Rand_index_freq ~ Prediction_tool, data = class_ri_ari_raw_df)
## 
## $Prediction_tool
##                                            diff           lwr           upr
## dbCAN_4:HMMER-dbCAN_4             -0.0129166667 -1.542143e-02 -0.0104119078
## dbCAN_4:DIAMOND-dbCAN_4            0.0024416667 -6.309219e-05  0.0049464255
## dbCAN_4:dbCAN-sub-dbCAN_4         -0.0005416667 -3.046426e-03  0.0019630922
## CUPP-dbCAN_4                      -0.0257125000 -2.821726e-02 -0.0232077411
## dbCAN_4:DIAMOND-dbCAN_4:HMMER      0.0153583333  1.285357e-02  0.0178630922
## dbCAN_4:dbCAN-sub-dbCAN_4:HMMER    0.0123750000  9.870241e-03  0.0148797589
## CUPP-dbCAN_4:HMMER                -0.0127958333 -1.530059e-02 -0.0102910745
## dbCAN_4:dbCAN-sub-dbCAN_4:DIAMOND -0.0029833333 -5.488092e-03 -0.0004785745
## CUPP-dbCAN_4:DIAMOND              -0.0281541667 -3.065893e-02 -0.0256494078
## CUPP-dbCAN_4:dbCAN-sub            -0.0251708333 -2.767559e-02 -0.0226660745
##                                       p adj
## dbCAN_4:HMMER-dbCAN_4             0.0000000
## dbCAN_4:DIAMOND-dbCAN_4           0.0602133
## dbCAN_4:dbCAN-sub-dbCAN_4         0.9766300
## CUPP-dbCAN_4                      0.0000000
## dbCAN_4:DIAMOND-dbCAN_4:HMMER     0.0000000
## dbCAN_4:dbCAN-sub-dbCAN_4:HMMER   0.0000000
## CUPP-dbCAN_4:HMMER                0.0000000
## dbCAN_4:dbCAN-sub-dbCAN_4:DIAMOND 0.0101938
## CUPP-dbCAN_4:DIAMOND              0.0000000
## CUPP-dbCAN_4:dbCAN-sub            0.0000000

One-way ANOVA to test for statistically significant differences between the means.

##                    Df Sum Sq Mean Sq F value Pr(>F)    
## Prediction_tool     4     61  15.247   292.7 <2e-16 ***
## Residuals       79995   4166   0.052                   
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

The means are statistically significantly different, therefore, use a post hoc Turkey HSD test to determine between which tools the means are significantly difference.

##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = Adjusted_Rand_index_freq ~ Prediction_tool, data = class_ri_ari_raw_df)
## 
## $Prediction_tool
##                                           diff           lwr           upr
## dbCAN_4:HMMER-dbCAN_4             -0.035437111 -0.0423970268 -0.0284771947
## dbCAN_4:DIAMOND-dbCAN_4            0.006146445 -0.0008134707  0.0131063614
## dbCAN_4:dbCAN-sub-dbCAN_4         -0.001345990 -0.0083059060  0.0056139260
## CUPP-dbCAN_4                      -0.066299187 -0.0732591030 -0.0593392710
## dbCAN_4:DIAMOND-dbCAN_4:HMMER      0.041583556  0.0346236401  0.0485434721
## dbCAN_4:dbCAN-sub-dbCAN_4:HMMER    0.034091121  0.0271312047  0.0410510368
## CUPP-dbCAN_4:HMMER                -0.030862076 -0.0378219923 -0.0239021602
## dbCAN_4:dbCAN-sub-dbCAN_4:DIAMOND -0.007492435 -0.0144523514 -0.0005325193
## CUPP-dbCAN_4:DIAMOND              -0.072445632 -0.0794055484 -0.0654857163
## CUPP-dbCAN_4:dbCAN-sub            -0.064953197 -0.0719131130 -0.0579932810
##                                       p adj
## dbCAN_4:HMMER-dbCAN_4             0.0000000
## dbCAN_4:DIAMOND-dbCAN_4           0.1128327
## dbCAN_4:dbCAN-sub-dbCAN_4         0.9845707
## CUPP-dbCAN_4                      0.0000000
## dbCAN_4:DIAMOND-dbCAN_4:HMMER     0.0000000
## dbCAN_4:dbCAN-sub-dbCAN_4:HMMER   0.0000000
## CUPP-dbCAN_4:HMMER                0.0000000
## dbCAN_4:dbCAN-sub-dbCAN_4:DIAMOND 0.0274675
## CUPP-dbCAN_4:DIAMOND              0.0000000
## CUPP-dbCAN_4:dbCAN-sub            0.0000000

8 CAZy class taxonomic performance

8.1 Across all of CAZy

8.1.1 Specificity

Table 8.1: Overall performance (represented by the Specificity) of CAZy class classification by CAZy classifiers per taxonomy group
Prediction_tool Mean Standard Deviation Lower CI Upper CI Tax_group
dbCAN_4 0.9936 0.0267 0.9910 0.9962 All
dbCAN_4:HMMER 0.9941 0.0262 0.9915 0.9966 All
dbCAN_4:DIAMOND 0.9915 0.0285 0.9888 0.9943 All
dbCAN_4:dbCAN-sub 0.9931 0.0269 0.9905 0.9957 All
CUPP 0.9953 0.0246 0.9929 0.9977 All
dbCAN_4 0.9958 0.0137 0.9939 0.9977 Bacteria
dbCAN_4:HMMER 0.9962 0.0133 0.9944 0.9981 Bacteria
dbCAN_4:DIAMOND 0.9942 0.0173 0.9918 0.9966 Bacteria
dbCAN_4:dbCAN-sub 0.9954 0.0139 0.9935 0.9973 Bacteria
CUPP 0.9970 0.0128 0.9952 0.9988 Bacteria
dbCAN_4 0.9916 0.0348 0.9868 0.9963 Eukaryote
dbCAN_4:HMMER 0.9920 0.0341 0.9874 0.9967 Eukaryote
dbCAN_4:DIAMOND 0.9890 0.0360 0.9841 0.9939 Eukaryote
dbCAN_4:dbCAN-sub 0.9908 0.0350 0.9861 0.9956 Eukaryote
CUPP 0.9937 0.0320 0.9894 0.9981 Eukaryote

8.1.2 Sensitivity

Table 8.2: Overall performance (represented by the Sensitivity) of CAZy class classification by CAZy classifiers per taxonomy group
Prediction_tool Mean Standard Deviation Lower CI Upper CI Tax_group
dbCAN_4 0.9477 0.1076 0.9327 0.9626 Bacteria
dbCAN_4:HMMER 0.8545 0.1946 0.8275 0.8816 Bacteria
dbCAN_4:DIAMOND 0.9317 0.1461 0.9114 0.9520 Bacteria
dbCAN_4:dbCAN-sub 0.9558 0.1011 0.9417 0.9699 Bacteria
CUPP 0.7168 0.3818 0.6637 0.7699 Bacteria
dbCAN_4 0.9234 0.1457 0.9036 0.9433 Eukaryote
dbCAN_4:HMMER 0.8317 0.2562 0.7968 0.8665 Eukaryote
dbCAN_4:DIAMOND 0.9831 0.0487 0.9765 0.9898 Eukaryote
dbCAN_4:dbCAN-sub 0.9189 0.1433 0.8994 0.9384 Eukaryote
CUPP 0.7121 0.3682 0.6620 0.7622 Eukaryote

8.1.3 Precision

Table 8.3: Overall performance (represented by the Precision) of CAZy class classification by CAZy classifiers per taxonomy group
Prediction_tool Mean Standard Deviation Lower CI Upper CI Tax_group
dbCAN_4 0.9783 0.0746 0.9680 0.9887 Bacteria
dbCAN_4:HMMER 0.9755 0.0855 0.9636 0.9873 Bacteria
dbCAN_4:DIAMOND 0.9734 0.1103 0.9580 0.9887 Bacteria
dbCAN_4:dbCAN-sub 0.9767 0.0751 0.9663 0.9872 Bacteria
CUPP 0.7806 0.4022 0.7246 0.8365 Bacteria
dbCAN_4 0.9589 0.1086 0.9442 0.9737 Eukaryote
dbCAN_4:HMMER 0.9483 0.1511 0.9277 0.9688 Eukaryote
dbCAN_4:DIAMOND 0.9537 0.1191 0.9375 0.9699 Eukaryote
dbCAN_4:dbCAN-sub 0.9524 0.1182 0.9364 0.9685 Eukaryote
CUPP 0.7765 0.3957 0.7227 0.8304 Eukaryote

8.1.4 F1-score

Table 8.4: Overall performance (represented by the F1-score) of CAZy class classification by CAZy classifiers per taxonomy group
Prediction_tool Mean Standard Deviation Lower CI Upper CI Tax_group
dbCAN_4 0.9567 0.0853 0.9449 0.9686 Bacteria
dbCAN_4:HMMER 0.8949 0.1487 0.8742 0.9156 Bacteria
dbCAN_4:DIAMOND 0.9432 0.1237 0.9260 0.9604 Bacteria
dbCAN_4:dbCAN-sub 0.9607 0.0815 0.9493 0.9720 Bacteria
CUPP 0.7409 0.3859 0.6872 0.7946 Bacteria
dbCAN_4 0.9301 0.1179 0.9140 0.9461 Eukaryote
dbCAN_4:HMMER 0.8591 0.2146 0.8299 0.8883 Eukaryote
dbCAN_4:DIAMOND 0.9629 0.0818 0.9517 0.9740 Eukaryote
dbCAN_4:dbCAN-sub 0.9249 0.1207 0.9085 0.9413 Eukaryote
CUPP 0.7370 0.3750 0.6860 0.7880 Eukaryote

8.1.5 Accuracy

Table 8.5: Overall performance (represented by the Accuracy) of CAZy class classification by CAZy classifiers per taxonomy group
Prediction_tool Mean Standard Deviation Lower CI Upper CI Tax_group
dbCAN_4 0.9855 0.0392 0.9801 0.9910 Bacteria
dbCAN_4:HMMER 0.9684 0.0473 0.9618 0.9750 Bacteria
dbCAN_4:DIAMOND 0.9839 0.0400 0.9784 0.9895 Bacteria
dbCAN_4:dbCAN-sub 0.9864 0.0359 0.9814 0.9914 Bacteria
CUPP 0.9516 0.0743 0.9413 0.9620 Bacteria
dbCAN_4 0.9822 0.0252 0.9788 0.9857 Eukaryote
dbCAN_4:HMMER 0.9695 0.0325 0.9650 0.9739 Eukaryote
dbCAN_4:DIAMOND 0.9900 0.0226 0.9870 0.9931 Eukaryote
dbCAN_4:dbCAN-sub 0.9803 0.0264 0.9767 0.9839 Eukaryote
CUPP 0.9559 0.0466 0.9496 0.9623 Eukaryote

8.2 Per CAZy class

8.2.1 Specificity

Table 8.6: Overall performance (represented by the Specificity) of CAZy class classification by CAZy classifiers per taxonomy group
Prediction_tool Mean Standard Deviation LowerCI UpperCI Tax_group CAZy_class
dbCAN_4 0.9927 0.0240 0.9873 0.9980 All GH
dbCAN_4:HMMER 0.9939 0.0224 0.9889 0.9988 All GH
dbCAN_4:DIAMOND 0.9864 0.0279 0.9802 0.9927 All GH
dbCAN_4:dbCAN-sub 0.9924 0.0238 0.9871 0.9977 All GH
CUPP 0.9933 0.0212 0.9886 0.9980 All GH
dbCAN_4 0.9933 0.0141 0.9888 0.9978 Bacteria GH
dbCAN_4:HMMER 0.9954 0.0124 0.9914 0.9993 Bacteria GH
dbCAN_4:DIAMOND 0.9891 0.0196 0.9829 0.9954 Bacteria GH
dbCAN_4:dbCAN-sub 0.9927 0.0143 0.9881 0.9973 Bacteria GH
CUPP 0.9935 0.0140 0.9890 0.9980 Bacteria GH
dbCAN_4 0.9920 0.0312 0.9821 1.0020 Eukaryote GH
dbCAN_4:HMMER 0.9923 0.0293 0.9830 1.0017 Eukaryote GH
dbCAN_4:DIAMOND 0.9837 0.0344 0.9727 0.9947 Eukaryote GH
dbCAN_4:dbCAN-sub 0.9921 0.0308 0.9823 1.0019 Eukaryote GH
CUPP 0.9931 0.0268 0.9845 1.0016 Eukaryote GH
dbCAN_4 0.9900 0.0492 0.9790 1.0009 All GT
dbCAN_4:HMMER 0.9904 0.0487 0.9796 1.0012 All GT
dbCAN_4:DIAMOND 0.9893 0.0488 0.9785 1.0002 All GT
dbCAN_4:dbCAN-sub 0.9900 0.0492 0.9790 1.0009 All GT
CUPP 0.9921 0.0463 0.9818 1.0024 All GT
dbCAN_4 0.9987 0.0047 0.9972 1.0002 Bacteria GT
dbCAN_4:HMMER 0.9990 0.0044 0.9976 1.0004 Bacteria GT
dbCAN_4:DIAMOND 0.9983 0.0073 0.9959 1.0006 Bacteria GT
dbCAN_4:dbCAN-sub 0.9987 0.0047 0.9972 1.0002 Bacteria GT
CUPP 0.9994 0.0039 0.9982 1.0006 Bacteria GT
dbCAN_4 0.9812 0.0687 0.9592 1.0032 Eukaryote GT
dbCAN_4:HMMER 0.9818 0.0680 0.9600 1.0035 Eukaryote GT
dbCAN_4:DIAMOND 0.9804 0.0678 0.9587 1.0021 Eukaryote GT
dbCAN_4:dbCAN-sub 0.9812 0.0687 0.9592 1.0032 Eukaryote GT
CUPP 0.9848 0.0649 0.9640 1.0056 Eukaryote GT
dbCAN_4 0.9994 0.0025 0.9986 1.0001 All PL
dbCAN_4:HMMER 0.9994 0.0025 0.9986 1.0001 All PL
dbCAN_4:DIAMOND 0.9989 0.0039 0.9978 1.0000 All PL
dbCAN_4:dbCAN-sub 0.9994 0.0025 0.9986 1.0001 All PL
CUPP 0.9996 0.0019 0.9990 1.0002 All PL
dbCAN_4 0.9996 0.0021 0.9988 1.0004 Bacteria PL
dbCAN_4:HMMER 0.9996 0.0021 0.9988 1.0004 Bacteria PL
dbCAN_4:DIAMOND 0.9993 0.0028 0.9982 1.0003 Bacteria PL
dbCAN_4:dbCAN-sub 0.9996 0.0021 0.9988 1.0004 Bacteria PL
CUPP 1.0000 0.0000 1.0000 1.0000 Bacteria PL
dbCAN_4 0.9989 0.0030 0.9974 1.0005 Eukaryote PL
dbCAN_4:HMMER 0.9989 0.0031 0.9973 1.0005 Eukaryote PL
dbCAN_4:DIAMOND 0.9982 0.0053 0.9955 1.0010 Eukaryote PL
dbCAN_4:dbCAN-sub 0.9989 0.0030 0.9974 1.0005 Eukaryote PL
CUPP 0.9989 0.0031 0.9973 1.0005 Eukaryote PL
dbCAN_4 0.9953 0.0179 0.9912 0.9994 All CE
dbCAN_4:HMMER 0.9953 0.0179 0.9912 0.9994 All CE
dbCAN_4:DIAMOND 0.9931 0.0227 0.9879 0.9983 All CE
dbCAN_4:dbCAN-sub 0.9952 0.0181 0.9911 0.9993 All CE
CUPP 0.9955 0.0178 0.9914 0.9995 All CE
dbCAN_4 0.9919 0.0241 0.9842 0.9996 Bacteria CE
dbCAN_4:HMMER 0.9919 0.0241 0.9842 0.9996 Bacteria CE
dbCAN_4:DIAMOND 0.9904 0.0276 0.9816 0.9993 Bacteria CE
dbCAN_4:dbCAN-sub 0.9919 0.0241 0.9842 0.9996 Bacteria CE
CUPP 0.9919 0.0239 0.9843 0.9995 Bacteria CE
dbCAN_4 0.9991 0.0038 0.9978 1.0004 Eukaryote CE
dbCAN_4:HMMER 0.9991 0.0039 0.9978 1.0004 Eukaryote CE
dbCAN_4:DIAMOND 0.9960 0.0155 0.9908 1.0013 Eukaryote CE
dbCAN_4:dbCAN-sub 0.9989 0.0054 0.9970 1.0007 Eukaryote CE
CUPP 0.9994 0.0035 0.9982 1.0006 Eukaryote CE
dbCAN_4 0.9907 0.0201 0.9848 0.9965 All AA
dbCAN_4:HMMER 0.9907 0.0202 0.9848 0.9965 All AA
dbCAN_4:DIAMOND 0.9903 0.0219 0.9839 0.9966 All AA
dbCAN_4:dbCAN-sub 0.9905 0.0202 0.9846 0.9963 All AA
CUPP 0.9919 0.0175 0.9868 0.9970 All AA
dbCAN_4 1.0000 0.0000 1.0000 1.0000 Bacteria AA
dbCAN_4:HMMER 1.0000 0.0000 1.0000 1.0000 Bacteria AA
dbCAN_4:DIAMOND 1.0000 0.0000 1.0000 1.0000 Bacteria AA
dbCAN_4:dbCAN-sub 1.0000 0.0000 1.0000 1.0000 Bacteria AA
CUPP 1.0000 0.0000 1.0000 1.0000 Bacteria AA
dbCAN_4 0.9879 0.0223 0.9805 0.9953 Eukaryote AA
dbCAN_4:HMMER 0.9879 0.0223 0.9804 0.9953 Eukaryote AA
dbCAN_4:DIAMOND 0.9874 0.0242 0.9793 0.9954 Eukaryote AA
dbCAN_4:dbCAN-sub 0.9876 0.0223 0.9802 0.9951 Eukaryote AA
CUPP 0.9895 0.0193 0.9831 0.9960 Eukaryote AA
dbCAN_4 0.9951 0.0103 0.9928 0.9974 All CBM
dbCAN_4:HMMER 0.9958 0.0097 0.9937 0.9980 All CBM
dbCAN_4:DIAMOND 0.9938 0.0146 0.9906 0.9970 All CBM
dbCAN_4:dbCAN-sub 0.9927 0.0129 0.9898 0.9955 All CBM
CUPP 1.0000 0.0000 1.0000 1.0000 All CBM
dbCAN_4 0.9953 0.0106 0.9920 0.9987 Bacteria CBM
dbCAN_4:HMMER 0.9951 0.0106 0.9917 0.9985 Bacteria CBM
dbCAN_4:DIAMOND 0.9937 0.0154 0.9887 0.9986 Bacteria CBM
dbCAN_4:dbCAN-sub 0.9939 0.0113 0.9903 0.9975 Bacteria CBM
CUPP 1.0000 0.0000 1.0000 1.0000 Bacteria CBM
dbCAN_4 0.9949 0.0102 0.9916 0.9982 Eukaryote CBM
dbCAN_4:HMMER 0.9966 0.0087 0.9938 0.9993 Eukaryote CBM
dbCAN_4:DIAMOND 0.9939 0.0139 0.9895 0.9984 Eukaryote CBM
dbCAN_4:dbCAN-sub 0.9914 0.0144 0.9868 0.9961 Eukaryote CBM
CUPP 1.0000 0.0000 1.0000 1.0000 Eukaryote CBM

8.2.1.1 Testing per CAZy class

For each CAZy class run a two-way ANOVA to determine if there statistically significant differences between the tools and taxonomic kingdoms.

## [1] "----------------------------------------------------"
## [1] "GH"
##                            Df Sum Sq   Mean Sq F value Pr(>F)  
## Tax_group                   2 0.0005 0.0002304   0.398 0.6715  
## Prediction_tool             4 0.0058 0.0014499   2.507 0.0408 *
## Tax_group:Prediction_tool   8 0.0004 0.0000440   0.076 0.9997  
## Residuals                 785 0.4540 0.0005783                 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [1] "----------------------------------------------------"
## [1] "GT"
##                            Df Sum Sq  Mean Sq F value  Pr(>F)   
## Tax_group                   2 0.0287 0.014341   6.170 0.00219 **
## Prediction_tool             4 0.0007 0.000175   0.075 0.98977   
## Tax_group:Prediction_tool   8 0.0001 0.000018   0.008 1.00000   
## Residuals                 785 1.8246 0.002324                   
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [1] "----------------------------------------------------"
## [1] "PL"
##                            Df   Sum Sq   Mean Sq F value Pr(>F)  
## Tax_group                   2 0.000037 1.870e-05   2.518 0.0817 .
## Prediction_tool             4 0.000024 6.065e-06   0.817 0.5150  
## Tax_group:Prediction_tool   8 0.000002 2.520e-07   0.034 1.0000  
## Residuals                 455 0.003380 7.428e-06                 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [1] "----------------------------------------------------"
## [1] "CE"
##                            Df  Sum Sq   Mean Sq F value  Pr(>F)   
## Tax_group                   2 0.00452 0.0022616   6.341 0.00186 **
## Prediction_tool             4 0.00061 0.0001528   0.428 0.78819   
## Tax_group:Prediction_tool   8 0.00004 0.0000056   0.016 1.00000   
## Residuals                 745 0.26573 0.0003567                   
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [1] "----------------------------------------------------"
## [1] "AA"
##                            Df  Sum Sq   Mean Sq F value  Pr(>F)    
## Tax_group                   2 0.00605 0.0030245   7.706 0.00051 ***
## Prediction_tool             4 0.00016 0.0000410   0.104 0.98093    
## Tax_group:Prediction_tool   8 0.00002 0.0000030   0.008 1.00000    
## Residuals                 465 0.18250 0.0003925                    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [1] "----------------------------------------------------"
## [1] "CBM"
##                            Df  Sum Sq   Mean Sq F value   Pr(>F)    
## Tax_group                   2 0.00001 0.0000027   0.023    0.977    
## Prediction_tool             4 0.00502 0.0012551  10.772 1.67e-08 ***
## Tax_group:Prediction_tool   8 0.00016 0.0000206   0.177    0.994    
## Residuals                 785 0.09146 0.0001165                     
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [1] "Found pairs of statistically signficant different means for CBM"

8.2.2 Sensitivity

Table 8.7: Overall performance (represented by the Sensitivity) of CAZy class classification by CAZy classifiers per taxonomy group
Prediction_tool Mean Standard Deviation LowerCI UpperCI Tax_group CAZy_class
dbCAN_4 0.9500 0.0802 0.9322 0.9679 All GH
dbCAN_4:HMMER 0.9202 0.0828 0.9017 0.9386 All GH
dbCAN_4:DIAMOND 0.9737 0.0763 0.9567 0.9906 All GH
dbCAN_4:dbCAN-sub 0.9473 0.0789 0.9297 0.9648 All GH
CUPP 0.9080 0.0675 0.8930 0.9230 All GH
dbCAN_4 0.9534 0.1089 0.9186 0.9882 Bacteria GH
dbCAN_4:HMMER 0.9173 0.1116 0.8816 0.9530 Bacteria GH
dbCAN_4:DIAMOND 0.9588 0.1047 0.9253 0.9923 Bacteria GH
dbCAN_4:dbCAN-sub 0.9549 0.1056 0.9211 0.9887 Bacteria GH
CUPP 0.9170 0.0792 0.8917 0.9423 Bacteria GH
dbCAN_4 0.9467 0.0341 0.9358 0.9576 Eukaryote GH
dbCAN_4:HMMER 0.9230 0.0375 0.9110 0.9350 Eukaryote GH
dbCAN_4:DIAMOND 0.9885 0.0193 0.9823 0.9947 Eukaryote GH
dbCAN_4:dbCAN-sub 0.9396 0.0363 0.9280 0.9512 Eukaryote GH
CUPP 0.8990 0.0527 0.8821 0.9159 Eukaryote GH
dbCAN_4 0.9578 0.0921 0.9373 0.9783 All GT
dbCAN_4:HMMER 0.8657 0.1110 0.8410 0.8904 All GT
dbCAN_4:DIAMOND 0.9751 0.0914 0.9548 0.9954 All GT
dbCAN_4:dbCAN-sub 0.9538 0.0835 0.9352 0.9724 All GT
CUPP 0.8536 0.1107 0.8289 0.8782 All GT
dbCAN_4 0.9448 0.1259 0.9046 0.9851 Bacteria GT
dbCAN_4:HMMER 0.8493 0.1301 0.8077 0.8909 Bacteria GT
dbCAN_4:DIAMOND 0.9546 0.1262 0.9142 0.9949 Bacteria GT
dbCAN_4:dbCAN-sub 0.9445 0.1117 0.9088 0.9802 Bacteria GT
CUPP 0.8754 0.1137 0.8391 0.9118 Bacteria GT
dbCAN_4 0.9708 0.0317 0.9607 0.9809 Eukaryote GT
dbCAN_4:HMMER 0.8821 0.0866 0.8544 0.9098 Eukaryote GT
dbCAN_4:DIAMOND 0.9956 0.0118 0.9919 0.9994 Eukaryote GT
dbCAN_4:dbCAN-sub 0.9631 0.0384 0.9508 0.9754 Eukaryote GT
CUPP 0.8317 0.1045 0.7983 0.8651 Eukaryote GT
dbCAN_4 0.9739 0.0982 0.9451 1.0028 All PL
dbCAN_4:HMMER 0.9739 0.0982 0.9451 1.0028 All PL
dbCAN_4:DIAMOND 0.9987 0.0086 0.9962 1.0013 All PL
dbCAN_4:dbCAN-sub 0.9752 0.0982 0.9464 1.0040 All PL
CUPP 0.8511 0.2593 0.7749 0.9272 All PL
dbCAN_4 0.9592 0.1211 0.9139 1.0044 Bacteria PL
dbCAN_4:HMMER 0.9592 0.1211 0.9139 1.0044 Bacteria PL
dbCAN_4:DIAMOND 0.9980 0.0107 0.9940 1.0020 Bacteria PL
dbCAN_4:dbCAN-sub 0.9611 0.1213 0.9158 1.0064 Bacteria PL
CUPP 0.8484 0.2520 0.7542 0.9425 Bacteria PL
dbCAN_4 1.0000 0.0000 1.0000 1.0000 Eukaryote PL
dbCAN_4:HMMER 1.0000 0.0000 1.0000 1.0000 Eukaryote PL
dbCAN_4:DIAMOND 1.0000 0.0000 1.0000 1.0000 Eukaryote PL
dbCAN_4:dbCAN-sub 1.0000 0.0000 1.0000 1.0000 Eukaryote PL
CUPP 0.8559 0.2794 0.7122 0.9996 Eukaryote PL
dbCAN_4 0.9783 0.0669 0.9630 0.9935 All CE
dbCAN_4:HMMER 0.9529 0.1012 0.9298 0.9760 All CE
dbCAN_4:DIAMOND 0.9755 0.0851 0.9560 0.9949 All CE
dbCAN_4:dbCAN-sub 0.9755 0.0680 0.9599 0.9910 All CE
CUPP 0.9114 0.1332 0.8810 0.9419 All CE
dbCAN_4 0.9670 0.0836 0.9403 0.9937 Bacteria CE
dbCAN_4:HMMER 0.9245 0.1269 0.8839 0.9650 Bacteria CE
dbCAN_4:DIAMOND 0.9618 0.1104 0.9265 0.9971 Bacteria CE
dbCAN_4:dbCAN-sub 0.9634 0.0852 0.9362 0.9907 Bacteria CE
CUPP 0.8983 0.1322 0.8560 0.9405 Bacteria CE
dbCAN_4 0.9907 0.0387 0.9776 1.0038 Eukaryote CE
dbCAN_4:HMMER 0.9845 0.0455 0.9691 0.9999 Eukaryote CE
dbCAN_4:DIAMOND 0.9907 0.0387 0.9776 1.0038 Eukaryote CE
dbCAN_4:dbCAN-sub 0.9888 0.0383 0.9759 1.0018 Eukaryote CE
CUPP 0.9260 0.1346 0.8805 0.9716 Eukaryote CE
dbCAN_4 0.9937 0.0258 0.9862 1.0012 All AA
dbCAN_4:HMMER 0.9880 0.0393 0.9766 0.9994 All AA
dbCAN_4:DIAMOND 0.9700 0.0952 0.9423 0.9976 All AA
dbCAN_4:dbCAN-sub 0.9892 0.0331 0.9796 0.9988 All AA
CUPP 0.9047 0.1300 0.8670 0.9425 All AA
dbCAN_4 1.0000 0.0000 1.0000 1.0000 Bacteria AA
dbCAN_4:HMMER 1.0000 0.0000 1.0000 1.0000 Bacteria AA
dbCAN_4:DIAMOND 0.9545 0.1508 0.8533 1.0558 Bacteria AA
dbCAN_4:dbCAN-sub 1.0000 0.0000 1.0000 1.0000 Bacteria AA
CUPP 1.0000 0.0000 1.0000 1.0000 Bacteria AA
dbCAN_4 0.9918 0.0292 0.9821 1.0016 Eukaryote AA
dbCAN_4:HMMER 0.9844 0.0442 0.9697 0.9992 Eukaryote AA
dbCAN_4:DIAMOND 0.9746 0.0737 0.9500 0.9992 Eukaryote AA
dbCAN_4:dbCAN-sub 0.9860 0.0372 0.9736 0.9984 Eukaryote AA
CUPP 0.8764 0.1359 0.8311 0.9217 Eukaryote AA
dbCAN_4 0.7995 0.1921 0.7567 0.8422 All CBM
dbCAN_4:HMMER 0.4740 0.2360 0.4215 0.5266 All CBM
dbCAN_4:DIAMOND 0.8773 0.1695 0.8396 0.9151 All CBM
dbCAN_4:dbCAN-sub 0.8193 0.1995 0.7749 0.8637 All CBM
CUPP 0.0000 0.0000 0.0000 0.0000 All CBM
dbCAN_4 0.9025 0.1017 0.8699 0.9350 Bacteria CBM
dbCAN_4:HMMER 0.6086 0.2286 0.5355 0.6817 Bacteria CBM
dbCAN_4:DIAMOND 0.7955 0.1993 0.7318 0.8592 Bacteria CBM
dbCAN_4:dbCAN-sub 0.9441 0.0985 0.9126 0.9756 Bacteria CBM
CUPP 0.0000 0.0000 0.0000 0.0000 Bacteria CBM
dbCAN_4 0.6965 0.2066 0.6305 0.7626 Eukaryote CBM
dbCAN_4:HMMER 0.3395 0.1530 0.2906 0.3884 Eukaryote CBM
dbCAN_4:DIAMOND 0.9592 0.0692 0.9370 0.9813 Eukaryote CBM
dbCAN_4:dbCAN-sub 0.6945 0.1974 0.6314 0.7577 Eukaryote CBM
CUPP 0.0000 0.0000 0.0000 0.0000 Eukaryote CBM

8.2.2.1 Testing per CAZy class

For each CAZy class run a two-way ANOVA to determine if there statistically significant differences between the tools and taxonomic kingdoms.

## [1] "Found pairs of statistically signficant different means for GH"
## [1] "Found pairs of statistically signficant different means for GT"
## [1] "Found pairs of statistically signficant different means for PL"
## [1] "Found pairs of statistically signficant different means for CE"
## [1] "Found pairs of statistically signficant different means for AA"
## [1] "Found pairs of statistically signficant different means for CBM"

8.2.3 Precision

Table 8.8: Overall performance (represented by the Precision) of CAZy class classification by CAZy classifiers per taxonomy group
Prediction_tool Mean Standard Deviation LowerCI UpperCI Tax_group CAZy_class
dbCAN_4 0.9898 0.0337 0.9823 0.9973 All GH
dbCAN_4:HMMER 0.9909 0.0330 0.9836 0.9983 All GH
dbCAN_4:DIAMOND 0.9842 0.0393 0.9754 0.9929 All GH
dbCAN_4:dbCAN-sub 0.9896 0.0337 0.9821 0.9971 All GH
CUPP 0.9906 0.0338 0.9831 0.9981 All GH
dbCAN_4 0.9923 0.0176 0.9867 0.9980 Bacteria GH
dbCAN_4:HMMER 0.9945 0.0142 0.9900 0.9991 Bacteria GH
dbCAN_4:DIAMOND 0.9886 0.0244 0.9808 0.9964 Bacteria GH
dbCAN_4:dbCAN-sub 0.9920 0.0175 0.9864 0.9976 Bacteria GH
CUPP 0.9931 0.0143 0.9886 0.9977 Bacteria GH
dbCAN_4 0.9873 0.0445 0.9730 1.0015 Eukaryote GH
dbCAN_4:HMMER 0.9873 0.0444 0.9731 1.0015 Eukaryote GH
dbCAN_4:DIAMOND 0.9797 0.0499 0.9638 0.9957 Eukaryote GH
dbCAN_4:dbCAN-sub 0.9872 0.0445 0.9730 1.0015 Eukaryote GH
CUPP 0.9880 0.0458 0.9734 1.0027 Eukaryote GH
dbCAN_4 0.9866 0.0566 0.9740 0.9992 All GT
dbCAN_4:HMMER 0.9884 0.0566 0.9758 1.0010 All GT
dbCAN_4:DIAMOND 0.9841 0.0638 0.9699 0.9983 All GT
dbCAN_4:dbCAN-sub 0.9866 0.0566 0.9740 0.9992 All GT
CUPP 0.9883 0.0625 0.9744 1.0022 All GT
dbCAN_4 0.9980 0.0074 0.9957 1.0004 Bacteria GT
dbCAN_4:HMMER 0.9988 0.0054 0.9971 1.0005 Bacteria GT
dbCAN_4:DIAMOND 0.9975 0.0091 0.9945 1.0004 Bacteria GT
dbCAN_4:dbCAN-sub 0.9980 0.0074 0.9957 1.0004 Bacteria GT
CUPP 0.9995 0.0030 0.9985 1.0005 Bacteria GT
dbCAN_4 0.9752 0.0785 0.9501 1.0003 Eukaryote GT
dbCAN_4:HMMER 0.9781 0.0790 0.9528 1.0033 Eukaryote GT
dbCAN_4:DIAMOND 0.9707 0.0883 0.9425 0.9990 Eukaryote GT
dbCAN_4:dbCAN-sub 0.9752 0.0785 0.9501 1.0003 Eukaryote GT
CUPP 0.9771 0.0874 0.9491 1.0050 Eukaryote GT
dbCAN_4 0.9846 0.0766 0.9621 1.0071 All PL
dbCAN_4:HMMER 0.9846 0.0766 0.9621 1.0071 All PL
dbCAN_4:DIAMOND 0.9730 0.1012 0.9433 1.0028 All PL
dbCAN_4:dbCAN-sub 0.9846 0.0766 0.9621 1.0071 All PL
CUPP 0.9496 0.2058 0.8892 1.0101 All PL
dbCAN_4 0.9980 0.0107 0.9940 1.0020 Bacteria PL
dbCAN_4:HMMER 0.9980 0.0107 0.9940 1.0020 Bacteria PL
dbCAN_4:DIAMOND 0.9869 0.0614 0.9640 1.0099 Bacteria PL
dbCAN_4:dbCAN-sub 0.9980 0.0107 0.9940 1.0020 Bacteria PL
CUPP 0.9667 0.1826 0.8985 1.0348 Bacteria PL
dbCAN_4 0.9608 0.1254 0.8963 1.0253 Eukaryote PL
dbCAN_4:HMMER 0.9608 0.1254 0.8963 1.0253 Eukaryote PL
dbCAN_4:DIAMOND 0.9485 0.1470 0.8730 1.0241 Eukaryote PL
dbCAN_4:dbCAN-sub 0.9608 0.1254 0.8963 1.0253 Eukaryote PL
CUPP 0.9196 0.2447 0.7938 1.0454 Eukaryote PL
dbCAN_4 0.9603 0.1103 0.9351 0.9855 All CE
dbCAN_4:HMMER 0.9603 0.1103 0.9351 0.9855 All CE
dbCAN_4:DIAMOND 0.9476 0.1506 0.9132 0.9820 All CE
dbCAN_4:dbCAN-sub 0.9592 0.1120 0.9336 0.9848 All CE
CUPP 0.9598 0.1130 0.9339 0.9856 All CE
dbCAN_4 0.9324 0.1429 0.8867 0.9781 Bacteria CE
dbCAN_4:HMMER 0.9324 0.1429 0.8867 0.9781 Bacteria CE
dbCAN_4:DIAMOND 0.9295 0.1739 0.8739 0.9851 Bacteria CE
dbCAN_4:dbCAN-sub 0.9321 0.1429 0.8864 0.9778 Bacteria CE
CUPP 0.9298 0.1452 0.8834 0.9762 Bacteria CE
dbCAN_4 0.9914 0.0377 0.9786 1.0041 Eukaryote CE
dbCAN_4:HMMER 0.9914 0.0377 0.9786 1.0041 Eukaryote CE
dbCAN_4:DIAMOND 0.9677 0.1189 0.9275 1.0079 Eukaryote CE
dbCAN_4:dbCAN-sub 0.9893 0.0486 0.9729 1.0058 Eukaryote CE
CUPP 0.9931 0.0417 0.9790 1.0072 Eukaryote CE
dbCAN_4 0.9198 0.1610 0.8731 0.9666 All AA
dbCAN_4:HMMER 0.9192 0.1624 0.8720 0.9664 All AA
dbCAN_4:DIAMOND 0.9196 0.1697 0.8703 0.9689 All AA
dbCAN_4:dbCAN-sub 0.9177 0.1620 0.8707 0.9648 All AA
CUPP 0.9184 0.1697 0.8691 0.9677 All AA
dbCAN_4 1.0000 0.0000 1.0000 1.0000 Bacteria AA
dbCAN_4:HMMER 1.0000 0.0000 1.0000 1.0000 Bacteria AA
dbCAN_4:DIAMOND 1.0000 0.0000 1.0000 1.0000 Bacteria AA
dbCAN_4:dbCAN-sub 1.0000 0.0000 1.0000 1.0000 Bacteria AA
CUPP 1.0000 0.0000 1.0000 1.0000 Bacteria AA
dbCAN_4 0.8960 0.1769 0.8370 0.9550 Eukaryote AA
dbCAN_4:HMMER 0.8952 0.1785 0.8357 0.9547 Eukaryote AA
dbCAN_4:DIAMOND 0.8957 0.1872 0.8333 0.9581 Eukaryote AA
dbCAN_4:dbCAN-sub 0.8932 0.1777 0.8340 0.9525 Eukaryote AA
CUPP 0.8942 0.1870 0.8318 0.9565 Eukaryote AA
dbCAN_4 0.9562 0.0919 0.9358 0.9767 All CBM
dbCAN_4:HMMER 0.9184 0.1999 0.8739 0.9629 All CBM
dbCAN_4:DIAMOND 0.9571 0.1273 0.9288 0.9854 All CBM
dbCAN_4:dbCAN-sub 0.9376 0.1151 0.9120 0.9632 All CBM
CUPP 0.0000 0.0000 0.0000 0.0000 All CBM
dbCAN_4 0.9699 0.0662 0.9487 0.9911 Bacteria CBM
dbCAN_4:HMMER 0.9524 0.1130 0.9163 0.9886 Bacteria CBM
dbCAN_4:DIAMOND 0.9604 0.1591 0.9095 1.0113 Bacteria CBM
dbCAN_4:dbCAN-sub 0.9624 0.0681 0.9406 0.9842 Bacteria CBM
CUPP 0.0000 0.0000 0.0000 0.0000 Bacteria CBM
dbCAN_4 0.9426 0.1111 0.9071 0.9781 Eukaryote CBM
dbCAN_4:HMMER 0.8844 0.2565 0.8023 0.9664 Eukaryote CBM
dbCAN_4:DIAMOND 0.9538 0.0865 0.9261 0.9815 Eukaryote CBM
dbCAN_4:dbCAN-sub 0.9128 0.1447 0.8665 0.9591 Eukaryote CBM
CUPP 0.0000 0.0000 0.0000 0.0000 Eukaryote CBM

8.2.3.1 Testing per CAZy class

For each CAZy class run a two-way ANOVA to determine if there statistically significant differences between the tools and taxonomic kingdoms.

## [1] "Found pairs of statistically signficant different means for CBM"

8.2.4 F1-score

Table 8.9: Overall performance (represented by the F1-score) of CAZy class classification by CAZy classifiers per taxonomy group
Prediction_tool Mean Standard Deviation LowerCI UpperCI Tax_group CAZy_class
dbCAN_4 0.9671 0.0590 0.9539 0.9802 All GH
dbCAN_4:HMMER 0.9516 0.0596 0.9384 0.9649 All GH
dbCAN_4:DIAMOND 0.9764 0.0583 0.9634 0.9894 All GH
dbCAN_4:dbCAN-sub 0.9655 0.0581 0.9526 0.9785 All GH
CUPP 0.9461 0.0454 0.9360 0.9562 All GH
dbCAN_4 0.9682 0.0776 0.9434 0.9930 Bacteria GH
dbCAN_4:HMMER 0.9499 0.0782 0.9249 0.9749 Bacteria GH
dbCAN_4:DIAMOND 0.9694 0.0764 0.9449 0.9938 Bacteria GH
dbCAN_4:dbCAN-sub 0.9690 0.0761 0.9447 0.9933 Bacteria GH
CUPP 0.9516 0.0487 0.9360 0.9672 Bacteria GH
dbCAN_4 0.9659 0.0319 0.9557 0.9761 Eukaryote GH
dbCAN_4:HMMER 0.9534 0.0329 0.9429 0.9639 Eukaryote GH
dbCAN_4:DIAMOND 0.9834 0.0307 0.9736 0.9932 Eukaryote GH
dbCAN_4:dbCAN-sub 0.9621 0.0320 0.9519 0.9723 Eukaryote GH
CUPP 0.9405 0.0416 0.9272 0.9538 Eukaryote GH
dbCAN_4 0.9677 0.0753 0.9510 0.9845 All GT
dbCAN_4:HMMER 0.9170 0.0838 0.8984 0.9357 All GT
dbCAN_4:DIAMOND 0.9750 0.0781 0.9577 0.9924 All GT
dbCAN_4:dbCAN-sub 0.9664 0.0656 0.9518 0.9810 All GT
CUPP 0.9107 0.0758 0.8938 0.9276 All GT
dbCAN_4 0.9647 0.0958 0.9340 0.9953 Bacteria GT
dbCAN_4:HMMER 0.9112 0.1007 0.8790 0.9434 Bacteria GT
dbCAN_4:DIAMOND 0.9695 0.0962 0.9387 1.0003 Bacteria GT
dbCAN_4:dbCAN-sub 0.9660 0.0801 0.9404 0.9917 Bacteria GT
CUPP 0.9292 0.0713 0.9064 0.9520 Bacteria GT
dbCAN_4 0.9708 0.0479 0.9555 0.9861 Eukaryote GT
dbCAN_4:HMMER 0.9229 0.0634 0.9026 0.9432 Eukaryote GT
dbCAN_4:DIAMOND 0.9806 0.0551 0.9630 0.9982 Eukaryote GT
dbCAN_4:dbCAN-sub 0.9667 0.0481 0.9513 0.9821 Eukaryote GT
CUPP 0.8923 0.0766 0.8678 0.9168 Eukaryote GT
dbCAN_4 0.9741 0.0781 0.9511 0.9970 All PL
dbCAN_4:HMMER 0.9741 0.0781 0.9511 0.9970 All PL
dbCAN_4:DIAMOND 0.9825 0.0646 0.9635 1.0014 All PL
dbCAN_4:dbCAN-sub 0.9747 0.0782 0.9518 0.9977 All PL
CUPP 0.8850 0.2288 0.8178 0.9522 All PL
dbCAN_4 0.9735 0.0770 0.9448 1.0023 Bacteria PL
dbCAN_4:HMMER 0.9735 0.0770 0.9448 1.0023 Bacteria PL
dbCAN_4:DIAMOND 0.9913 0.0369 0.9775 1.0051 Bacteria PL
dbCAN_4:dbCAN-sub 0.9745 0.0771 0.9457 1.0034 Bacteria PL
CUPP 0.8899 0.2178 0.8085 0.9712 Bacteria PL
dbCAN_4 0.9750 0.0825 0.9326 1.0174 Eukaryote PL
dbCAN_4:HMMER 0.9750 0.0825 0.9326 1.0174 Eukaryote PL
dbCAN_4:DIAMOND 0.9668 0.0954 0.9178 1.0159 Eukaryote PL
dbCAN_4:dbCAN-sub 0.9750 0.0825 0.9326 1.0174 Eukaryote PL
CUPP 0.8764 0.2539 0.7459 1.0070 Eukaryote PL
dbCAN_4 0.9638 0.0854 0.9443 0.9833 All CE
dbCAN_4:HMMER 0.9487 0.0957 0.9268 0.9706 All CE
dbCAN_4:DIAMOND 0.9507 0.1192 0.9234 0.9779 All CE
dbCAN_4:dbCAN-sub 0.9617 0.0863 0.9420 0.9814 All CE
CUPP 0.9250 0.1095 0.9000 0.9500 All CE
dbCAN_4 0.9400 0.1099 0.9049 0.9751 Bacteria CE
dbCAN_4:HMMER 0.9143 0.1191 0.8762 0.9524 Bacteria CE
dbCAN_4:DIAMOND 0.9299 0.1425 0.8843 0.9754 Bacteria CE
dbCAN_4:dbCAN-sub 0.9381 0.1101 0.9029 0.9733 Bacteria CE
CUPP 0.9000 0.1196 0.8617 0.9382 Bacteria CE
dbCAN_4 0.9902 0.0287 0.9805 1.0000 Eukaryote CE
dbCAN_4:HMMER 0.9869 0.0309 0.9765 0.9974 Eukaryote CE
dbCAN_4:DIAMOND 0.9738 0.0823 0.9459 1.0016 Eukaryote CE
dbCAN_4:dbCAN-sub 0.9880 0.0335 0.9766 0.9993 Eukaryote CE
CUPP 0.9528 0.0907 0.9221 0.9835 Eukaryote CE
dbCAN_4 0.9464 0.1085 0.9149 0.9779 All AA
dbCAN_4:HMMER 0.9434 0.1112 0.9111 0.9757 All AA
dbCAN_4:DIAMOND 0.9306 0.1226 0.8950 0.9662 All AA
dbCAN_4:dbCAN-sub 0.9430 0.1090 0.9113 0.9746 All AA
CUPP 0.9011 0.1376 0.8611 0.9410 All AA
dbCAN_4 1.0000 0.0000 1.0000 1.0000 Bacteria AA
dbCAN_4:HMMER 1.0000 0.0000 1.0000 1.0000 Bacteria AA
dbCAN_4:DIAMOND 0.9697 0.1005 0.9022 1.0372 Bacteria AA
dbCAN_4:dbCAN-sub 1.0000 0.0000 1.0000 1.0000 Bacteria AA
CUPP 1.0000 0.0000 1.0000 1.0000 Bacteria AA
dbCAN_4 0.9305 0.1193 0.8907 0.9703 Eukaryote AA
dbCAN_4:HMMER 0.9266 0.1219 0.8860 0.9673 Eukaryote AA
dbCAN_4:DIAMOND 0.9190 0.1274 0.8765 0.9615 Eukaryote AA
dbCAN_4:dbCAN-sub 0.9260 0.1193 0.8863 0.9658 Eukaryote AA
CUPP 0.8716 0.1443 0.8235 0.9197 Eukaryote AA
dbCAN_4 0.8547 0.1392 0.8237 0.8857 All CBM
dbCAN_4:HMMER 0.5954 0.2202 0.5464 0.6444 All CBM
dbCAN_4:DIAMOND 0.9072 0.1362 0.8768 0.9375 All CBM
dbCAN_4:dbCAN-sub 0.8576 0.1492 0.8244 0.8908 All CBM
CUPP 0.0000 0.0000 0.0000 0.0000 All CBM
dbCAN_4 0.9296 0.0604 0.9103 0.9489 Bacteria CBM
dbCAN_4:HMMER 0.7163 0.1850 0.6571 0.7755 Bacteria CBM
dbCAN_4:DIAMOND 0.8607 0.1698 0.8063 0.9150 Bacteria CBM
dbCAN_4:dbCAN-sub 0.9484 0.0628 0.9283 0.9685 Bacteria CBM
CUPP 0.0000 0.0000 0.0000 0.0000 Bacteria CBM
dbCAN_4 0.7798 0.1552 0.7302 0.8295 Eukaryote CBM
dbCAN_4:HMMER 0.4745 0.1843 0.4155 0.5334 Eukaryote CBM
dbCAN_4:DIAMOND 0.9537 0.0657 0.9327 0.9747 Eukaryote CBM
dbCAN_4:dbCAN-sub 0.7669 0.1557 0.7171 0.8166 Eukaryote CBM
CUPP 0.0000 0.0000 0.0000 0.0000 Eukaryote CBM

8.2.4.1 Testing per CAZy class

For each CAZy class run a two-way ANOVA to determine if there statistically significant differences between the tools and taxonomic kingdoms.

## [1] "----------------------------------------------------"
## [1] "GH"
##                            Df Sum Sq  Mean Sq F value   Pr(>F)    
## Tax_group                   2 0.0000 0.000015   0.005    0.995    
## Prediction_tool             4 0.0967 0.024175   7.598 5.24e-06 ***
## Tax_group:Prediction_tool   8 0.0077 0.000961   0.302    0.965    
## Residuals                 785 2.4979 0.003182                     
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [1] "Found pairs of statistically signficant different means for GH"
## [1] "----------------------------------------------------"
## [1] "GT"
##                            Df Sum Sq Mean Sq F value Pr(>F)    
## Tax_group                   2  0.000 0.00011   0.019  0.981    
## Prediction_tool             4  0.609 0.15221  26.408 <2e-16 ***
## Tax_group:Prediction_tool   8  0.033 0.00412   0.715  0.679    
## Residuals                 785  4.525 0.00576                   
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [1] "Found pairs of statistically signficant different means for GT"
## [1] "----------------------------------------------------"
## [1] "PL"
##                            Df Sum Sq Mean Sq F value   Pr(>F)    
## Tax_group                   2  0.003 0.00128   0.085    0.919    
## Prediction_tool             4  0.632 0.15795  10.448 4.19e-08 ***
## Tax_group:Prediction_tool   8  0.006 0.00074   0.049    1.000    
## Residuals                 455  6.879 0.01512                     
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [1] "Found pairs of statistically signficant different means for PL"
## [1] "----------------------------------------------------"
## [1] "CE"
##                            Df Sum Sq Mean Sq F value   Pr(>F)    
## Tax_group                   2  0.275 0.13765  14.185 8.99e-07 ***
## Prediction_tool             4  0.145 0.03624   3.734  0.00511 ** 
## Tax_group:Prediction_tool   8  0.009 0.00114   0.117  0.99860    
## Residuals                 745  7.230 0.00970                     
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [1] "Found pairs of statistically signficant different means for CE"
## [1] "----------------------------------------------------"
## [1] "AA"
##                            Df Sum Sq Mean Sq F value   Pr(>F)    
## Tax_group                   2  0.266 0.13290   9.835 6.55e-05 ***
## Prediction_tool             4  0.136 0.03396   2.513    0.041 *  
## Tax_group:Prediction_tool   8  0.029 0.00359   0.266    0.977    
## Residuals                 465  6.284 0.01351                     
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [1] "----------------------------------------------------"
## [1] "CBM"
##                            Df Sum Sq Mean Sq F value   Pr(>F)    
## Tax_group                   2   0.92   0.461   24.59 4.37e-11 ***
## Prediction_tool             4  92.22  23.056 1229.62  < 2e-16 ***
## Tax_group:Prediction_tool   8   1.53   0.191   10.19 1.33e-13 ***
## Residuals                 785  14.72   0.019                     
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [1] "Found pairs of statistically signficant different means for CBM"

8.2.5 Accuracy

Table 8.10: Overall performance (represented by the Accuracy) of CAZy class classification by CAZy classifiers per taxonomy group
Prediction_tool Mean Standard Deviation LowerCI UpperCI Tax_group CAZy_class
dbCAN_4 0.9743 0.0307 0.9675 0.9812 All GH
dbCAN_4:HMMER 0.9601 0.0328 0.9528 0.9674 All GH
dbCAN_4:DIAMOND 0.9812 0.0304 0.9745 0.9880 All GH
dbCAN_4:dbCAN-sub 0.9731 0.0297 0.9665 0.9797 All GH
CUPP 0.9540 0.0293 0.9475 0.9605 All GH
dbCAN_4 0.9762 0.0378 0.9641 0.9883 Bacteria GH
dbCAN_4:HMMER 0.9584 0.0405 0.9454 0.9713 Bacteria GH
dbCAN_4:DIAMOND 0.9766 0.0361 0.9650 0.9881 Bacteria GH
dbCAN_4:dbCAN-sub 0.9765 0.0361 0.9649 0.9880 Bacteria GH
CUPP 0.9555 0.0313 0.9455 0.9655 Bacteria GH
dbCAN_4 0.9725 0.0218 0.9655 0.9795 Eukaryote GH
dbCAN_4:HMMER 0.9619 0.0231 0.9545 0.9692 Eukaryote GH
dbCAN_4:DIAMOND 0.9859 0.0230 0.9785 0.9933 Eukaryote GH
dbCAN_4:dbCAN-sub 0.9698 0.0215 0.9630 0.9767 Eukaryote GH
CUPP 0.9525 0.0275 0.9437 0.9613 Eukaryote GH
dbCAN_4 0.9781 0.0572 0.9654 0.9909 All GT
dbCAN_4:HMMER 0.9503 0.0597 0.9370 0.9635 All GT
dbCAN_4:DIAMOND 0.9838 0.0577 0.9710 0.9966 All GT
dbCAN_4:dbCAN-sub 0.9773 0.0519 0.9657 0.9889 All GT
CUPP 0.9462 0.0579 0.9333 0.9591 All GT
dbCAN_4 0.9764 0.0732 0.9530 0.9998 Bacteria GT
dbCAN_4:HMMER 0.9466 0.0753 0.9225 0.9706 Bacteria GT
dbCAN_4:DIAMOND 0.9797 0.0738 0.9561 1.0033 Bacteria GT
dbCAN_4:dbCAN-sub 0.9770 0.0650 0.9562 0.9978 Bacteria GT
CUPP 0.9602 0.0488 0.9445 0.9758 Bacteria GT
dbCAN_4 0.9798 0.0354 0.9685 0.9911 Eukaryote GT
dbCAN_4:HMMER 0.9540 0.0389 0.9415 0.9664 Eukaryote GT
dbCAN_4:DIAMOND 0.9879 0.0354 0.9766 0.9992 Eukaryote GT
dbCAN_4:dbCAN-sub 0.9776 0.0352 0.9664 0.9889 Eukaryote GT
CUPP 0.9322 0.0633 0.9120 0.9525 Eukaryote GT
dbCAN_4 0.9986 0.0035 0.9975 0.9996 All PL
dbCAN_4:HMMER 0.9986 0.0035 0.9975 0.9996 All PL
dbCAN_4:DIAMOND 0.9988 0.0039 0.9976 0.9999 All PL
dbCAN_4:dbCAN-sub 0.9988 0.0032 0.9978 0.9997 All PL
CUPP 0.9941 0.0096 0.9913 0.9970 All PL
dbCAN_4 0.9983 0.0038 0.9969 0.9997 Bacteria PL
dbCAN_4:HMMER 0.9983 0.0038 0.9969 0.9997 Bacteria PL
dbCAN_4:DIAMOND 0.9990 0.0030 0.9979 1.0001 Bacteria PL
dbCAN_4:dbCAN-sub 0.9987 0.0034 0.9974 1.0000 Bacteria PL
CUPP 0.9930 0.0112 0.9888 0.9972 Bacteria PL
dbCAN_4 0.9990 0.0029 0.9974 1.0005 Eukaryote PL
dbCAN_4:HMMER 0.9989 0.0030 0.9974 1.0005 Eukaryote PL
dbCAN_4:DIAMOND 0.9983 0.0052 0.9956 1.0010 Eukaryote PL
dbCAN_4:dbCAN-sub 0.9990 0.0029 0.9975 1.0005 Eukaryote PL
CUPP 0.9961 0.0056 0.9933 0.9990 Eukaryote PL
dbCAN_4 0.9943 0.0172 0.9904 0.9982 All CE
dbCAN_4:HMMER 0.9929 0.0173 0.9889 0.9968 All CE
dbCAN_4:DIAMOND 0.9919 0.0218 0.9870 0.9969 All CE
dbCAN_4:dbCAN-sub 0.9938 0.0175 0.9898 0.9978 All CE
CUPP 0.9900 0.0187 0.9857 0.9943 All CE
dbCAN_4 0.9904 0.0228 0.9831 0.9977 Bacteria CE
dbCAN_4:HMMER 0.9882 0.0225 0.9810 0.9954 Bacteria CE
dbCAN_4:DIAMOND 0.9886 0.0263 0.9801 0.9970 Bacteria CE
dbCAN_4:dbCAN-sub 0.9899 0.0230 0.9826 0.9973 Bacteria CE
CUPP 0.9852 0.0236 0.9777 0.9927 Bacteria CE
dbCAN_4 0.9986 0.0041 0.9972 1.0000 Eukaryote CE
dbCAN_4:HMMER 0.9981 0.0046 0.9965 0.9996 Eukaryote CE
dbCAN_4:DIAMOND 0.9957 0.0147 0.9907 1.0007 Eukaryote CE
dbCAN_4:dbCAN-sub 0.9981 0.0055 0.9963 1.0000 Eukaryote CE
CUPP 0.9953 0.0086 0.9924 0.9983 Eukaryote CE
dbCAN_4 0.9907 0.0188 0.9853 0.9962 All AA
dbCAN_4:HMMER 0.9901 0.0196 0.9844 0.9958 All AA
dbCAN_4:DIAMOND 0.9897 0.0198 0.9840 0.9954 All AA
dbCAN_4:dbCAN-sub 0.9902 0.0189 0.9847 0.9956 All AA
CUPP 0.9841 0.0215 0.9778 0.9903 All AA
dbCAN_4 1.0000 0.0000 1.0000 1.0000 Bacteria AA
dbCAN_4:HMMER 1.0000 0.0000 1.0000 1.0000 Bacteria AA
dbCAN_4:DIAMOND 0.9991 0.0029 0.9972 1.0011 Bacteria AA
dbCAN_4:dbCAN-sub 1.0000 0.0000 1.0000 1.0000 Bacteria AA
CUPP 1.0000 0.0000 1.0000 1.0000 Bacteria AA
dbCAN_4 0.9880 0.0207 0.9811 0.9949 Eukaryote AA
dbCAN_4:HMMER 0.9872 0.0215 0.9800 0.9943 Eukaryote AA
dbCAN_4:DIAMOND 0.9869 0.0217 0.9797 0.9942 Eukaryote AA
dbCAN_4:dbCAN-sub 0.9872 0.0207 0.9803 0.9941 Eukaryote AA
CUPP 0.9793 0.0225 0.9719 0.9868 Eukaryote AA
dbCAN_4 0.9763 0.0207 0.9717 0.9809 All CBM
dbCAN_4:HMMER 0.9436 0.0300 0.9370 0.9503 All CBM
dbCAN_4:DIAMOND 0.9830 0.0182 0.9790 0.9870 All CBM
dbCAN_4:dbCAN-sub 0.9761 0.0244 0.9707 0.9816 All CBM
CUPP 0.8851 0.0851 0.8662 0.9040 All CBM
dbCAN_4 0.9855 0.0128 0.9814 0.9896 Bacteria CBM
dbCAN_4:HMMER 0.9494 0.0365 0.9377 0.9611 Bacteria CBM
dbCAN_4:DIAMOND 0.9755 0.0181 0.9697 0.9812 Bacteria CBM
dbCAN_4:dbCAN-sub 0.9892 0.0129 0.9851 0.9933 Bacteria CBM
CUPP 0.8614 0.1127 0.8253 0.8974 Bacteria CBM
dbCAN_4 0.9672 0.0230 0.9598 0.9745 Eukaryote CBM
dbCAN_4:HMMER 0.9379 0.0205 0.9313 0.9444 Eukaryote CBM
dbCAN_4:DIAMOND 0.9905 0.0150 0.9857 0.9953 Eukaryote CBM
dbCAN_4:dbCAN-sub 0.9631 0.0262 0.9547 0.9715 Eukaryote CBM
CUPP 0.9088 0.0286 0.8997 0.9180 Eukaryote CBM

8.2.5.1 Testing per CAZy class

For each CAZy class run a two-way ANOVA to determine if there statistically significant differences between the tools and taxonomic kingdoms.

## [1] "Found pairs of statistically signficant different means for GH"
## [1] "Found pairs of statistically signficant different means for GT"
## [1] "Found pairs of statistically signficant different means for PL"
## [1] "Found pairs of statistically signficant different means for CBM"

9 CAZy class multilabel classification tax performance

Table 9.1: Rand Index of CAZyme classifier classification of CAZy class annotations
Prediction_tool Lower CI Mean Upper CI Standard Deviation Tax_group
dbCAN_4 0.9845 0.9856 0.9866 0.0683 All
dbCAN_4:HMMER 0.9712 0.9727 0.9741 0.0920 All
dbCAN_4:DIAMOND 0.9871 0.9880 0.9890 0.0627 All
dbCAN_4:dbCAN-sub 0.9840 0.9851 0.9861 0.0694 All
CUPP 0.9580 0.9597 0.9614 0.1093 All
dbCAN_4 0.9863 0.9877 0.9891 0.0632 Bacteria
dbCAN_4:HMMER 0.9712 0.9732 0.9752 0.0911 Bacteria
dbCAN_4:DIAMOND 0.9848 0.9863 0.9877 0.0669 Bacteria
dbCAN_4:dbCAN-sub 0.9870 0.9884 0.9897 0.0614 Bacteria
CUPP 0.9568 0.9592 0.9616 0.1101 Bacteria
dbCAN_4 0.9819 0.9835 0.9851 0.0730 Eukaryote
dbCAN_4:HMMER 0.9701 0.9721 0.9741 0.0930 Eukaryote
dbCAN_4:DIAMOND 0.9886 0.9898 0.9911 0.0582 Eukaryote
dbCAN_4:dbCAN-sub 0.9801 0.9817 0.9834 0.0765 Eukaryote
CUPP 0.9578 0.9602 0.9625 0.1086 Eukaryote

Test for statistically significant differences between the means.

##                               Df Sum Sq Mean Sq F value   Pr(>F)    
## Tax_group                      2    0.0   0.022   3.277   0.0377 *  
## Prediction_tool                4   18.1   4.515 669.570  < 2e-16 ***
## Tax_group:Prediction_tool      8    0.3   0.032   4.742 7.74e-06 ***
## Residuals                 159985 1078.9   0.007                     
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

Statistically significant difference was detected so follow up with a Tukey test to determine if there are differences between groups.

##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = Rand_index_freq ~ Tax_group * Prediction_tool, data = class_tax_ri_ari_df.df)
## 
## $`Tax_group:Prediction_tool`
##                                                                 diff
## Bacteria:dbCAN_4-All:dbCAN_4                            0.0020791667
## Eukaryote:dbCAN_4-All:dbCAN_4                          -0.0020791667
## All:dbCAN_4:HMMER-All:dbCAN_4                          -0.0129166667
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4                     -0.0124041667
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4                    -0.0134291667
## All:dbCAN_4:DIAMOND-All:dbCAN_4                         0.0024416667
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4                    0.0006458333
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4                   0.0042375000
## All:dbCAN_4:dbCAN-sub-All:dbCAN_4                      -0.0005416667
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4                  0.0027458333
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4                -0.0038291667
## All:CUPP-All:dbCAN_4                                   -0.0257125000
## Bacteria:CUPP-All:dbCAN_4                              -0.0260791667
## Eukaryote:CUPP-All:dbCAN_4                             -0.0253458333
## Eukaryote:dbCAN_4-Bacteria:dbCAN_4                     -0.0041583333
## All:dbCAN_4:HMMER-Bacteria:dbCAN_4                     -0.0149958333
## Bacteria:dbCAN_4:HMMER-Bacteria:dbCAN_4                -0.0144833333
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4               -0.0155083333
## All:dbCAN_4:DIAMOND-Bacteria:dbCAN_4                    0.0003625000
## Bacteria:dbCAN_4:DIAMOND-Bacteria:dbCAN_4              -0.0014333333
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4              0.0021583333
## All:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4                 -0.0026208333
## Bacteria:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4             0.0006666667
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4           -0.0059083333
## All:CUPP-Bacteria:dbCAN_4                              -0.0277916667
## Bacteria:CUPP-Bacteria:dbCAN_4                         -0.0281583333
## Eukaryote:CUPP-Bacteria:dbCAN_4                        -0.0274250000
## All:dbCAN_4:HMMER-Eukaryote:dbCAN_4                    -0.0108375000
## Bacteria:dbCAN_4:HMMER-Eukaryote:dbCAN_4               -0.0103250000
## Eukaryote:dbCAN_4:HMMER-Eukaryote:dbCAN_4              -0.0113500000
## All:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4                   0.0045208333
## Bacteria:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4              0.0027250000
## Eukaryote:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4             0.0063166667
## All:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4                 0.0015375000
## Bacteria:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4            0.0048250000
## Eukaryote:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4          -0.0017500000
## All:CUPP-Eukaryote:dbCAN_4                             -0.0236333333
## Bacteria:CUPP-Eukaryote:dbCAN_4                        -0.0240000000
## Eukaryote:CUPP-Eukaryote:dbCAN_4                       -0.0232666667
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4:HMMER                0.0005125000
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4:HMMER              -0.0005125000
## All:dbCAN_4:DIAMOND-All:dbCAN_4:HMMER                   0.0153583333
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4:HMMER              0.0135625000
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4:HMMER             0.0171541667
## All:dbCAN_4:dbCAN-sub-All:dbCAN_4:HMMER                 0.0123750000
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4:HMMER            0.0156625000
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4:HMMER           0.0090875000
## All:CUPP-All:dbCAN_4:HMMER                             -0.0127958333
## Bacteria:CUPP-All:dbCAN_4:HMMER                        -0.0131625000
## Eukaryote:CUPP-All:dbCAN_4:HMMER                       -0.0124291667
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4:HMMER         -0.0010250000
## All:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:HMMER              0.0148458333
## Bacteria:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:HMMER         0.0130500000
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:HMMER        0.0166416667
## All:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:HMMER            0.0118625000
## Bacteria:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:HMMER       0.0151500000
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:HMMER      0.0085750000
## All:CUPP-Bacteria:dbCAN_4:HMMER                        -0.0133083333
## Bacteria:CUPP-Bacteria:dbCAN_4:HMMER                   -0.0136750000
## Eukaryote:CUPP-Bacteria:dbCAN_4:HMMER                  -0.0129416667
## All:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:HMMER             0.0158708333
## Bacteria:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:HMMER        0.0140750000
## Eukaryote:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:HMMER       0.0176666667
## All:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:HMMER           0.0128875000
## Bacteria:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:HMMER      0.0161750000
## Eukaryote:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:HMMER     0.0096000000
## All:CUPP-Eukaryote:dbCAN_4:HMMER                       -0.0122833333
## Bacteria:CUPP-Eukaryote:dbCAN_4:HMMER                  -0.0126500000
## Eukaryote:CUPP-Eukaryote:dbCAN_4:HMMER                 -0.0119166667
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4:DIAMOND           -0.0017958333
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4:DIAMOND           0.0017958333
## All:dbCAN_4:dbCAN-sub-All:dbCAN_4:DIAMOND              -0.0029833333
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4:DIAMOND          0.0003041667
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4:DIAMOND        -0.0062708333
## All:CUPP-All:dbCAN_4:DIAMOND                           -0.0281541667
## Bacteria:CUPP-All:dbCAN_4:DIAMOND                      -0.0285208333
## Eukaryote:CUPP-All:dbCAN_4:DIAMOND                     -0.0277875000
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:DIAMOND      0.0035916667
## All:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:DIAMOND         -0.0011875000
## Bacteria:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:DIAMOND     0.0021000000
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:DIAMOND   -0.0044750000
## All:CUPP-Bacteria:dbCAN_4:DIAMOND                      -0.0263583333
## Bacteria:CUPP-Bacteria:dbCAN_4:DIAMOND                 -0.0267250000
## Eukaryote:CUPP-Bacteria:dbCAN_4:DIAMOND                -0.0259916667
## All:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:DIAMOND        -0.0047791667
## Bacteria:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:DIAMOND   -0.0014916667
## Eukaryote:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:DIAMOND  -0.0080666667
## All:CUPP-Eukaryote:dbCAN_4:DIAMOND                     -0.0299500000
## Bacteria:CUPP-Eukaryote:dbCAN_4:DIAMOND                -0.0303166667
## Eukaryote:CUPP-Eukaryote:dbCAN_4:DIAMOND               -0.0295833333
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4:dbCAN-sub        0.0032875000
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4:dbCAN-sub      -0.0032875000
## All:CUPP-All:dbCAN_4:dbCAN-sub                         -0.0251708333
## Bacteria:CUPP-All:dbCAN_4:dbCAN-sub                    -0.0255375000
## Eukaryote:CUPP-All:dbCAN_4:dbCAN-sub                   -0.0248041667
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:dbCAN-sub -0.0065750000
## All:CUPP-Bacteria:dbCAN_4:dbCAN-sub                    -0.0284583333
## Bacteria:CUPP-Bacteria:dbCAN_4:dbCAN-sub               -0.0288250000
## Eukaryote:CUPP-Bacteria:dbCAN_4:dbCAN-sub              -0.0280916667
## All:CUPP-Eukaryote:dbCAN_4:dbCAN-sub                   -0.0218833333
## Bacteria:CUPP-Eukaryote:dbCAN_4:dbCAN-sub              -0.0222500000
## Eukaryote:CUPP-Eukaryote:dbCAN_4:dbCAN-sub             -0.0215166667
## Bacteria:CUPP-All:CUPP                                 -0.0003666667
## Eukaryote:CUPP-All:CUPP                                 0.0003666667
## Eukaryote:CUPP-Bacteria:CUPP                            0.0007333333
##                                                                  lwr
## Bacteria:dbCAN_4-All:dbCAN_4                           -0.0017341844
## Eukaryote:dbCAN_4-All:dbCAN_4                          -0.0058925178
## All:dbCAN_4:HMMER-All:dbCAN_4                          -0.0160302548
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4                     -0.0162175178
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4                    -0.0172425178
## All:dbCAN_4:DIAMOND-All:dbCAN_4                        -0.0006719215
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4                   -0.0031675178
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4                   0.0004241489
## All:dbCAN_4:dbCAN-sub-All:dbCAN_4                      -0.0036552548
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4                 -0.0010675178
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4                -0.0076425178
## All:CUPP-All:dbCAN_4                                   -0.0288260881
## Bacteria:CUPP-All:dbCAN_4                              -0.0298925178
## Eukaryote:CUPP-All:dbCAN_4                             -0.0291591844
## Eukaryote:dbCAN_4-Bacteria:dbCAN_4                     -0.0085616119
## All:dbCAN_4:HMMER-Bacteria:dbCAN_4                     -0.0188091844
## Bacteria:dbCAN_4:HMMER-Bacteria:dbCAN_4                -0.0188866119
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4               -0.0199116119
## All:dbCAN_4:DIAMOND-Bacteria:dbCAN_4                   -0.0034508511
## Bacteria:dbCAN_4:DIAMOND-Bacteria:dbCAN_4              -0.0058366119
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4             -0.0022449452
## All:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4                 -0.0064341844
## Bacteria:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4            -0.0037366119
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4           -0.0103116119
## All:CUPP-Bacteria:dbCAN_4                              -0.0316050178
## Bacteria:CUPP-Bacteria:dbCAN_4                         -0.0325616119
## Eukaryote:CUPP-Bacteria:dbCAN_4                        -0.0318282786
## All:dbCAN_4:HMMER-Eukaryote:dbCAN_4                    -0.0146508511
## Bacteria:dbCAN_4:HMMER-Eukaryote:dbCAN_4               -0.0147282786
## Eukaryote:dbCAN_4:HMMER-Eukaryote:dbCAN_4              -0.0157532786
## All:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4                   0.0007074822
## Bacteria:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4             -0.0016782786
## Eukaryote:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4             0.0019133881
## All:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4                -0.0022758511
## Bacteria:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4            0.0004217214
## Eukaryote:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4          -0.0061532786
## All:CUPP-Eukaryote:dbCAN_4                             -0.0274466844
## Bacteria:CUPP-Eukaryote:dbCAN_4                        -0.0284032786
## Eukaryote:CUPP-Eukaryote:dbCAN_4                       -0.0276699452
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4:HMMER               -0.0033008511
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4:HMMER              -0.0043258511
## All:dbCAN_4:DIAMOND-All:dbCAN_4:HMMER                   0.0122447452
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4:HMMER              0.0097491489
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4:HMMER             0.0133408156
## All:dbCAN_4:dbCAN-sub-All:dbCAN_4:HMMER                 0.0092614119
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4:HMMER            0.0118491489
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4:HMMER           0.0052741489
## All:CUPP-All:dbCAN_4:HMMER                             -0.0159094215
## Bacteria:CUPP-All:dbCAN_4:HMMER                        -0.0169758511
## Eukaryote:CUPP-All:dbCAN_4:HMMER                       -0.0162425178
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4:HMMER         -0.0054282786
## All:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:HMMER              0.0110324822
## Bacteria:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:HMMER         0.0086467214
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:HMMER        0.0122383881
## All:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:HMMER            0.0080491489
## Bacteria:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:HMMER       0.0107467214
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:HMMER      0.0041717214
## All:CUPP-Bacteria:dbCAN_4:HMMER                        -0.0171216844
## Bacteria:CUPP-Bacteria:dbCAN_4:HMMER                   -0.0180782786
## Eukaryote:CUPP-Bacteria:dbCAN_4:HMMER                  -0.0173449452
## All:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:HMMER             0.0120574822
## Bacteria:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:HMMER        0.0096717214
## Eukaryote:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:HMMER       0.0132633881
## All:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:HMMER           0.0090741489
## Bacteria:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:HMMER      0.0117717214
## Eukaryote:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:HMMER     0.0051967214
## All:CUPP-Eukaryote:dbCAN_4:HMMER                       -0.0160966844
## Bacteria:CUPP-Eukaryote:dbCAN_4:HMMER                  -0.0170532786
## Eukaryote:CUPP-Eukaryote:dbCAN_4:HMMER                 -0.0163199452
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4:DIAMOND           -0.0056091844
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4:DIAMOND          -0.0020175178
## All:dbCAN_4:dbCAN-sub-All:dbCAN_4:DIAMOND              -0.0060969215
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4:DIAMOND         -0.0035091844
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4:DIAMOND        -0.0100841844
## All:CUPP-All:dbCAN_4:DIAMOND                           -0.0312677548
## Bacteria:CUPP-All:dbCAN_4:DIAMOND                      -0.0323341844
## Eukaryote:CUPP-All:dbCAN_4:DIAMOND                     -0.0316008511
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:DIAMOND     -0.0008116119
## All:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:DIAMOND         -0.0050008511
## Bacteria:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:DIAMOND    -0.0023032786
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:DIAMOND   -0.0088782786
## All:CUPP-Bacteria:dbCAN_4:DIAMOND                      -0.0301716844
## Bacteria:CUPP-Bacteria:dbCAN_4:DIAMOND                 -0.0311282786
## Eukaryote:CUPP-Bacteria:dbCAN_4:DIAMOND                -0.0303949452
## All:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:DIAMOND        -0.0085925178
## Bacteria:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:DIAMOND   -0.0058949452
## Eukaryote:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:DIAMOND  -0.0124699452
## All:CUPP-Eukaryote:dbCAN_4:DIAMOND                     -0.0337633511
## Bacteria:CUPP-Eukaryote:dbCAN_4:DIAMOND                -0.0347199452
## Eukaryote:CUPP-Eukaryote:dbCAN_4:DIAMOND               -0.0339866119
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4:dbCAN-sub       -0.0005258511
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4:dbCAN-sub      -0.0071008511
## All:CUPP-All:dbCAN_4:dbCAN-sub                         -0.0282844215
## Bacteria:CUPP-All:dbCAN_4:dbCAN-sub                    -0.0293508511
## Eukaryote:CUPP-All:dbCAN_4:dbCAN-sub                   -0.0286175178
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:dbCAN-sub -0.0109782786
## All:CUPP-Bacteria:dbCAN_4:dbCAN-sub                    -0.0322716844
## Bacteria:CUPP-Bacteria:dbCAN_4:dbCAN-sub               -0.0332282786
## Eukaryote:CUPP-Bacteria:dbCAN_4:dbCAN-sub              -0.0324949452
## All:CUPP-Eukaryote:dbCAN_4:dbCAN-sub                   -0.0256966844
## Bacteria:CUPP-Eukaryote:dbCAN_4:dbCAN-sub              -0.0266532786
## Eukaryote:CUPP-Eukaryote:dbCAN_4:dbCAN-sub             -0.0259199452
## Bacteria:CUPP-All:CUPP                                 -0.0041800178
## Eukaryote:CUPP-All:CUPP                                -0.0034466844
## Eukaryote:CUPP-Bacteria:CUPP                           -0.0036699452
##                                                                  upr     p adj
## Bacteria:dbCAN_4-All:dbCAN_4                            5.892518e-03 0.8779199
## Eukaryote:dbCAN_4-All:dbCAN_4                           1.734184e-03 0.8779199
## All:dbCAN_4:HMMER-All:dbCAN_4                          -9.803079e-03 0.0000000
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4                     -8.590816e-03 0.0000000
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4                    -9.615816e-03 0.0000000
## All:dbCAN_4:DIAMOND-All:dbCAN_4                         5.555255e-03 0.3301877
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4                    4.459184e-03 0.9999996
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4                   8.050851e-03 0.0137079
## All:dbCAN_4:dbCAN-sub-All:dbCAN_4                       2.571921e-03 0.9999995
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4                  6.559184e-03 0.4831887
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4                -1.581558e-05 0.0478177
## All:CUPP-All:dbCAN_4                                   -2.259891e-02 0.0000000
## Bacteria:CUPP-All:dbCAN_4                              -2.226582e-02 0.0000000
## Eukaryote:CUPP-All:dbCAN_4                             -2.153248e-02 0.0000000
## Eukaryote:dbCAN_4-Bacteria:dbCAN_4                      2.449452e-04 0.0884004
## All:dbCAN_4:HMMER-Bacteria:dbCAN_4                     -1.118248e-02 0.0000000
## Bacteria:dbCAN_4:HMMER-Bacteria:dbCAN_4                -1.008005e-02 0.0000000
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4               -1.110505e-02 0.0000000
## All:dbCAN_4:DIAMOND-Bacteria:dbCAN_4                    4.175851e-03 1.0000000
## Bacteria:dbCAN_4:DIAMOND-Bacteria:dbCAN_4               2.969945e-03 0.9989136
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4              6.561612e-03 0.9442833
## All:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4                  1.192518e-03 0.5672374
## Bacteria:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4             5.069945e-03 0.9999999
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4           -1.505055e-03 0.0005233
## All:CUPP-Bacteria:dbCAN_4                              -2.397832e-02 0.0000000
## Bacteria:CUPP-Bacteria:dbCAN_4                         -2.375505e-02 0.0000000
## Eukaryote:CUPP-Bacteria:dbCAN_4                        -2.302172e-02 0.0000000
## All:dbCAN_4:HMMER-Eukaryote:dbCAN_4                    -7.024149e-03 0.0000000
## Bacteria:dbCAN_4:HMMER-Eukaryote:dbCAN_4               -5.921721e-03 0.0000000
## Eukaryote:dbCAN_4:HMMER-Eukaryote:dbCAN_4              -6.946721e-03 0.0000000
## All:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4                   8.334184e-03 0.0051928
## Bacteria:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4              7.128279e-03 0.7361635
## Eukaryote:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4             1.071995e-02 0.0001152
## All:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4                 5.350851e-03 0.9900225
## Bacteria:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4            9.228279e-03 0.0166013
## Eukaryote:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4           2.653279e-03 0.9913192
## All:CUPP-Eukaryote:dbCAN_4                             -1.981998e-02 0.0000000
## Bacteria:CUPP-Eukaryote:dbCAN_4                        -1.959672e-02 0.0000000
## Eukaryote:CUPP-Eukaryote:dbCAN_4                       -1.886339e-02 0.0000000
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4:HMMER                4.325851e-03 1.0000000
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4:HMMER               3.300851e-03 1.0000000
## All:dbCAN_4:DIAMOND-All:dbCAN_4:HMMER                   1.847192e-02 0.0000000
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4:HMMER              1.737585e-02 0.0000000
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4:HMMER             2.096752e-02 0.0000000
## All:dbCAN_4:dbCAN-sub-All:dbCAN_4:HMMER                 1.548859e-02 0.0000000
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4:HMMER            1.947585e-02 0.0000000
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4:HMMER           1.290085e-02 0.0000000
## All:CUPP-All:dbCAN_4:HMMER                             -9.682245e-03 0.0000000
## Bacteria:CUPP-All:dbCAN_4:HMMER                        -9.349149e-03 0.0000000
## Eukaryote:CUPP-All:dbCAN_4:HMMER                       -8.615816e-03 0.0000000
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4:HMMER          3.378279e-03 0.9999791
## All:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:HMMER              1.865918e-02 0.0000000
## Bacteria:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:HMMER         1.745328e-02 0.0000000
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:HMMER        2.104495e-02 0.0000000
## All:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:HMMER            1.567585e-02 0.0000000
## Bacteria:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:HMMER       1.955328e-02 0.0000000
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:HMMER      1.297828e-02 0.0000000
## All:CUPP-Bacteria:dbCAN_4:HMMER                        -9.494982e-03 0.0000000
## Bacteria:CUPP-Bacteria:dbCAN_4:HMMER                   -9.271721e-03 0.0000000
## Eukaryote:CUPP-Bacteria:dbCAN_4:HMMER                  -8.538388e-03 0.0000000
## All:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:HMMER             1.968418e-02 0.0000000
## Bacteria:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:HMMER        1.847828e-02 0.0000000
## Eukaryote:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:HMMER       2.206995e-02 0.0000000
## All:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:HMMER           1.670085e-02 0.0000000
## Bacteria:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:HMMER      2.057828e-02 0.0000000
## Eukaryote:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:HMMER     1.400328e-02 0.0000000
## All:CUPP-Eukaryote:dbCAN_4:HMMER                       -8.469982e-03 0.0000000
## Bacteria:CUPP-Eukaryote:dbCAN_4:HMMER                  -8.246721e-03 0.0000000
## Eukaryote:CUPP-Eukaryote:dbCAN_4:HMMER                 -7.513388e-03 0.0000000
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4:DIAMOND            2.017518e-03 0.9597235
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4:DIAMOND           5.609184e-03 0.9597235
## All:dbCAN_4:dbCAN-sub-All:dbCAN_4:DIAMOND               1.302548e-04 0.0771415
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4:DIAMOND          4.117518e-03 1.0000000
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4:DIAMOND        -2.457482e-03 0.0000025
## All:CUPP-All:dbCAN_4:DIAMOND                           -2.504058e-02 0.0000000
## Bacteria:CUPP-All:dbCAN_4:DIAMOND                      -2.470748e-02 0.0000000
## Eukaryote:CUPP-All:dbCAN_4:DIAMOND                     -2.397415e-02 0.0000000
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:DIAMOND      7.994945e-03 0.2653212
## All:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:DIAMOND          2.625851e-03 0.9993369
## Bacteria:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:DIAMOND     6.503279e-03 0.9553075
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:DIAMOND   -7.172145e-05 0.0418918
## All:CUPP-Bacteria:dbCAN_4:DIAMOND                      -2.254498e-02 0.0000000
## Bacteria:CUPP-Bacteria:dbCAN_4:DIAMOND                 -2.232172e-02 0.0000000
## Eukaryote:CUPP-Bacteria:dbCAN_4:DIAMOND                -2.158839e-02 0.0000000
## All:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:DIAMOND        -9.658156e-04 0.0020001
## Bacteria:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:DIAMOND    2.911612e-03 0.9983212
## Eukaryote:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:DIAMOND  -3.663388e-03 0.0000001
## All:CUPP-Eukaryote:dbCAN_4:DIAMOND                     -2.613665e-02 0.0000000
## Bacteria:CUPP-Eukaryote:dbCAN_4:DIAMOND                -2.591339e-02 0.0000000
## Eukaryote:CUPP-Eukaryote:dbCAN_4:DIAMOND               -2.518005e-02 0.0000000
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4:dbCAN-sub        7.100851e-03 0.1852148
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4:dbCAN-sub       5.258511e-04 0.1852148
## All:CUPP-All:dbCAN_4:dbCAN-sub                         -2.205725e-02 0.0000000
## Bacteria:CUPP-All:dbCAN_4:dbCAN-sub                    -2.172415e-02 0.0000000
## Eukaryote:CUPP-All:dbCAN_4:dbCAN-sub                   -2.099082e-02 0.0000000
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:dbCAN-sub -2.171721e-03 0.0000419
## All:CUPP-Bacteria:dbCAN_4:dbCAN-sub                    -2.464498e-02 0.0000000
## Bacteria:CUPP-Bacteria:dbCAN_4:dbCAN-sub               -2.442172e-02 0.0000000
## Eukaryote:CUPP-Bacteria:dbCAN_4:dbCAN-sub              -2.368839e-02 0.0000000
## All:CUPP-Eukaryote:dbCAN_4:dbCAN-sub                   -1.806998e-02 0.0000000
## Bacteria:CUPP-Eukaryote:dbCAN_4:dbCAN-sub              -1.784672e-02 0.0000000
## Eukaryote:CUPP-Eukaryote:dbCAN_4:dbCAN-sub             -1.711339e-02 0.0000000
## Bacteria:CUPP-All:CUPP                                  3.446684e-03 1.0000000
## Eukaryote:CUPP-All:CUPP                                 4.180018e-03 1.0000000
## Eukaryote:CUPP-Bacteria:CUPP                            5.136612e-03 0.9999997
##                               Df Sum Sq Mean Sq F value   Pr(>F)    
## Tax_group                      2      0   0.180   3.463 0.031348 *  
## Prediction_tool                4    122  30.493 585.609  < 2e-16 ***
## Tax_group:Prediction_tool      8      2   0.193   3.701 0.000248 ***
## Residuals                 159985   8331   0.052                     
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

Statistically significant difference was detected so follow up with a Tukey test to determine if there are differences between groups.

##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = Adjusted_Rand_index_freq ~ Tax_group * Prediction_tool, data = class_tax_ri_ari_df.df)
## 
## $`Tax_group:Prediction_tool`
##                                                                 diff
## Bacteria:dbCAN_4-All:dbCAN_4                            0.0048822709
## Eukaryote:dbCAN_4-All:dbCAN_4                          -0.0048822709
## All:dbCAN_4:HMMER-All:dbCAN_4                          -0.0354371108
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4                     -0.0352604289
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4                    -0.0356137926
## All:dbCAN_4:DIAMOND-All:dbCAN_4                         0.0061464454
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4                    0.0014381610
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4                   0.0108547297
## All:dbCAN_4:dbCAN-sub-All:dbCAN_4                      -0.0013459900
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4                  0.0069620300
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4                -0.0096540100
## All:CUPP-All:dbCAN_4                                   -0.0662991870
## Bacteria:CUPP-All:dbCAN_4                              -0.0643422782
## Eukaryote:CUPP-All:dbCAN_4                             -0.0682560958
## Eukaryote:dbCAN_4-Bacteria:dbCAN_4                     -0.0097645417
## All:dbCAN_4:HMMER-Bacteria:dbCAN_4                     -0.0403193816
## Bacteria:dbCAN_4:HMMER-Bacteria:dbCAN_4                -0.0401426998
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4               -0.0404960635
## All:dbCAN_4:DIAMOND-Bacteria:dbCAN_4                    0.0012641745
## Bacteria:dbCAN_4:DIAMOND-Bacteria:dbCAN_4              -0.0034441099
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4              0.0059724589
## All:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4                 -0.0062282609
## Bacteria:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4             0.0020797591
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4           -0.0145362808
## All:CUPP-Bacteria:dbCAN_4                              -0.0711814579
## Bacteria:CUPP-Bacteria:dbCAN_4                         -0.0692245491
## Eukaryote:CUPP-Bacteria:dbCAN_4                        -0.0731383666
## All:dbCAN_4:HMMER-Eukaryote:dbCAN_4                    -0.0305548399
## Bacteria:dbCAN_4:HMMER-Eukaryote:dbCAN_4               -0.0303781580
## Eukaryote:dbCAN_4:HMMER-Eukaryote:dbCAN_4              -0.0307315217
## All:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4                   0.0110287162
## Bacteria:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4              0.0063204318
## Eukaryote:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4             0.0157370006
## All:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4                 0.0035362808
## Bacteria:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4            0.0118443008
## Eukaryote:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4          -0.0047717391
## All:CUPP-Eukaryote:dbCAN_4                             -0.0614169161
## Bacteria:CUPP-Eukaryote:dbCAN_4                        -0.0594600074
## Eukaryote:CUPP-Eukaryote:dbCAN_4                       -0.0633738249
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4:HMMER                0.0001766818
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4:HMMER              -0.0001766818
## All:dbCAN_4:DIAMOND-All:dbCAN_4:HMMER                   0.0415835561
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4:HMMER              0.0368752717
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4:HMMER             0.0462918405
## All:dbCAN_4:dbCAN-sub-All:dbCAN_4:HMMER                 0.0340911207
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4:HMMER            0.0423991407
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4:HMMER           0.0257831008
## All:CUPP-All:dbCAN_4:HMMER                             -0.0308620763
## Bacteria:CUPP-All:dbCAN_4:HMMER                        -0.0289051675
## Eukaryote:CUPP-All:dbCAN_4:HMMER                       -0.0328189850
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4:HMMER         -0.0003533637
## All:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:HMMER              0.0414068743
## Bacteria:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:HMMER         0.0366985899
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:HMMER        0.0461151586
## All:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:HMMER            0.0339144389
## Bacteria:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:HMMER       0.0422224589
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:HMMER      0.0256064189
## All:CUPP-Bacteria:dbCAN_4:HMMER                        -0.0310387581
## Bacteria:CUPP-Bacteria:dbCAN_4:HMMER                   -0.0290818493
## Eukaryote:CUPP-Bacteria:dbCAN_4:HMMER                  -0.0329956669
## All:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:HMMER             0.0417602380
## Bacteria:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:HMMER        0.0370519536
## Eukaryote:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:HMMER       0.0464685223
## All:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:HMMER           0.0342678026
## Bacteria:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:HMMER      0.0425758226
## Eukaryote:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:HMMER     0.0259597826
## All:CUPP-Eukaryote:dbCAN_4:HMMER                       -0.0306853944
## Bacteria:CUPP-Eukaryote:dbCAN_4:HMMER                  -0.0287284856
## Eukaryote:CUPP-Eukaryote:dbCAN_4:HMMER                 -0.0326423032
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4:DIAMOND           -0.0047082844
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4:DIAMOND           0.0047082844
## All:dbCAN_4:dbCAN-sub-All:dbCAN_4:DIAMOND              -0.0074924354
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4:DIAMOND          0.0008155846
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4:DIAMOND        -0.0158004553
## All:CUPP-All:dbCAN_4:DIAMOND                           -0.0724456324
## Bacteria:CUPP-All:dbCAN_4:DIAMOND                      -0.0704887236
## Eukaryote:CUPP-All:dbCAN_4:DIAMOND                     -0.0744025411
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:DIAMOND      0.0094165687
## All:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:DIAMOND         -0.0027841510
## Bacteria:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:DIAMOND     0.0055238690
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:DIAMOND   -0.0110921710
## All:CUPP-Bacteria:dbCAN_4:DIAMOND                      -0.0677373480
## Bacteria:CUPP-Bacteria:dbCAN_4:DIAMOND                 -0.0657804392
## Eukaryote:CUPP-Bacteria:dbCAN_4:DIAMOND                -0.0696942568
## All:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:DIAMOND        -0.0122007197
## Bacteria:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:DIAMOND   -0.0038926998
## Eukaryote:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:DIAMOND  -0.0205087397
## All:CUPP-Eukaryote:dbCAN_4:DIAMOND                     -0.0771539167
## Bacteria:CUPP-Eukaryote:dbCAN_4:DIAMOND                -0.0751970080
## Eukaryote:CUPP-Eukaryote:dbCAN_4:DIAMOND               -0.0791108255
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4:dbCAN-sub        0.0083080200
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4:dbCAN-sub      -0.0083080200
## All:CUPP-All:dbCAN_4:dbCAN-sub                         -0.0649531970
## Bacteria:CUPP-All:dbCAN_4:dbCAN-sub                    -0.0629962882
## Eukaryote:CUPP-All:dbCAN_4:dbCAN-sub                   -0.0669101058
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:dbCAN-sub -0.0166160400
## All:CUPP-Bacteria:dbCAN_4:dbCAN-sub                    -0.0732612170
## Bacteria:CUPP-Bacteria:dbCAN_4:dbCAN-sub               -0.0713043082
## Eukaryote:CUPP-Bacteria:dbCAN_4:dbCAN-sub              -0.0752181257
## All:CUPP-Eukaryote:dbCAN_4:dbCAN-sub                   -0.0566451770
## Bacteria:CUPP-Eukaryote:dbCAN_4:dbCAN-sub              -0.0546882683
## Eukaryote:CUPP-Eukaryote:dbCAN_4:dbCAN-sub             -0.0586020858
## Bacteria:CUPP-All:CUPP                                  0.0019569088
## Eukaryote:CUPP-All:CUPP                                -0.0019569088
## Eukaryote:CUPP-Bacteria:CUPP                           -0.0039138175
##                                                                  lwr
## Bacteria:dbCAN_4-All:dbCAN_4                           -0.0057140640
## Eukaryote:dbCAN_4-All:dbCAN_4                          -0.0154786057
## All:dbCAN_4:HMMER-All:dbCAN_4                          -0.0440889819
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4                     -0.0458567637
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4                    -0.0462101274
## All:dbCAN_4:DIAMOND-All:dbCAN_4                        -0.0025054258
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4                   -0.0091581738
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4                   0.0002583949
## All:dbCAN_4:dbCAN-sub-All:dbCAN_4                      -0.0099978612
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4                 -0.0036343049
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4                -0.0202503448
## All:CUPP-All:dbCAN_4                                   -0.0749510582
## Bacteria:CUPP-All:dbCAN_4                              -0.0749386131
## Eukaryote:CUPP-All:dbCAN_4                             -0.0788524306
## Eukaryote:dbCAN_4-Bacteria:dbCAN_4                     -0.0220001353
## All:dbCAN_4:HMMER-Bacteria:dbCAN_4                     -0.0509157164
## Bacteria:dbCAN_4:HMMER-Bacteria:dbCAN_4                -0.0523782933
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4               -0.0527316570
## All:dbCAN_4:DIAMOND-Bacteria:dbCAN_4                   -0.0093321603
## Bacteria:dbCAN_4:DIAMOND-Bacteria:dbCAN_4              -0.0156797034
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4             -0.0062631347
## All:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4                 -0.0168245957
## Bacteria:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4            -0.0101558344
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4           -0.0267718744
## All:CUPP-Bacteria:dbCAN_4                              -0.0817777927
## Bacteria:CUPP-Bacteria:dbCAN_4                         -0.0814601426
## Eukaryote:CUPP-Bacteria:dbCAN_4                        -0.0853739602
## All:dbCAN_4:HMMER-Eukaryote:dbCAN_4                    -0.0411511747
## Bacteria:dbCAN_4:HMMER-Eukaryote:dbCAN_4               -0.0426137516
## Eukaryote:dbCAN_4:HMMER-Eukaryote:dbCAN_4              -0.0429671153
## All:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4                   0.0004323814
## Bacteria:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4             -0.0059151617
## Eukaryote:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4             0.0035014070
## All:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4                -0.0070600540
## Bacteria:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4           -0.0003912927
## Eukaryote:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4          -0.0170073327
## All:CUPP-Eukaryote:dbCAN_4                             -0.0720132510
## Bacteria:CUPP-Eukaryote:dbCAN_4                        -0.0716956009
## Eukaryote:CUPP-Eukaryote:dbCAN_4                       -0.0756094184
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4:HMMER               -0.0104196530
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4:HMMER              -0.0107730167
## All:dbCAN_4:DIAMOND-All:dbCAN_4:HMMER                   0.0329316849
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4:HMMER              0.0262789369
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4:HMMER             0.0356955056
## All:dbCAN_4:dbCAN-sub-All:dbCAN_4:HMMER                 0.0254392496
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4:HMMER            0.0318028059
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4:HMMER           0.0151867659
## All:CUPP-All:dbCAN_4:HMMER                             -0.0395139474
## Bacteria:CUPP-All:dbCAN_4:HMMER                        -0.0395015023
## Eukaryote:CUPP-All:dbCAN_4:HMMER                       -0.0434153199
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4:HMMER         -0.0125889572
## All:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:HMMER              0.0308105394
## Bacteria:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:HMMER         0.0244629964
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:HMMER        0.0338795651
## All:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:HMMER            0.0233181041
## Bacteria:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:HMMER       0.0299868653
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:HMMER      0.0133708254
## All:CUPP-Bacteria:dbCAN_4:HMMER                        -0.0416350929
## Bacteria:CUPP-Bacteria:dbCAN_4:HMMER                   -0.0413174429
## Eukaryote:CUPP-Bacteria:dbCAN_4:HMMER                  -0.0452312604
## All:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:HMMER             0.0311639031
## Bacteria:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:HMMER        0.0248163600
## Eukaryote:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:HMMER       0.0342329288
## All:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:HMMER           0.0236714678
## Bacteria:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:HMMER      0.0303402290
## Eukaryote:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:HMMER     0.0137241891
## All:CUPP-Eukaryote:dbCAN_4:HMMER                       -0.0412817292
## Bacteria:CUPP-Eukaryote:dbCAN_4:HMMER                  -0.0409640792
## Eukaryote:CUPP-Eukaryote:dbCAN_4:HMMER                 -0.0448778967
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4:DIAMOND           -0.0153046192
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4:DIAMOND          -0.0058880505
## All:dbCAN_4:dbCAN-sub-All:dbCAN_4:DIAMOND              -0.0161443065
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4:DIAMOND         -0.0097807502
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4:DIAMOND        -0.0263967902
## All:CUPP-All:dbCAN_4:DIAMOND                           -0.0810975035
## Bacteria:CUPP-All:dbCAN_4:DIAMOND                      -0.0810850584
## Eukaryote:CUPP-All:dbCAN_4:DIAMOND                     -0.0849988760
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:DIAMOND     -0.0028190248
## All:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:DIAMOND         -0.0133804858
## Bacteria:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:DIAMOND    -0.0067117246
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:DIAMOND   -0.0233277645
## All:CUPP-Bacteria:dbCAN_4:DIAMOND                      -0.0783336828
## Bacteria:CUPP-Bacteria:dbCAN_4:DIAMOND                 -0.0780160328
## Eukaryote:CUPP-Bacteria:dbCAN_4:DIAMOND                -0.0819298503
## All:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:DIAMOND        -0.0227970546
## Bacteria:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:DIAMOND   -0.0161282933
## Eukaryote:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:DIAMOND  -0.0327443333
## All:CUPP-Eukaryote:dbCAN_4:DIAMOND                     -0.0877502516
## Bacteria:CUPP-Eukaryote:dbCAN_4:DIAMOND                -0.0874326015
## Eukaryote:CUPP-Eukaryote:dbCAN_4:DIAMOND               -0.0913464190
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4:dbCAN-sub       -0.0022883149
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4:dbCAN-sub      -0.0189043548
## All:CUPP-All:dbCAN_4:dbCAN-sub                         -0.0736050682
## Bacteria:CUPP-All:dbCAN_4:dbCAN-sub                    -0.0735926231
## Eukaryote:CUPP-All:dbCAN_4:dbCAN-sub                   -0.0775064406
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:dbCAN-sub -0.0288516335
## All:CUPP-Bacteria:dbCAN_4:dbCAN-sub                    -0.0838575518
## Bacteria:CUPP-Bacteria:dbCAN_4:dbCAN-sub               -0.0835399017
## Eukaryote:CUPP-Bacteria:dbCAN_4:dbCAN-sub              -0.0874537193
## All:CUPP-Eukaryote:dbCAN_4:dbCAN-sub                   -0.0672415119
## Bacteria:CUPP-Eukaryote:dbCAN_4:dbCAN-sub              -0.0669238618
## Eukaryote:CUPP-Eukaryote:dbCAN_4:dbCAN-sub             -0.0708376793
## Bacteria:CUPP-All:CUPP                                 -0.0086394261
## Eukaryote:CUPP-All:CUPP                                -0.0125532436
## Eukaryote:CUPP-Bacteria:CUPP                           -0.0161494111
##                                                                  upr     p adj
## Bacteria:dbCAN_4-All:dbCAN_4                            0.0154786057 0.9664804
## Eukaryote:dbCAN_4-All:dbCAN_4                           0.0057140640 0.9664804
## All:dbCAN_4:HMMER-All:dbCAN_4                          -0.0267852396 0.0000000
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4                     -0.0246640941 0.0000000
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4                    -0.0250174578 0.0000000
## All:dbCAN_4:DIAMOND-All:dbCAN_4                         0.0147983165 0.5077465
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4                    0.0120344958 1.0000000
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4                   0.0214510646 0.0383013
## All:dbCAN_4:dbCAN-sub-All:dbCAN_4                       0.0073058812 0.9999999
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4                  0.0175583648 0.6443527
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4                 0.0009423248 0.1210943
## All:CUPP-All:dbCAN_4                                   -0.0576473158 0.0000000
## Bacteria:CUPP-All:dbCAN_4                              -0.0537459434 0.0000000
## Eukaryote:CUPP-All:dbCAN_4                             -0.0576597609 0.0000000
## Eukaryote:dbCAN_4-Bacteria:dbCAN_4                      0.0024710518 0.3006665
## All:dbCAN_4:HMMER-Bacteria:dbCAN_4                     -0.0297230468 0.0000000
## Bacteria:dbCAN_4:HMMER-Bacteria:dbCAN_4                -0.0279071062 0.0000000
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4               -0.0282604699 0.0000000
## All:dbCAN_4:DIAMOND-Bacteria:dbCAN_4                    0.0118605093 1.0000000
## Bacteria:dbCAN_4:DIAMOND-Bacteria:dbCAN_4               0.0087914837 0.9997925
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4              0.0182080524 0.9460995
## All:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4                  0.0043680740 0.8028230
## Bacteria:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4             0.0143153526 0.9999996
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4           -0.0023006873 0.0050186
## All:CUPP-Bacteria:dbCAN_4                              -0.0605851230 0.0000000
## Bacteria:CUPP-Bacteria:dbCAN_4                         -0.0569889556 0.0000000
## Eukaryote:CUPP-Bacteria:dbCAN_4                        -0.0609027731 0.0000000
## All:dbCAN_4:HMMER-Eukaryote:dbCAN_4                    -0.0199585051 0.0000000
## Bacteria:dbCAN_4:HMMER-Eukaryote:dbCAN_4               -0.0181425645 0.0000000
## Eukaryote:dbCAN_4:HMMER-Eukaryote:dbCAN_4              -0.0184959282 0.0000000
## All:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4                   0.0216250511 0.0318314
## Bacteria:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4              0.0185560254 0.9167800
## Eukaryote:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4             0.0279725941 0.0012302
## All:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4                 0.0141326157 0.9985728
## Bacteria:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4            0.0240798944 0.0698425
## Eukaryote:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4           0.0074638544 0.9927878
## All:CUPP-Eukaryote:dbCAN_4                             -0.0508205813 0.0000000
## Bacteria:CUPP-Eukaryote:dbCAN_4                        -0.0472244138 0.0000000
## Eukaryote:CUPP-Eukaryote:dbCAN_4                       -0.0511382314 0.0000000
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4:HMMER                0.0107730167 1.0000000
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4:HMMER               0.0104196530 1.0000000
## All:dbCAN_4:DIAMOND-All:dbCAN_4:HMMER                   0.0502354273 0.0000000
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4:HMMER              0.0474716066 0.0000000
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4:HMMER             0.0568881753 0.0000000
## All:dbCAN_4:dbCAN-sub-All:dbCAN_4:HMMER                 0.0427429919 0.0000000
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4:HMMER            0.0529954756 0.0000000
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4:HMMER           0.0363794356 0.0000000
## All:CUPP-All:dbCAN_4:HMMER                             -0.0222102051 0.0000000
## Bacteria:CUPP-All:dbCAN_4:HMMER                        -0.0183088327 0.0000000
## Eukaryote:CUPP-All:dbCAN_4:HMMER                       -0.0222226502 0.0000000
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4:HMMER          0.0118822298 1.0000000
## All:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:HMMER              0.0520032091 0.0000000
## Bacteria:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:HMMER         0.0489341834 0.0000000
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:HMMER        0.0583507522 0.0000000
## All:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:HMMER            0.0445107737 0.0000000
## Bacteria:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:HMMER       0.0544580524 0.0000000
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:HMMER      0.0378420125 0.0000000
## All:CUPP-Bacteria:dbCAN_4:HMMER                        -0.0204424233 0.0000000
## Bacteria:CUPP-Bacteria:dbCAN_4:HMMER                   -0.0168462558 0.0000000
## Eukaryote:CUPP-Bacteria:dbCAN_4:HMMER                  -0.0207600733 0.0000000
## All:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:HMMER             0.0523565728 0.0000000
## Bacteria:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:HMMER        0.0492875471 0.0000000
## Eukaryote:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:HMMER       0.0587041159 0.0000000
## All:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:HMMER           0.0448641374 0.0000000
## Bacteria:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:HMMER      0.0548114161 0.0000000
## Eukaryote:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:HMMER     0.0381953761 0.0000000
## All:CUPP-Eukaryote:dbCAN_4:HMMER                       -0.0200890596 0.0000000
## Bacteria:CUPP-Eukaryote:dbCAN_4:HMMER                  -0.0164928921 0.0000000
## Eukaryote:CUPP-Eukaryote:dbCAN_4:HMMER                 -0.0204067096 0.0000000
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4:DIAMOND            0.0058880505 0.9755248
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4:DIAMOND           0.0153046192 0.9755248
## All:dbCAN_4:dbCAN-sub-All:dbCAN_4:DIAMOND               0.0011594358 0.1793734
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4:DIAMOND          0.0114119194 1.0000000
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4:DIAMOND        -0.0052041205 0.0000434
## All:CUPP-All:dbCAN_4:DIAMOND                           -0.0637937612 0.0000000
## Bacteria:CUPP-All:dbCAN_4:DIAMOND                      -0.0598923888 0.0000000
## Eukaryote:CUPP-All:dbCAN_4:DIAMOND                     -0.0638062063 0.0000000
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:DIAMOND      0.0216521623 0.3628543
## All:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:DIAMOND          0.0078121838 0.9999084
## Bacteria:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:DIAMOND     0.0177594625 0.9718647
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:DIAMOND    0.0011434226 0.1261807
## All:CUPP-Bacteria:dbCAN_4:DIAMOND                      -0.0571410132 0.0000000
## Bacteria:CUPP-Bacteria:dbCAN_4:DIAMOND                 -0.0535448457 0.0000000
## Eukaryote:CUPP-Bacteria:dbCAN_4:DIAMOND                -0.0574586632 0.0000000
## All:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:DIAMOND        -0.0016043849 0.0081916
## Bacteria:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:DIAMOND    0.0083428938 0.9991571
## Eukaryote:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:DIAMOND  -0.0082731462 0.0000014
## All:CUPP-Eukaryote:dbCAN_4:DIAMOND                     -0.0665575819 0.0000000
## Bacteria:CUPP-Eukaryote:dbCAN_4:DIAMOND                -0.0629614144 0.0000000
## Eukaryote:CUPP-Eukaryote:dbCAN_4:DIAMOND               -0.0668752320 0.0000000
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4:dbCAN-sub        0.0189043548 0.3305167
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4:dbCAN-sub       0.0022883149 0.3305167
## All:CUPP-All:dbCAN_4:dbCAN-sub                         -0.0563013258 0.0000000
## Bacteria:CUPP-All:dbCAN_4:dbCAN-sub                    -0.0523999534 0.0000000
## Eukaryote:CUPP-All:dbCAN_4:dbCAN-sub                   -0.0563137709 0.0000000
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:dbCAN-sub -0.0043804464 0.0004049
## All:CUPP-Bacteria:dbCAN_4:dbCAN-sub                    -0.0626648821 0.0000000
## Bacteria:CUPP-Bacteria:dbCAN_4:dbCAN-sub               -0.0590687147 0.0000000
## Eukaryote:CUPP-Bacteria:dbCAN_4:dbCAN-sub              -0.0629825322 0.0000000
## All:CUPP-Eukaryote:dbCAN_4:dbCAN-sub                   -0.0460488422 0.0000000
## Bacteria:CUPP-Eukaryote:dbCAN_4:dbCAN-sub              -0.0424526747 0.0000000
## Eukaryote:CUPP-Eukaryote:dbCAN_4:dbCAN-sub             -0.0463664922 0.0000000
## Bacteria:CUPP-All:CUPP                                  0.0125532436 0.9999989
## Eukaryote:CUPP-All:CUPP                                 0.0086394261 0.9999989
## Eukaryote:CUPP-Bacteria:CUPP                            0.0083217760 0.9991048

10 CAZy family classification

The following section evaluates the performance of the CAZyme classifiers to predict CAZy family classifications.

10.2 Statsitically testing across all CAZyme classes

Pooling all CAZymes across all test sets, and pooling all CAzyme families from all CAZyme classes, the mean of each statistical metric is tested for statistically significant differences across the CAZyme prediction tools.

10.2.1 Comparing means between CAZyme class and CAZyme family classification performances

Test for a statistically significant difference in the mean between the CAZyme class and CAZyme family classification performances.

##                   Df Sum Sq Mean Sq F value Pr(>F)    
## Prediction_tool    4  13.39   3.347   79.05 <2e-16 ***
## Residuals       2050  86.80   0.042                   
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

10.2.2 Specificity

Table 10.3: Specificity of CAZy family classification per CAZyme classifier
CAZy_class Prediction_tool Mean Standard Deviation Lower CI Upper CI
GH dbCAN_4 1.0000 1e-04 0.9999 1.0000
GH dbCAN_4:HMMER 0.9999 1e-04 0.9999 1.0000
GH dbCAN_4:DIAMOND 0.9999 2e-04 0.9999 1.0000
GH dbCAN_4:dbCAN-sub 0.9999 2e-04 0.9999 1.0000
GH CUPP 0.9999 2e-04 0.9999 1.0000
GT dbCAN_4 0.9999 3e-04 0.9998 0.9999
GT dbCAN_4:HMMER 0.9999 3e-04 0.9998 0.9999
GT dbCAN_4:DIAMOND 0.9999 3e-04 0.9998 0.9999
GT dbCAN_4:dbCAN-sub 0.9998 3e-04 0.9998 0.9999
GT CUPP 0.9999 2e-04 0.9999 1.0000
PL dbCAN_4 1.0000 0e+00 1.0000 1.0000
PL dbCAN_4:HMMER 1.0000 0e+00 1.0000 1.0000
PL dbCAN_4:DIAMOND 1.0000 1e-04 0.9999 1.0000
PL dbCAN_4:dbCAN-sub 1.0000 0e+00 1.0000 1.0000
PL CUPP 1.0000 0e+00 1.0000 1.0000
CE dbCAN_4 0.9996 9e-04 0.9991 1.0000
CE dbCAN_4:HMMER 0.9996 9e-04 0.9991 1.0000
CE dbCAN_4:DIAMOND 0.9996 9e-04 0.9991 1.0000
CE dbCAN_4:dbCAN-sub 0.9996 9e-04 0.9991 1.0000
CE CUPP 0.9996 9e-04 0.9991 1.0001
AA dbCAN_4 0.9996 7e-04 0.9993 1.0000
AA dbCAN_4:HMMER 0.9996 7e-04 0.9993 1.0000
AA dbCAN_4:DIAMOND 0.9996 6e-04 0.9993 0.9999
AA dbCAN_4:dbCAN-sub 0.9996 7e-04 0.9993 1.0000
AA CUPP 0.9997 7e-04 0.9993 1.0000
CBM dbCAN_4 0.9999 4e-04 0.9998 1.0000
CBM dbCAN_4:HMMER 0.9999 4e-04 0.9998 1.0000
CBM dbCAN_4:DIAMOND 0.9999 2e-04 0.9998 0.9999
CBM dbCAN_4:dbCAN-sub 0.9998 5e-04 0.9997 1.0000
CBM CUPP 1.0000 0e+00 1.0000 1.0000
95% confidence intervals of the specificity of CAZy family classification across all CAZy families per CAZy class, for each CAZyme classifier.

Figure 10.3: 95% confidence intervals of the specificity of CAZy family classification across all CAZy families per CAZy class, for each CAZyme classifier.

Scatter plot of overlaying a one-dimensional box-and-whisker plot of specificity for each CAZy family for each CAZyme classifier. Each CAZy family is represented as a single point on the plot.

Figure 10.4: Scatter plot of overlaying a one-dimensional box-and-whisker plot of specificity for each CAZy family for each CAZyme classifier. Each CAZy family is represented as a single point on the plot.

Test for significant differences between the means of the tools using a one-way ANOVA.

##                   Df    Sum Sq   Mean Sq F value Pr(>F)
## Prediction_tool    4 5.100e-07 1.272e-07   1.006  0.403
## Residuals       1620 2.048e-04 1.264e-07

The means are statistically significantly different, therefore, use a post hoc Turkey HSD test to determine between which tools the means are significantly difference.

##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = Statistical_parameter ~ Prediction_tool, data = fam_subset_spec_all)
## 
## $Prediction_tool
##                                            diff           lwr          upr
## dbCAN_4:HMMER-dbCAN_4             -3.888500e-06 -7.977377e-05 7.199677e-05
## dbCAN_4:DIAMOND-dbCAN_4           -1.700975e-05 -9.330445e-05 5.928495e-05
## dbCAN_4:dbCAN-sub-dbCAN_4         -1.817296e-05 -9.417365e-05 5.782773e-05
## CUPP-dbCAN_4                       3.093845e-05 -4.541601e-05 1.072929e-04
## dbCAN_4:DIAMOND-dbCAN_4:HMMER     -1.312125e-05 -8.924291e-05 6.300040e-05
## dbCAN_4:dbCAN-sub-dbCAN_4:HMMER   -1.428446e-05 -9.011143e-05 6.154251e-05
## CUPP-dbCAN_4:HMMER                 3.482695e-05 -4.135460e-05 1.110085e-04
## dbCAN_4:dbCAN-sub-dbCAN_4:DIAMOND -1.163209e-06 -7.739992e-05 7.507350e-05
## CUPP-dbCAN_4:DIAMOND               4.794820e-05 -2.864119e-05 1.245376e-04
## CUPP-dbCAN_4:dbCAN-sub             4.911141e-05 -2.718511e-05 1.254079e-04
##                                       p adj
## dbCAN_4:HMMER-dbCAN_4             0.9999138
## dbCAN_4:DIAMOND-dbCAN_4           0.9737306
## dbCAN_4:dbCAN-sub-dbCAN_4         0.9661090
## CUPP-dbCAN_4                      0.8031741
## dbCAN_4:DIAMOND-dbCAN_4:HMMER     0.9899508
## dbCAN_4:dbCAN-sub-dbCAN_4:HMMER   0.9859450
## CUPP-dbCAN_4:HMMER                0.7228148
## dbCAN_4:dbCAN-sub-dbCAN_4:DIAMOND 0.9999993
## CUPP-dbCAN_4:DIAMOND              0.4282173
## CUPP-dbCAN_4:dbCAN-sub            0.3988456

Now test for statistically significant differences between CAZy classes using a two-way ANOVA.

##                              Df    Sum Sq   Mean Sq F value Pr(>F)    
## CAZy_class                    5 1.616e-05 3.232e-06  27.402 <2e-16 ***
## Prediction_tool               4 5.000e-07 1.260e-07   1.068  0.371    
## CAZy_class:Prediction_tool   20 5.600e-07 2.800e-08   0.237  1.000    
## Residuals                  1595 1.881e-04 1.180e-07                   
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

Statistically significant difference was detected so follow up with a Tukey test to determine if there are differences between specific groups.

##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = Statistical_parameter ~ CAZy_class * Prediction_tool, data = fam_subset_spec_all)
## 
## $`CAZy_class:Prediction_tool`
##                                                     diff           lwr
## GT:dbCAN_4-GH:dbCAN_4                      -8.289361e-05 -2.673711e-04
## PL:dbCAN_4-GH:dbCAN_4                       2.836995e-05 -2.622707e-04
## CE:dbCAN_4-GH:dbCAN_4                      -3.527867e-04 -6.761494e-04
## AA:dbCAN_4-GH:dbCAN_4                      -3.121241e-04 -6.528820e-04
## CBM:dbCAN_4-GH:dbCAN_4                     -5.988855e-05 -2.644599e-04
## GH:dbCAN_4:HMMER-GH:dbCAN_4                -5.418129e-06 -1.606952e-04
## GT:dbCAN_4:HMMER-GH:dbCAN_4                -9.247990e-05 -2.761852e-04
## PL:dbCAN_4:HMMER-GH:dbCAN_4                 2.834376e-05 -2.622969e-04
## CE:dbCAN_4:HMMER-GH:dbCAN_4                -3.806808e-04 -7.040435e-04
## AA:dbCAN_4:HMMER-GH:dbCAN_4                -3.202315e-04 -6.609895e-04
## CBM:dbCAN_4:HMMER-GH:dbCAN_4               -4.667375e-05 -2.512451e-04
## GH:dbCAN_4:DIAMOND-GH:dbCAN_4              -3.281785e-05 -1.892326e-04
## GT:dbCAN_4:DIAMOND-GH:dbCAN_4              -8.216354e-05 -2.666410e-04
## PL:dbCAN_4:DIAMOND-GH:dbCAN_4               1.282445e-05 -2.778162e-04
## CE:dbCAN_4:DIAMOND-GH:dbCAN_4              -3.927674e-04 -7.244297e-04
## AA:dbCAN_4:DIAMOND-GH:dbCAN_4              -3.458398e-04 -6.865978e-04
## CBM:dbCAN_4:DIAMOND-GH:dbCAN_4             -5.422648e-05 -2.601138e-04
## GH:dbCAN_4:dbCAN-sub-GH:dbCAN_4            -1.213742e-05 -1.676935e-04
## GT:dbCAN_4:dbCAN-sub-GH:dbCAN_4            -1.013608e-04 -2.858382e-04
## PL:dbCAN_4:dbCAN-sub-GH:dbCAN_4             2.838825e-05 -2.622524e-04
## CE:dbCAN_4:dbCAN-sub-GH:dbCAN_4            -3.592661e-04 -6.826287e-04
## AA:dbCAN_4:dbCAN-sub-GH:dbCAN_4            -3.271386e-04 -6.678965e-04
## CBM:dbCAN_4:dbCAN-sub-GH:dbCAN_4           -1.057825e-04 -3.103539e-04
## GH:CUPP-GH:dbCAN_4                         -4.616972e-06 -1.610318e-04
## GT:CUPP-GH:dbCAN_4                         -3.866359e-05 -2.239304e-04
## PL:CUPP-GH:dbCAN_4                          3.897120e-05 -2.516694e-04
## CE:CUPP-GH:dbCAN_4                         -3.345131e-04 -6.661754e-04
## AA:CUPP-GH:dbCAN_4                         -2.826278e-04 -6.233857e-04
## CBM:CUPP-GH:dbCAN_4                         4.969937e-05 -1.561879e-04
## PL:dbCAN_4-GT:dbCAN_4                       1.112636e-04 -1.956863e-04
## CE:dbCAN_4-GT:dbCAN_4                      -2.698931e-04 -6.079902e-04
## AA:dbCAN_4-GT:dbCAN_4                      -2.292305e-04 -5.840011e-04
## CBM:dbCAN_4-GT:dbCAN_4                      2.300506e-05 -2.041418e-04
## GH:dbCAN_4:HMMER-GT:dbCAN_4                 7.747548e-05 -1.065278e-04
## GT:dbCAN_4:HMMER-GT:dbCAN_4                -9.586289e-06 -2.181382e-04
## PL:dbCAN_4:HMMER-GT:dbCAN_4                 1.112374e-04 -1.957125e-04
## CE:dbCAN_4:HMMER-GT:dbCAN_4                -2.977872e-04 -6.358843e-04
## AA:dbCAN_4:HMMER-GT:dbCAN_4                -2.373379e-04 -5.921085e-04
## CBM:dbCAN_4:HMMER-GT:dbCAN_4                3.621987e-05 -1.909270e-04
## GH:dbCAN_4:DIAMOND-GT:dbCAN_4               5.007576e-05 -1.348886e-04
## GT:dbCAN_4:DIAMOND-GT:dbCAN_4               7.300717e-07 -2.085022e-04
## PL:dbCAN_4:DIAMOND-GT:dbCAN_4               9.571807e-05 -2.112318e-04
## CE:dbCAN_4:DIAMOND-GT:dbCAN_4              -3.098738e-04 -6.559173e-04
## AA:dbCAN_4:DIAMOND-GT:dbCAN_4              -2.629462e-04 -6.177169e-04
## CBM:dbCAN_4:DIAMOND-GT:dbCAN_4              2.866713e-05 -1.996655e-04
## GH:dbCAN_4:dbCAN-sub-GT:dbCAN_4             7.075620e-05 -1.134826e-04
## GT:dbCAN_4:dbCAN-sub-GT:dbCAN_4            -1.846717e-05 -2.276995e-04
## PL:dbCAN_4:dbCAN-sub-GT:dbCAN_4             1.112819e-04 -1.956680e-04
## CE:dbCAN_4:dbCAN-sub-GT:dbCAN_4            -2.763725e-04 -6.144695e-04
## AA:dbCAN_4:dbCAN-sub-GT:dbCAN_4            -2.442450e-04 -5.990156e-04
## CBM:dbCAN_4:dbCAN-sub-GT:dbCAN_4           -2.288887e-05 -2.500357e-04
## GH:CUPP-GT:dbCAN_4                          7.827664e-05 -1.066877e-04
## GT:CUPP-GT:dbCAN_4                          4.423003e-05 -1.656986e-04
## PL:CUPP-GT:dbCAN_4                          1.218648e-04 -1.850850e-04
## CE:CUPP-GT:dbCAN_4                         -2.516195e-04 -5.976630e-04
## AA:CUPP-GT:dbCAN_4                         -1.997342e-04 -5.545048e-04
## CBM:CUPP-GT:dbCAN_4                         1.325930e-04 -9.573968e-05
## CE:dbCAN_4-PL:dbCAN_4                      -3.811567e-04 -7.870504e-04
## AA:dbCAN_4-PL:dbCAN_4                      -3.404941e-04 -7.603777e-04
## CBM:dbCAN_4-PL:dbCAN_4                     -8.825850e-05 -4.076888e-04
## GH:dbCAN_4:HMMER-PL:dbCAN_4                -3.378808e-05 -3.241280e-04
## GT:dbCAN_4:HMMER-PL:dbCAN_4                -1.208499e-04 -4.273363e-04
## PL:dbCAN_4:HMMER-PL:dbCAN_4                -2.619166e-08 -3.803659e-04
## CE:dbCAN_4:HMMER-PL:dbCAN_4                -4.090508e-04 -8.149444e-04
## AA:dbCAN_4:HMMER-PL:dbCAN_4                -3.486015e-04 -7.684851e-04
## CBM:dbCAN_4:HMMER-PL:dbCAN_4               -7.504370e-05 -3.944740e-04
## GH:dbCAN_4:DIAMOND-PL:dbCAN_4              -6.118780e-05 -3.521377e-04
## GT:dbCAN_4:DIAMOND-PL:dbCAN_4              -1.105335e-04 -4.174833e-04
## PL:dbCAN_4:DIAMOND-PL:dbCAN_4              -1.554550e-05 -3.958852e-04
## CE:dbCAN_4:DIAMOND-PL:dbCAN_4              -4.211374e-04 -8.336736e-04
## AA:dbCAN_4:DIAMOND-PL:dbCAN_4              -3.742098e-04 -7.940934e-04
## CBM:dbCAN_4:DIAMOND-PL:dbCAN_4             -8.259643e-05 -4.028711e-04
## GH:dbCAN_4:dbCAN-sub-PL:dbCAN_4            -4.050737e-05 -3.309966e-04
## GT:dbCAN_4:dbCAN-sub-PL:dbCAN_4            -1.297307e-04 -4.366806e-04
## PL:dbCAN_4:dbCAN-sub-PL:dbCAN_4             1.829597e-08 -3.803214e-04
## CE:dbCAN_4:dbCAN-sub-PL:dbCAN_4            -3.876360e-04 -7.935297e-04
## AA:dbCAN_4:dbCAN-sub-PL:dbCAN_4            -3.555085e-04 -7.753921e-04
## CBM:dbCAN_4:dbCAN-sub-PL:dbCAN_4           -1.341524e-04 -4.535828e-04
## GH:CUPP-PL:dbCAN_4                         -3.298692e-05 -3.239369e-04
## GT:CUPP-PL:dbCAN_4                         -6.703354e-05 -3.744584e-04
## PL:CUPP-PL:dbCAN_4                          1.060125e-05 -3.697384e-04
## CE:CUPP-PL:dbCAN_4                         -3.628831e-04 -7.754193e-04
## AA:CUPP-PL:dbCAN_4                         -3.109977e-04 -7.308813e-04
## CBM:CUPP-PL:dbCAN_4                         2.132942e-05 -2.989452e-04
## AA:dbCAN_4-CE:dbCAN_4                       4.066262e-05 -4.025006e-04
## CBM:dbCAN_4-CE:dbCAN_4                      2.928982e-04 -5.656879e-05
## GH:dbCAN_4:HMMER-CE:dbCAN_4                 3.473686e-04  2.427622e-05
## GT:dbCAN_4:HMMER-CE:dbCAN_4                 2.603068e-04 -7.736959e-05
## PL:dbCAN_4:HMMER-CE:dbCAN_4                 3.811305e-04 -2.476320e-05
## CE:dbCAN_4:HMMER-CE:dbCAN_4                -2.789408e-05 -4.578256e-04
## AA:dbCAN_4:HMMER-CE:dbCAN_4                 3.255520e-05 -4.106081e-04
## CBM:dbCAN_4:HMMER-CE:dbCAN_4                3.061130e-04 -4.335398e-05
## GH:dbCAN_4:DIAMOND-CE:dbCAN_4               3.199689e-04 -3.671808e-06
## GT:dbCAN_4:DIAMOND-CE:dbCAN_4               2.706232e-04 -6.747389e-05
## PL:dbCAN_4:DIAMOND-CE:dbCAN_4               3.656112e-04 -4.028250e-05
## CE:dbCAN_4:DIAMOND-CE:dbCAN_4              -3.998068e-05 -4.761889e-04
## AA:dbCAN_4:DIAMOND-CE:dbCAN_4               6.946894e-06 -4.362164e-04
## CBM:dbCAN_4:DIAMOND-CE:dbCAN_4              2.985602e-04 -5.167864e-05
## GH:dbCAN_4:dbCAN-sub-CE:dbCAN_4             3.406493e-04  1.742275e-05
## GT:dbCAN_4:dbCAN-sub-CE:dbCAN_4             2.514259e-04 -8.667113e-05
## PL:dbCAN_4:dbCAN-sub-CE:dbCAN_4             3.811750e-04 -2.471871e-05
## CE:dbCAN_4:dbCAN-sub-CE:dbCAN_4            -6.479344e-06 -4.364109e-04
## AA:dbCAN_4:dbCAN-sub-CE:dbCAN_4             2.564815e-05 -4.175151e-04
## CBM:dbCAN_4:dbCAN-sub-CE:dbCAN_4            2.470042e-04 -1.024627e-04
## GH:CUPP-CE:dbCAN_4                          3.481698e-04  2.452907e-05
## GT:CUPP-CE:dbCAN_4                          3.141231e-04 -2.440527e-05
## PL:CUPP-CE:dbCAN_4                          3.917579e-04 -1.413576e-05
## CE:CUPP-CE:dbCAN_4                          1.827362e-05 -4.179346e-04
## AA:CUPP-CE:dbCAN_4                          7.015896e-05 -3.730043e-04
## CBM:CUPP-CE:dbCAN_4                         4.024861e-04  5.224721e-05
## CBM:dbCAN_4-AA:dbCAN_4                      2.522356e-04 -1.133868e-04
## GH:dbCAN_4:HMMER-AA:dbCAN_4                 3.067060e-04 -3.379549e-05
## GT:dbCAN_4:HMMER-AA:dbCAN_4                 2.196442e-04 -1.347256e-04
## PL:dbCAN_4:HMMER-AA:dbCAN_4                 3.404679e-04 -7.941575e-05
## CE:dbCAN_4:HMMER-AA:dbCAN_4                -6.855670e-05 -5.117200e-04
## AA:dbCAN_4:HMMER-AA:dbCAN_4                -8.107420e-06 -4.641187e-04
## CBM:dbCAN_4:HMMER-AA:dbCAN_4                2.654504e-04 -1.001720e-04
## GH:dbCAN_4:DIAMOND-AA:dbCAN_4               2.793063e-04 -6.171553e-05
## GT:dbCAN_4:DIAMOND-AA:dbCAN_4               2.299606e-04 -1.248101e-04
## PL:dbCAN_4:DIAMOND-AA:dbCAN_4               3.249486e-04 -9.493506e-05
## CE:dbCAN_4:DIAMOND-AA:dbCAN_4              -8.064330e-05 -5.298984e-04
## AA:dbCAN_4:DIAMOND-AA:dbCAN_4              -3.371572e-05 -4.897270e-04
## CBM:dbCAN_4:DIAMOND-AA:dbCAN_4              2.578976e-04 -1.084626e-04
## GH:dbCAN_4:dbCAN-sub-AA:dbCAN_4             2.999867e-04 -4.064210e-05
## GT:dbCAN_4:dbCAN-sub-AA:dbCAN_4             2.107633e-04 -1.440073e-04
## PL:dbCAN_4:dbCAN-sub-AA:dbCAN_4             3.405124e-04 -7.937126e-05
## CE:dbCAN_4:dbCAN-sub-AA:dbCAN_4            -4.714196e-05 -4.903052e-04
## AA:dbCAN_4:dbCAN-sub-AA:dbCAN_4            -1.501447e-05 -4.710257e-04
## CBM:dbCAN_4:dbCAN-sub-AA:dbCAN_4            2.063416e-04 -1.592808e-04
## GH:CUPP-AA:dbCAN_4                          3.075071e-04 -3.351466e-05
## GT:CUPP-AA:dbCAN_4                          2.734605e-04 -8.172120e-05
## PL:CUPP-AA:dbCAN_4                          3.510953e-04 -6.878831e-05
## CE:CUPP-AA:dbCAN_4                         -2.238900e-05 -4.716441e-04
## AA:CUPP-AA:dbCAN_4                          2.949634e-05 -4.265149e-04
## CBM:CUPP-AA:dbCAN_4                         3.618235e-04 -4.536794e-06
## GH:dbCAN_4:HMMER-CBM:dbCAN_4                5.447042e-05 -1.496735e-04
## GT:dbCAN_4:HMMER-CBM:dbCAN_4               -3.259135e-05 -2.591116e-04
## PL:dbCAN_4:HMMER-CBM:dbCAN_4                8.823231e-05 -2.311980e-04
## CE:dbCAN_4:HMMER-CBM:dbCAN_4               -3.207923e-04 -6.702592e-04
## AA:dbCAN_4:HMMER-CBM:dbCAN_4               -2.603430e-04 -6.259654e-04
## CBM:dbCAN_4:HMMER-CBM:dbCAN_4               1.321481e-05 -2.305335e-04
## GH:dbCAN_4:DIAMOND-CBM:dbCAN_4              2.707070e-05 -1.779399e-04
## GT:dbCAN_4:DIAMOND-CBM:dbCAN_4             -2.227499e-05 -2.494218e-04
## PL:dbCAN_4:DIAMOND-CBM:dbCAN_4              7.271300e-05 -2.467173e-04
## CE:dbCAN_4:DIAMOND-CBM:dbCAN_4             -3.328789e-04 -6.900394e-04
## AA:dbCAN_4:DIAMOND-CBM:dbCAN_4             -2.859513e-04 -6.515737e-04
## CBM:dbCAN_4:DIAMOND-CBM:dbCAN_4             5.662073e-06 -2.391916e-04
## GH:dbCAN_4:dbCAN-sub-CBM:dbCAN_4            4.775114e-05 -1.566051e-04
## GT:dbCAN_4:dbCAN-sub-CBM:dbCAN_4           -4.147223e-05 -2.686191e-04
## PL:dbCAN_4:dbCAN-sub-CBM:dbCAN_4            8.827680e-05 -2.311535e-04
## CE:dbCAN_4:dbCAN-sub-CBM:dbCAN_4           -2.993775e-04 -6.488445e-04
## AA:dbCAN_4:dbCAN-sub-CBM:dbCAN_4           -2.672500e-04 -6.328724e-04
## CBM:dbCAN_4:dbCAN-sub-CBM:dbCAN_4          -4.589393e-05 -2.896422e-04
## GH:CUPP-CBM:dbCAN_4                         5.527158e-05 -1.497390e-04
## GT:CUPP-CBM:dbCAN_4                         2.122497e-05 -2.065634e-04
## PL:CUPP-CBM:dbCAN_4                         9.885975e-05 -2.205706e-04
## CE:CUPP-CBM:dbCAN_4                        -2.746246e-04 -6.317851e-04
## AA:CUPP-CBM:dbCAN_4                        -2.227392e-04 -5.883616e-04
## CBM:CUPP-CBM:dbCAN_4                        1.095879e-04 -1.352658e-04
## GT:dbCAN_4:HMMER-GH:dbCAN_4:HMMER          -8.706177e-05 -2.702910e-04
## PL:dbCAN_4:HMMER-GH:dbCAN_4:HMMER           3.376189e-05 -2.565780e-04
## CE:dbCAN_4:HMMER-GH:dbCAN_4:HMMER          -3.752627e-04 -6.983551e-04
## AA:dbCAN_4:HMMER-GH:dbCAN_4:HMMER          -3.148134e-04 -6.553149e-04
## CBM:dbCAN_4:HMMER-GH:dbCAN_4:HMMER         -4.125562e-05 -2.453995e-04
## GH:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER        -2.739972e-05 -1.832550e-04
## GT:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER        -7.674541e-05 -2.607487e-04
## PL:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER         1.824258e-05 -2.720973e-04
## CE:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER        -3.873493e-04 -7.187481e-04
## AA:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER        -3.404217e-04 -6.809232e-04
## CBM:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER       -4.880835e-05 -2.542709e-04
## GH:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER      -6.719287e-06 -1.617128e-04
## GT:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER      -9.594265e-05 -2.799459e-04
## PL:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER       3.380638e-05 -2.565335e-04
## CE:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER      -3.538479e-04 -6.769403e-04
## AA:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER      -3.217204e-04 -6.622219e-04
## CBM:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER     -1.003644e-04 -3.045083e-04
## GH:CUPP-GH:dbCAN_4:HMMER                    8.011568e-07 -1.550541e-04
## GT:CUPP-GH:dbCAN_4:HMMER                   -3.324546e-05 -2.180401e-04
## PL:CUPP-GH:dbCAN_4:HMMER                    4.438933e-05 -2.459506e-04
## CE:CUPP-GH:dbCAN_4:HMMER                   -3.290950e-04 -6.604938e-04
## AA:CUPP-GH:dbCAN_4:HMMER                   -2.772096e-04 -6.177111e-04
## CBM:CUPP-GH:dbCAN_4:HMMER                   5.511750e-05 -1.503450e-04
## PL:dbCAN_4:HMMER-GT:dbCAN_4:HMMER           1.208237e-04 -1.856628e-04
## CE:dbCAN_4:HMMER-GT:dbCAN_4:HMMER          -2.882009e-04 -6.258773e-04
## AA:dbCAN_4:HMMER-GT:dbCAN_4:HMMER          -2.277516e-04 -5.821214e-04
## CBM:dbCAN_4:HMMER-GT:dbCAN_4:HMMER          4.580616e-05 -1.807141e-04
## GH:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER         5.966205e-05 -1.245323e-04
## GT:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER         1.031636e-05 -1.982355e-04
## PL:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER         1.053044e-04 -2.011821e-04
## CE:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER        -3.002875e-04 -6.459201e-04
## AA:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER        -2.533599e-04 -6.077297e-04
## CBM:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER        3.825342e-05 -1.894559e-04
## GH:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER       8.034249e-05 -1.031232e-04
## GT:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER      -8.880879e-06 -2.174328e-04
## PL:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER       1.208682e-04 -1.856183e-04
## CE:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER      -2.667862e-04 -6.044626e-04
## AA:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER      -2.346587e-04 -5.890284e-04
## CBM:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER     -1.330258e-05 -2.398228e-04
## GH:CUPP-GT:dbCAN_4:HMMER                    8.786293e-05 -9.633138e-05
## GT:CUPP-GT:dbCAN_4:HMMER                    5.381632e-05 -1.554341e-04
## PL:CUPP-GT:dbCAN_4:HMMER                    1.314511e-04 -1.750353e-04
## CE:CUPP-GT:dbCAN_4:HMMER                   -2.420332e-04 -5.876658e-04
## AA:CUPP-GT:dbCAN_4:HMMER                   -1.901479e-04 -5.445176e-04
## CBM:CUPP-GT:dbCAN_4:HMMER                   1.421793e-04 -8.553004e-05
## CE:dbCAN_4:HMMER-PL:dbCAN_4:HMMER          -4.090246e-04 -8.149183e-04
## AA:dbCAN_4:HMMER-PL:dbCAN_4:HMMER          -3.485753e-04 -7.684589e-04
## CBM:dbCAN_4:HMMER-PL:dbCAN_4:HMMER         -7.501751e-05 -3.944478e-04
## GH:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER        -6.116161e-05 -3.521116e-04
## GT:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER        -1.105073e-04 -4.174571e-04
## PL:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER        -1.551931e-05 -3.958590e-04
## CE:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER        -4.211112e-04 -8.336475e-04
## AA:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER        -3.741836e-04 -7.940672e-04
## CBM:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER       -8.257024e-05 -4.028449e-04
## GH:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER      -4.048118e-05 -3.309704e-04
## GT:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER      -1.297045e-04 -4.366544e-04
## PL:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER       4.448763e-08 -3.802952e-04
## CE:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER      -3.876098e-04 -7.935035e-04
## AA:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER      -3.554823e-04 -7.753660e-04
## CBM:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER     -1.341262e-04 -4.535566e-04
## GH:CUPP-PL:dbCAN_4:HMMER                   -3.296073e-05 -3.239107e-04
## GT:CUPP-PL:dbCAN_4:HMMER                   -6.700735e-05 -3.744322e-04
## PL:CUPP-PL:dbCAN_4:HMMER                    1.062744e-05 -3.697122e-04
## CE:CUPP-PL:dbCAN_4:HMMER                   -3.628569e-04 -7.753932e-04
## AA:CUPP-PL:dbCAN_4:HMMER                   -3.109715e-04 -7.308551e-04
## CBM:CUPP-PL:dbCAN_4:HMMER                   2.135561e-05 -2.989190e-04
## AA:dbCAN_4:HMMER-CE:dbCAN_4:HMMER           6.044928e-05 -3.827140e-04
## CBM:dbCAN_4:HMMER-CE:dbCAN_4:HMMER          3.340071e-04 -1.545990e-05
## GH:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER         3.478630e-04  2.422227e-05
## GT:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER         2.985173e-04 -3.957981e-05
## PL:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER         3.935053e-04 -1.238842e-05
## CE:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER        -1.208660e-05 -4.482948e-04
## AA:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER         3.484098e-05 -4.083223e-04
## CBM:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER        3.264543e-04 -2.378456e-05
## GH:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER       3.685434e-04  4.531684e-05
## GT:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER       2.793200e-04 -5.877705e-05
## PL:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER       4.090691e-04  3.175374e-06
## CE:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER       2.141474e-05 -4.085168e-04
## AA:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER       5.354223e-05 -3.896210e-04
## CBM:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER      2.748983e-04 -7.456864e-05
## GH:CUPP-CE:dbCAN_4:HMMER                    3.760638e-04  5.242315e-05
## GT:CUPP-CE:dbCAN_4:HMMER                    3.420172e-04  3.488811e-06
## PL:CUPP-CE:dbCAN_4:HMMER                    4.196520e-04  1.375832e-05
## CE:CUPP-CE:dbCAN_4:HMMER                    4.616770e-05 -3.900405e-04
## AA:CUPP-CE:dbCAN_4:HMMER                    9.805304e-05 -3.451102e-04
## CBM:CUPP-CE:dbCAN_4:HMMER                   4.303802e-04  8.014129e-05
## CBM:dbCAN_4:HMMER-AA:dbCAN_4:HMMER          2.735578e-04 -9.206460e-05
## GH:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER         2.874137e-04 -5.360811e-05
## GT:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER         2.380680e-04 -1.167026e-04
## PL:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER         3.330560e-04 -8.682764e-05
## CE:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER        -7.253588e-05 -5.217910e-04
## AA:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER        -2.560830e-05 -4.816195e-04
## CBM:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER        2.660051e-04 -1.003552e-04
## GH:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER       3.080941e-04 -3.253468e-05
## GT:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER       2.188707e-04 -1.358999e-04
## PL:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER       3.486198e-04 -7.126384e-05
## CE:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER      -3.903454e-05 -4.821978e-04
## AA:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER      -6.907047e-06 -4.629183e-04
## CBM:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER      2.144490e-04 -1.511733e-04
## GH:CUPP-AA:dbCAN_4:HMMER                    3.156146e-04 -2.540724e-05
## GT:CUPP-AA:dbCAN_4:HMMER                    2.815679e-04 -7.361378e-05
## PL:CUPP-AA:dbCAN_4:HMMER                    3.592027e-04 -6.068089e-05
## CE:CUPP-AA:dbCAN_4:HMMER                   -1.428158e-05 -4.635367e-04
## AA:CUPP-AA:dbCAN_4:HMMER                    3.760376e-05 -4.184075e-04
## CBM:CUPP-AA:dbCAN_4:HMMER                   3.699309e-04  3.570626e-06
## GH:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER        1.385590e-05 -1.911547e-04
## GT:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER       -3.548979e-05 -2.626366e-04
## PL:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER        5.949820e-05 -2.599321e-04
## CE:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER       -3.460937e-04 -7.032542e-04
## AA:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER       -2.991661e-04 -6.647885e-04
## CBM:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER      -7.552732e-06 -2.524064e-04
## GH:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER      3.453633e-05 -1.698199e-04
## GT:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER     -5.468703e-05 -2.818339e-04
## PL:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER      7.506199e-05 -2.443683e-04
## CE:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER     -3.125923e-04 -6.620593e-04
## AA:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER     -2.804648e-04 -6.460872e-04
## CBM:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER    -5.910874e-05 -3.028570e-04
## GH:CUPP-CBM:dbCAN_4:HMMER                   4.205678e-05 -1.629538e-04
## GT:CUPP-CBM:dbCAN_4:HMMER                   8.010161e-06 -2.197782e-04
## PL:CUPP-CBM:dbCAN_4:HMMER                   8.564495e-05 -2.337854e-04
## CE:CUPP-CBM:dbCAN_4:HMMER                  -2.878394e-04 -6.449999e-04
## AA:CUPP-CBM:dbCAN_4:HMMER                  -2.359540e-04 -6.015764e-04
## CBM:CUPP-CBM:dbCAN_4:HMMER                  9.637312e-05 -1.484806e-04
## GT:dbCAN_4:DIAMOND-GH:dbCAN_4:DIAMOND      -4.934569e-05 -2.343101e-04
## PL:dbCAN_4:DIAMOND-GH:dbCAN_4:DIAMOND       4.564230e-05 -2.453076e-04
## CE:dbCAN_4:DIAMOND-GH:dbCAN_4:DIAMOND      -3.599496e-04 -6.918830e-04
## AA:dbCAN_4:DIAMOND-GH:dbCAN_4:DIAMOND      -3.130220e-04 -6.540438e-04
## CBM:dbCAN_4:DIAMOND-GH:dbCAN_4:DIAMOND     -2.140863e-05 -2.277323e-04
## GH:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND     2.068043e-05 -1.354528e-04
## GT:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND    -6.854293e-05 -2.535073e-04
## PL:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND     6.120610e-05 -2.297438e-04
## CE:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND    -3.264482e-04 -6.500889e-04
## AA:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND    -2.943207e-04 -6.353425e-04
## CBM:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND   -7.296464e-05 -2.779752e-04
## GH:CUPP-GH:dbCAN_4:DIAMOND                  2.820088e-05 -1.287879e-04
## GT:CUPP-GH:dbCAN_4:DIAMOND                 -5.845737e-06 -1.915974e-04
## PL:CUPP-GH:dbCAN_4:DIAMOND                  7.178905e-05 -2.191609e-04
## CE:CUPP-GH:dbCAN_4:DIAMOND                 -3.016953e-04 -6.336287e-04
## AA:CUPP-GH:dbCAN_4:DIAMOND                 -2.498099e-04 -5.908317e-04
## CBM:CUPP-GH:dbCAN_4:DIAMOND                 8.251722e-05 -1.238065e-04
## PL:dbCAN_4:DIAMOND-GT:dbCAN_4:DIAMOND       9.498799e-05 -2.119619e-04
## CE:dbCAN_4:DIAMOND-GT:dbCAN_4:DIAMOND      -3.106039e-04 -6.566474e-04
## AA:dbCAN_4:DIAMOND-GT:dbCAN_4:DIAMOND      -2.636763e-04 -6.184469e-04
## CBM:dbCAN_4:DIAMOND-GT:dbCAN_4:DIAMOND      2.793706e-05 -2.003956e-04
## GH:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND     7.002613e-05 -1.142127e-04
## GT:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND    -1.919724e-05 -2.284295e-04
## PL:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND     1.105518e-04 -1.963981e-04
## CE:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND    -2.771025e-04 -6.151996e-04
## AA:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND    -2.449750e-04 -5.997457e-04
## CBM:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND   -2.361894e-05 -2.507658e-04
## GH:CUPP-GT:dbCAN_4:DIAMOND                  7.754657e-05 -1.074178e-04
## GT:CUPP-GT:dbCAN_4:DIAMOND                  4.349996e-05 -1.664286e-04
## PL:CUPP-GT:dbCAN_4:DIAMOND                  1.211347e-04 -1.858151e-04
## CE:CUPP-GT:dbCAN_4:DIAMOND                 -2.523496e-04 -5.983931e-04
## AA:CUPP-GT:dbCAN_4:DIAMOND                 -2.004642e-04 -5.552349e-04
## CBM:CUPP-GT:dbCAN_4:DIAMOND                 1.318629e-04 -9.646975e-05
## CE:dbCAN_4:DIAMOND-PL:dbCAN_4:DIAMOND      -4.055919e-04 -8.181281e-04
## AA:dbCAN_4:DIAMOND-PL:dbCAN_4:DIAMOND      -3.586643e-04 -7.785479e-04
## CBM:dbCAN_4:DIAMOND-PL:dbCAN_4:DIAMOND     -6.705093e-05 -3.873256e-04
## GH:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND    -2.496187e-05 -3.154511e-04
## GT:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND    -1.141852e-04 -4.211351e-04
## PL:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND     1.556380e-05 -3.647759e-04
## CE:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND    -3.720905e-04 -7.779842e-04
## AA:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND    -3.399630e-04 -7.598466e-04
## CBM:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND   -1.186069e-04 -4.380373e-04
## GH:CUPP-PL:dbCAN_4:DIAMOND                 -1.744142e-05 -3.083914e-04
## GT:CUPP-PL:dbCAN_4:DIAMOND                 -5.148804e-05 -3.589129e-04
## PL:CUPP-PL:dbCAN_4:DIAMOND                  2.614675e-05 -3.541929e-04
## CE:CUPP-PL:dbCAN_4:DIAMOND                 -3.473376e-04 -7.598738e-04
## AA:CUPP-PL:dbCAN_4:DIAMOND                 -2.954522e-04 -7.153358e-04
## CBM:CUPP-PL:dbCAN_4:DIAMOND                 3.687492e-05 -2.833997e-04
## AA:dbCAN_4:DIAMOND-CE:dbCAN_4:DIAMOND       4.692758e-05 -4.023276e-04
## CBM:dbCAN_4:DIAMOND-CE:dbCAN_4:DIAMOND      3.385409e-04 -1.937496e-05
## GH:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND     3.806300e-04  4.910034e-05
## GT:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND     2.914066e-04 -5.463692e-05
## PL:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND     4.211557e-04  8.619375e-06
## CE:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND     3.350134e-05 -4.027069e-04
## AA:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND     6.562883e-05 -3.836263e-04
## CBM:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND    2.869849e-04 -7.017563e-05
## GH:CUPP-CE:dbCAN_4:DIAMOND                  3.881504e-04  5.621702e-05
## GT:CUPP-CE:dbCAN_4:DIAMOND                  3.541038e-04  7.638835e-06
## PL:CUPP-CE:dbCAN_4:DIAMOND                  4.317386e-04  1.920233e-05
## CE:CUPP-CE:dbCAN_4:DIAMOND                  5.825430e-05 -3.841416e-04
## AA:CUPP-CE:dbCAN_4:DIAMOND                  1.101396e-04 -3.391155e-04
## CBM:CUPP-CE:dbCAN_4:DIAMOND                 4.424668e-04  8.455089e-05
## CBM:dbCAN_4:DIAMOND-AA:dbCAN_4:DIAMOND      2.916134e-04 -7.474692e-05
## GH:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND     3.337024e-04 -6.926379e-06
## GT:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND     2.444791e-04 -1.102916e-04
## PL:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND     3.742281e-04 -4.565554e-05
## CE:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND    -1.342624e-05 -4.565895e-04
## AA:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND     1.870126e-05 -4.373100e-04
## CBM:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND    2.400573e-04 -1.255650e-04
## GH:CUPP-AA:dbCAN_4:DIAMOND                  3.412229e-04  2.010687e-07
## GT:CUPP-AA:dbCAN_4:DIAMOND                  3.071762e-04 -4.800547e-05
## PL:CUPP-AA:dbCAN_4:DIAMOND                  3.848110e-04 -3.507259e-05
## CE:CUPP-AA:dbCAN_4:DIAMOND                  1.132672e-05 -4.379284e-04
## AA:CUPP-AA:dbCAN_4:DIAMOND                  6.321207e-05 -3.927992e-04
## CBM:CUPP-AA:dbCAN_4:DIAMOND                 3.955392e-04  2.917893e-05
## GH:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND    4.208906e-05 -1.635844e-04
## GT:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND   -4.713430e-05 -2.754670e-04
## PL:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND    8.261473e-05 -2.376599e-04
## CE:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND   -3.050396e-04 -6.552785e-04
## AA:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND   -2.729121e-04 -6.392724e-04
## CBM:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND  -5.155601e-05 -2.964097e-04
## GH:CUPP-CBM:dbCAN_4:DIAMOND                 4.960951e-05 -1.567142e-04
## GT:CUPP-CBM:dbCAN_4:DIAMOND                 1.556289e-05 -2.134080e-04
## PL:CUPP-CBM:dbCAN_4:DIAMOND                 9.319768e-05 -2.270770e-04
## CE:CUPP-CBM:dbCAN_4:DIAMOND                -2.802866e-04 -6.382025e-04
## AA:CUPP-CBM:dbCAN_4:DIAMOND                -2.284013e-04 -5.947616e-04
## CBM:CUPP-CBM:dbCAN_4:DIAMOND                1.039258e-04 -1.420283e-04
## GT:dbCAN_4:dbCAN-sub-GH:dbCAN_4:dbCAN-sub  -8.922337e-05 -2.734622e-04
## PL:dbCAN_4:dbCAN-sub-GH:dbCAN_4:dbCAN-sub   4.052566e-05 -2.499636e-04
## CE:dbCAN_4:dbCAN-sub-GH:dbCAN_4:dbCAN-sub  -3.471287e-04 -6.703552e-04
## AA:dbCAN_4:dbCAN-sub-GH:dbCAN_4:dbCAN-sub  -3.150012e-04 -6.556300e-04
## CBM:dbCAN_4:dbCAN-sub-GH:dbCAN_4:dbCAN-sub -9.364507e-05 -2.980013e-04
## GH:CUPP-GH:dbCAN_4:dbCAN-sub                7.520444e-06 -1.486128e-04
## GT:CUPP-GH:dbCAN_4:dbCAN-sub               -2.652617e-05 -2.115553e-04
## PL:CUPP-GH:dbCAN_4:dbCAN-sub                5.110861e-05 -2.393806e-04
## CE:CUPP-GH:dbCAN_4:dbCAN-sub               -3.223757e-04 -6.539053e-04
## AA:CUPP-GH:dbCAN_4:dbCAN-sub               -2.704904e-04 -6.111191e-04
## CBM:CUPP-GH:dbCAN_4:dbCAN-sub               6.183679e-05 -1.438367e-04
## PL:dbCAN_4:dbCAN-sub-GT:dbCAN_4:dbCAN-sub   1.297490e-04 -1.772008e-04
## CE:dbCAN_4:dbCAN-sub-GT:dbCAN_4:dbCAN-sub  -2.579053e-04 -5.960024e-04
## AA:dbCAN_4:dbCAN-sub-GT:dbCAN_4:dbCAN-sub  -2.257778e-04 -5.805484e-04
## CBM:dbCAN_4:dbCAN-sub-GT:dbCAN_4:dbCAN-sub -4.421704e-06 -2.315685e-04
## GH:CUPP-GT:dbCAN_4:dbCAN-sub                9.674381e-05 -8.822056e-05
## GT:CUPP-GT:dbCAN_4:dbCAN-sub                6.269720e-05 -1.472314e-04
## PL:CUPP-GT:dbCAN_4:dbCAN-sub                1.403320e-04 -1.666179e-04
## CE:CUPP-GT:dbCAN_4:dbCAN-sub               -2.331523e-04 -5.791959e-04
## AA:CUPP-GT:dbCAN_4:dbCAN-sub               -1.812670e-04 -5.360376e-04
## CBM:CUPP-GT:dbCAN_4:dbCAN-sub               1.510602e-04 -7.727251e-05
## CE:dbCAN_4:dbCAN-sub-PL:dbCAN_4:dbCAN-sub  -3.876543e-04 -7.935480e-04
## AA:dbCAN_4:dbCAN-sub-PL:dbCAN_4:dbCAN-sub  -3.555268e-04 -7.754104e-04
## CBM:dbCAN_4:dbCAN-sub-PL:dbCAN_4:dbCAN-sub -1.341707e-04 -4.536011e-04
## GH:CUPP-PL:dbCAN_4:dbCAN-sub               -3.300522e-05 -3.239552e-04
## GT:CUPP-PL:dbCAN_4:dbCAN-sub               -6.705183e-05 -3.744767e-04
## PL:CUPP-PL:dbCAN_4:dbCAN-sub                1.058295e-05 -3.697567e-04
## CE:CUPP-PL:dbCAN_4:dbCAN-sub               -3.629014e-04 -7.754376e-04
## AA:CUPP-PL:dbCAN_4:dbCAN-sub               -3.110160e-04 -7.308996e-04
## CBM:CUPP-PL:dbCAN_4:dbCAN-sub               2.131112e-05 -2.989635e-04
## AA:dbCAN_4:dbCAN-sub-CE:dbCAN_4:dbCAN-sub   3.212750e-05 -4.110358e-04
## CBM:dbCAN_4:dbCAN-sub-CE:dbCAN_4:dbCAN-sub  2.534836e-04 -9.598338e-05
## GH:CUPP-CE:dbCAN_4:dbCAN-sub                3.546491e-04  3.100841e-05
## GT:CUPP-CE:dbCAN_4:dbCAN-sub                3.206025e-04 -1.792593e-05
## PL:CUPP-CE:dbCAN_4:dbCAN-sub                3.982373e-04 -7.656414e-06
## CE:CUPP-CE:dbCAN_4:dbCAN-sub                2.475296e-05 -4.114553e-04
## AA:CUPP-CE:dbCAN_4:dbCAN-sub                7.663831e-05 -3.665250e-04
## CBM:CUPP-CE:dbCAN_4:dbCAN-sub               4.089654e-04  5.872655e-05
## CBM:dbCAN_4:dbCAN-sub-AA:dbCAN_4:dbCAN-sub  2.213561e-04 -1.442663e-04
## GH:CUPP-AA:dbCAN_4:dbCAN-sub                3.225216e-04 -1.850019e-05
## GT:CUPP-AA:dbCAN_4:dbCAN-sub                2.884750e-04 -6.670673e-05
## PL:CUPP-AA:dbCAN_4:dbCAN-sub                3.661098e-04 -5.377384e-05
## CE:CUPP-AA:dbCAN_4:dbCAN-sub               -7.374533e-06 -4.566297e-04
## AA:CUPP-AA:dbCAN_4:dbCAN-sub                4.451081e-05 -4.115004e-04
## CBM:CUPP-AA:dbCAN_4:dbCAN-sub               3.768379e-04  1.047767e-05
## GH:CUPP-CBM:dbCAN_4:dbCAN-sub               1.011655e-04 -1.038451e-04
## GT:CUPP-CBM:dbCAN_4:dbCAN-sub               6.711890e-05 -1.606695e-04
## PL:CUPP-CBM:dbCAN_4:dbCAN-sub               1.447537e-04 -1.746766e-04
## CE:CUPP-CBM:dbCAN_4:dbCAN-sub              -2.287306e-04 -5.858912e-04
## AA:CUPP-CBM:dbCAN_4:dbCAN-sub              -1.768453e-04 -5.424677e-04
## CBM:CUPP-CBM:dbCAN_4:dbCAN-sub              1.554819e-04 -8.937184e-05
## GT:CUPP-GH:CUPP                            -3.404661e-05 -2.197983e-04
## PL:CUPP-GH:CUPP                             4.358817e-05 -2.473618e-04
## CE:CUPP-GH:CUPP                            -3.298961e-04 -6.618296e-04
## AA:CUPP-GH:CUPP                            -2.780108e-04 -6.190326e-04
## CBM:CUPP-GH:CUPP                            5.431634e-05 -1.520074e-04
## PL:CUPP-GT:CUPP                             7.763478e-05 -2.297901e-04
## CE:CUPP-GT:CUPP                            -2.958495e-04 -6.423145e-04
## AA:CUPP-GT:CUPP                            -2.439642e-04 -5.991459e-04
## CBM:CUPP-GT:CUPP                            8.836296e-05 -1.406079e-04
## CE:CUPP-PL:CUPP                            -3.734843e-04 -7.860206e-04
## AA:CUPP-PL:CUPP                            -3.215990e-04 -7.414826e-04
## CBM:CUPP-PL:CUPP                            1.072817e-05 -3.095465e-04
## AA:CUPP-CE:CUPP                             5.188534e-05 -3.973698e-04
## CBM:CUPP-CE:CUPP                            3.842125e-04  2.629659e-05
## CBM:CUPP-AA:CUPP                            3.323271e-04 -3.403314e-05
##                                                      upr     p adj
## GT:dbCAN_4-GH:dbCAN_4                       1.015838e-04 0.9983142
## PL:dbCAN_4-GH:dbCAN_4                       3.190106e-04 1.0000000
## CE:dbCAN_4-GH:dbCAN_4                      -2.942408e-05 0.0144319
## AA:dbCAN_4-GH:dbCAN_4                       2.863382e-05 0.1335271
## CBM:dbCAN_4-GH:dbCAN_4                      1.446828e-04 0.9999997
## GH:dbCAN_4:HMMER-GH:dbCAN_4                 1.498590e-04 1.0000000
## GT:dbCAN_4:HMMER-GH:dbCAN_4                 9.122543e-05 0.9901187
## PL:dbCAN_4:HMMER-GH:dbCAN_4                 3.189844e-04 1.0000000
## CE:dbCAN_4:HMMER-GH:dbCAN_4                -5.731817e-05 0.0038197
## AA:dbCAN_4:HMMER-GH:dbCAN_4                 2.052640e-05 0.1028833
## CBM:dbCAN_4:HMMER-GH:dbCAN_4                1.578976e-04 1.0000000
## GH:dbCAN_4:DIAMOND-GH:dbCAN_4               1.235969e-04 1.0000000
## GT:dbCAN_4:DIAMOND-GH:dbCAN_4               1.023139e-04 0.9985472
## PL:dbCAN_4:DIAMOND-GH:dbCAN_4               3.034651e-04 1.0000000
## CE:dbCAN_4:DIAMOND-GH:dbCAN_4              -6.110508e-05 0.0034097
## AA:dbCAN_4:DIAMOND-GH:dbCAN_4              -5.081901e-06 0.0412836
## CBM:dbCAN_4:DIAMOND-GH:dbCAN_4              1.516608e-04 1.0000000
## GH:dbCAN_4:dbCAN-sub-GH:dbCAN_4             1.434187e-04 1.0000000
## GT:dbCAN_4:dbCAN-sub-GH:dbCAN_4             8.311666e-05 0.9681642
## PL:dbCAN_4:dbCAN-sub-GH:dbCAN_4             3.190289e-04 1.0000000
## CE:dbCAN_4:dbCAN-sub-GH:dbCAN_4            -3.590343e-05 0.0107312
## AA:dbCAN_4:dbCAN-sub-GH:dbCAN_4             1.361936e-05 0.0814833
## CBM:dbCAN_4:dbCAN-sub-GH:dbCAN_4            9.878890e-05 0.9855955
## GH:CUPP-GH:dbCAN_4                          1.517978e-04 1.0000000
## GT:CUPP-GH:dbCAN_4                          1.466032e-04 1.0000000
## PL:CUPP-GH:dbCAN_4                          3.296118e-04 1.0000000
## CE:CUPP-GH:dbCAN_4                         -2.850777e-06 0.0448006
## AA:CUPP-GH:dbCAN_4                          5.813017e-05 0.3035502
## CBM:CUPP-GH:dbCAN_4                         2.555867e-04 1.0000000
## PL:dbCAN_4-GT:dbCAN_4                       4.182134e-04 0.9999695
## CE:dbCAN_4-GT:dbCAN_4                       6.820396e-05 0.3870614
## AA:dbCAN_4-GT:dbCAN_4                       1.255401e-04 0.8274674
## CBM:dbCAN_4-GT:dbCAN_4                      2.501519e-04 1.0000000
## GH:dbCAN_4:HMMER-GT:dbCAN_4                 2.614788e-04 0.9994545
## GT:dbCAN_4:HMMER-GT:dbCAN_4                 1.989656e-04 1.0000000
## PL:dbCAN_4:HMMER-GT:dbCAN_4                 4.181872e-04 0.9999696
## CE:dbCAN_4:HMMER-GT:dbCAN_4                 4.030988e-05 0.1911504
## AA:dbCAN_4:HMMER-GT:dbCAN_4                 1.174327e-04 0.7718310
## CBM:dbCAN_4:HMMER-GT:dbCAN_4                2.633667e-04 1.0000000
## GH:dbCAN_4:DIAMOND-GT:dbCAN_4               2.350401e-04 1.0000000
## GT:dbCAN_4:DIAMOND-GT:dbCAN_4               2.099624e-04 1.0000000
## PL:dbCAN_4:DIAMOND-GT:dbCAN_4               4.026679e-04 0.9999988
## CE:dbCAN_4:DIAMOND-GT:dbCAN_4               3.616975e-05 0.1652072
## AA:dbCAN_4:DIAMOND-GT:dbCAN_4               9.182441e-05 0.5596300
## CBM:dbCAN_4:DIAMOND-GT:dbCAN_4              2.569998e-04 1.0000000
## GH:dbCAN_4:dbCAN-sub-GT:dbCAN_4             2.549950e-04 0.9999030
## GT:dbCAN_4:dbCAN-sub-GT:dbCAN_4             1.907651e-04 1.0000000
## PL:dbCAN_4:dbCAN-sub-GT:dbCAN_4             4.182317e-04 0.9999693
## CE:dbCAN_4:dbCAN-sub-GT:dbCAN_4             6.172462e-05 0.3344307
## AA:dbCAN_4:dbCAN-sub-GT:dbCAN_4             1.105257e-04 0.7188432
## CBM:dbCAN_4:dbCAN-sub-GT:dbCAN_4            2.042580e-04 1.0000000
## GH:CUPP-GT:dbCAN_4                          2.632410e-04 0.9994025
## GT:CUPP-GT:dbCAN_4                          2.541586e-04 1.0000000
## PL:CUPP-GT:dbCAN_4                          4.288147e-04 0.9998159
## CE:CUPP-GT:dbCAN_4                          9.442405e-05 0.6032762
## AA:CUPP-GT:dbCAN_4                          1.550365e-04 0.9572744
## CBM:CUPP-GT:dbCAN_4                         3.609256e-04 0.9391445
## CE:dbCAN_4-PL:dbCAN_4                       2.473700e-05 0.1037047
## AA:dbCAN_4-PL:dbCAN_4                       7.938956e-05 0.3518900
## CBM:dbCAN_4-PL:dbCAN_4                      2.311718e-04 0.9999999
## GH:dbCAN_4:HMMER-PL:dbCAN_4                 2.565518e-04 1.0000000
## GT:dbCAN_4:HMMER-PL:dbCAN_4                 1.856366e-04 0.9998385
## PL:dbCAN_4:HMMER-PL:dbCAN_4                 3.803135e-04 1.0000000
## CE:dbCAN_4:HMMER-PL:dbCAN_4                -3.157078e-06 0.0452740
## AA:dbCAN_4:HMMER-PL:dbCAN_4                 7.128214e-05 0.3014853
## CBM:dbCAN_4:HMMER-PL:dbCAN_4                2.443866e-04 1.0000000
## GH:dbCAN_4:DIAMOND-PL:dbCAN_4               2.297621e-04 1.0000000
## GT:dbCAN_4:DIAMOND-PL:dbCAN_4               1.964164e-04 0.9999733
## PL:dbCAN_4:DIAMOND-PL:dbCAN_4               3.647942e-04 1.0000000
## CE:dbCAN_4:DIAMOND-PL:dbCAN_4              -8.601079e-06 0.0382008
## AA:dbCAN_4:DIAMOND-PL:dbCAN_4               4.567383e-05 0.1724313
## CBM:dbCAN_4:DIAMOND-PL:dbCAN_4              2.376782e-04 1.0000000
## GH:dbCAN_4:dbCAN-sub-PL:dbCAN_4             2.499818e-04 1.0000000
## GT:dbCAN_4:dbCAN-sub-PL:dbCAN_4             1.772191e-04 0.9994164
## PL:dbCAN_4:dbCAN-sub-PL:dbCAN_4             3.803580e-04 1.0000000
## CE:dbCAN_4:dbCAN-sub-PL:dbCAN_4             1.825766e-05 0.0864017
## AA:dbCAN_4:dbCAN-sub-PL:dbCAN_4             6.437509e-05 0.2620104
## CBM:dbCAN_4:dbCAN-sub-PL:dbCAN_4            1.852779e-04 0.9994791
## GH:CUPP-PL:dbCAN_4                          2.579630e-04 1.0000000
## GT:CUPP-PL:dbCAN_4                          2.403914e-04 1.0000000
## PL:CUPP-PL:dbCAN_4                          3.909409e-04 1.0000000
## CE:CUPP-PL:dbCAN_4                          4.965322e-05 0.1932682
## AA:CUPP-PL:dbCAN_4                          1.088859e-04 0.5611770
## CBM:CUPP-PL:dbCAN_4                         3.416041e-04 1.0000000
## AA:dbCAN_4-CE:dbCAN_4                       4.838259e-04 1.0000000
## CBM:dbCAN_4-CE:dbCAN_4                      6.423651e-04 0.2821246
## GH:dbCAN_4:HMMER-CE:dbCAN_4                 6.704610e-04 0.0181435
## GT:dbCAN_4:HMMER-CE:dbCAN_4                 5.979832e-04 0.4678221
## PL:dbCAN_4:HMMER-CE:dbCAN_4                 7.870242e-04 0.1037800
## CE:dbCAN_4:HMMER-CE:dbCAN_4                 4.020374e-04 1.0000000
## AA:dbCAN_4:HMMER-CE:dbCAN_4                 4.757185e-04 1.0000000
## CBM:dbCAN_4:HMMER-CE:dbCAN_4                6.555799e-04 0.2002800
## GH:dbCAN_4:DIAMOND-CE:dbCAN_4               6.436096e-04 0.0576509
## GT:dbCAN_4:DIAMOND-CE:dbCAN_4               6.087203e-04 0.3809503
## PL:dbCAN_4:DIAMOND-CE:dbCAN_4               7.715049e-04 0.1565551
## CE:dbCAN_4:DIAMOND-CE:dbCAN_4               3.962275e-04 1.0000000
## AA:dbCAN_4:DIAMOND-CE:dbCAN_4               4.501102e-04 1.0000000
## CBM:dbCAN_4:DIAMOND-CE:dbCAN_4              6.487991e-04 0.2489785
## GH:dbCAN_4:dbCAN-sub-CE:dbCAN_4             6.638759e-04 0.0244555
## GT:dbCAN_4:dbCAN-sub-CE:dbCAN_4             5.895230e-04 0.5519088
## PL:dbCAN_4:dbCAN-sub-CE:dbCAN_4             7.870687e-04 0.1036522
## CE:dbCAN_4:dbCAN-sub-CE:dbCAN_4             4.234522e-04 1.0000000
## AA:dbCAN_4:dbCAN-sub-CE:dbCAN_4             4.688114e-04 1.0000000
## CBM:dbCAN_4:dbCAN-sub-CE:dbCAN_4            5.964712e-04 0.6653015
## GH:CUPP-CE:dbCAN_4                          6.718104e-04 0.0179748
## GT:CUPP-CE:dbCAN_4                          6.526516e-04 0.1173644
## PL:CUPP-CE:dbCAN_4                          7.976516e-04 0.0766820
## CE:CUPP-CE:dbCAN_4                          4.544818e-04 1.0000000
## AA:CUPP-CE:dbCAN_4                          5.133222e-04 1.0000000
## CBM:CUPP-CE:dbCAN_4                         7.527250e-04 0.0059776
## CBM:dbCAN_4-AA:dbCAN_4                      6.178579e-04 0.7148060
## GH:dbCAN_4:HMMER-AA:dbCAN_4                 6.472075e-04 0.1565682
## GT:dbCAN_4:HMMER-AA:dbCAN_4                 5.740140e-04 0.8811770
## PL:dbCAN_4:HMMER-AA:dbCAN_4                 7.603515e-04 0.3520594
## CE:dbCAN_4:HMMER-AA:dbCAN_4                 3.746066e-04 1.0000000
## AA:dbCAN_4:HMMER-AA:dbCAN_4                 4.479038e-04 1.0000000
## CBM:dbCAN_4:HMMER-AA:dbCAN_4                6.310727e-04 0.6067069
## GH:dbCAN_4:DIAMOND-AA:dbCAN_4               6.203281e-04 0.3302304
## GT:dbCAN_4:DIAMOND-AA:dbCAN_4               5.847312e-04 0.8227836
## PL:dbCAN_4:DIAMOND-AA:dbCAN_4               7.448322e-04 0.4586552
## CE:dbCAN_4:DIAMOND-AA:dbCAN_4               3.686118e-04 1.0000000
## AA:dbCAN_4:DIAMOND-AA:dbCAN_4               4.222955e-04 1.0000000
## CBM:dbCAN_4:DIAMOND-AA:dbCAN_4              6.242579e-04 0.6738261
## GH:dbCAN_4:dbCAN-sub-AA:dbCAN_4             6.406155e-04 0.1913162
## GT:dbCAN_4:dbCAN-sub-AA:dbCAN_4             5.655340e-04 0.9222058
## PL:dbCAN_4:dbCAN-sub-AA:dbCAN_4             7.603960e-04 0.3517716
## CE:dbCAN_4:dbCAN-sub-AA:dbCAN_4             3.960213e-04 1.0000000
## AA:dbCAN_4:dbCAN-sub-AA:dbCAN_4             4.409968e-04 1.0000000
## CBM:dbCAN_4:dbCAN-sub-AA:dbCAN_4            5.719640e-04 0.9560426
## GH:CUPP-AA:dbCAN_4                          6.485289e-04 0.1550082
## GT:CUPP-AA:dbCAN_4                          6.286422e-04 0.4707395
## PL:CUPP-AA:dbCAN_4                          7.709789e-04 0.2868495
## CE:CUPP-AA:dbCAN_4                          4.268661e-04 1.0000000
## AA:CUPP-AA:dbCAN_4                          4.855076e-04 1.0000000
## CBM:CUPP-AA:dbCAN_4                         7.281838e-04 0.0583983
## GH:dbCAN_4:HMMER-CBM:dbCAN_4                2.586143e-04 1.0000000
## GT:dbCAN_4:HMMER-CBM:dbCAN_4                1.939289e-04 1.0000000
## PL:dbCAN_4:HMMER-CBM:dbCAN_4                4.076626e-04 0.9999999
## CE:dbCAN_4:HMMER-CBM:dbCAN_4                2.867471e-05 0.1307370
## AA:dbCAN_4:HMMER-CBM:dbCAN_4                1.052794e-04 0.6494894
## CBM:dbCAN_4:HMMER-CBM:dbCAN_4               2.569631e-04 1.0000000
## GH:dbCAN_4:DIAMOND-CBM:dbCAN_4              2.320813e-04 1.0000000
## GT:dbCAN_4:DIAMOND-CBM:dbCAN_4              2.048718e-04 1.0000000
## PL:dbCAN_4:DIAMOND-CBM:dbCAN_4              3.921433e-04 1.0000000
## CE:dbCAN_4:DIAMOND-CBM:dbCAN_4              2.428170e-05 0.1121751
## AA:dbCAN_4:DIAMOND-CBM:dbCAN_4              7.967111e-05 0.4341010
## CBM:dbCAN_4:DIAMOND-CBM:dbCAN_4             2.505158e-04 1.0000000
## GH:dbCAN_4:dbCAN-sub-CBM:dbCAN_4            2.521073e-04 1.0000000
## GT:dbCAN_4:dbCAN-sub-CBM:dbCAN_4            1.856746e-04 1.0000000
## PL:dbCAN_4:dbCAN-sub-CBM:dbCAN_4            4.077071e-04 0.9999999
## CE:dbCAN_4:dbCAN-sub-CBM:dbCAN_4            5.008945e-05 0.2397030
## AA:dbCAN_4:dbCAN-sub-CBM:dbCAN_4            9.837236e-05 0.5914568
## CBM:dbCAN_4:dbCAN-sub-CBM:dbCAN_4           1.978543e-04 1.0000000
## GH:CUPP-CBM:dbCAN_4                         2.602822e-04 1.0000000
## GT:CUPP-CBM:dbCAN_4                         2.490133e-04 1.0000000
## PL:CUPP-CBM:dbCAN_4                         4.182901e-04 0.9999990
## CE:CUPP-CBM:dbCAN_4                         8.253600e-05 0.4738055
## AA:CUPP-CBM:dbCAN_4                         1.428832e-04 0.8994735
## CBM:CUPP-CBM:dbCAN_4                        3.544416e-04 0.9984226
## GT:dbCAN_4:HMMER-GH:dbCAN_4:HMMER           9.616741e-05 0.9958417
## PL:dbCAN_4:HMMER-GH:dbCAN_4:HMMER           3.241018e-04 1.0000000
## CE:dbCAN_4:HMMER-GH:dbCAN_4:HMMER          -5.217031e-05 0.0049217
## AA:dbCAN_4:HMMER-GH:dbCAN_4:HMMER           2.568807e-05 0.1217358
## CBM:dbCAN_4:HMMER-GH:dbCAN_4:HMMER          1.628883e-04 1.0000000
## GH:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER         1.284556e-04 1.0000000
## GT:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER         1.072579e-04 0.9995402
## PL:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER         3.085825e-04 1.0000000
## CE:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER        -5.595045e-05 0.0043755
## AA:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER         7.976654e-08 0.0501487
## CBM:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER        1.566542e-04 1.0000000
## GH:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER       1.482742e-04 1.0000000
## GT:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER       8.806063e-05 0.9838590
## PL:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER       3.241463e-04 1.0000000
## CE:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER      -3.075557e-05 0.0135722
## AA:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER       1.878102e-05 0.0971337
## CBM:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER      1.037796e-04 0.9930089
## GH:CUPP-GH:dbCAN_4:HMMER                    1.566564e-04 1.0000000
## GT:CUPP-GH:dbCAN_4:HMMER                    1.515492e-04 1.0000000
## PL:CUPP-GH:dbCAN_4:HMMER                    3.347292e-04 1.0000000
## CE:CUPP-GH:dbCAN_4:HMMER                    2.303852e-06 0.0545771
## AA:CUPP-GH:dbCAN_4:HMMER                    6.329183e-05 0.3432601
## CBM:CUPP-GH:dbCAN_4:HMMER                   2.605800e-04 1.0000000
## PL:dbCAN_4:HMMER-GT:dbCAN_4:HMMER           4.273101e-04 0.9998391
## CE:dbCAN_4:HMMER-GT:dbCAN_4:HMMER           4.947550e-05 0.2466832
## AA:dbCAN_4:HMMER-GT:dbCAN_4:HMMER           1.266181e-04 0.8351498
## CBM:dbCAN_4:HMMER-GT:dbCAN_4:HMMER          2.723264e-04 1.0000000
## GH:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER         2.438564e-04 0.9999972
## GT:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER         2.188682e-04 1.0000000
## PL:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER         4.117908e-04 0.9999900
## CE:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER         4.534504e-05 0.2143174
## AA:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER         1.010098e-04 0.6406701
## CBM:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER        2.659627e-04 1.0000000
## GH:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER       2.638082e-04 0.9989114
## GT:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER       1.996710e-04 1.0000000
## PL:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER       4.273546e-04 0.9998380
## CE:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER       7.089024e-05 0.4106616
## AA:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER       1.197111e-04 0.7891999
## CBM:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER      2.132176e-04 1.0000000
## GH:CUPP-GT:dbCAN_4:HMMER                    2.720572e-04 0.9955812
## GT:CUPP-GT:dbCAN_4:HMMER                    2.630667e-04 1.0000000
## PL:CUPP-GT:dbCAN_4:HMMER                    4.379375e-04 0.9992425
## CE:CUPP-GT:dbCAN_4:HMMER                    1.035993e-04 0.6847245
## AA:CUPP-GT:dbCAN_4:HMMER                    1.642219e-04 0.9764055
## CBM:CUPP-GT:dbCAN_4:HMMER                   3.698886e-04 0.8726911
## CE:dbCAN_4:HMMER-PL:dbCAN_4:HMMER          -3.130886e-06 0.0453116
## AA:dbCAN_4:HMMER-PL:dbCAN_4:HMMER           7.130833e-05 0.3016412
## CBM:dbCAN_4:HMMER-PL:dbCAN_4:HMMER          2.444128e-04 1.0000000
## GH:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER         2.297883e-04 1.0000000
## GT:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER         1.964425e-04 0.9999734
## PL:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER         3.648204e-04 1.0000000
## CE:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER        -8.574887e-06 0.0382327
## AA:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER         4.570002e-05 0.1725389
## CBM:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER        2.377044e-04 1.0000000
## GH:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER       2.500080e-04 1.0000000
## GT:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER       1.772453e-04 0.9994185
## PL:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER       3.803841e-04 1.0000000
## CE:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER       1.828385e-05 0.0864666
## AA:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER       6.440128e-05 0.2621537
## CBM:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER      1.853041e-04 0.9994810
## GH:CUPP-PL:dbCAN_4:HMMER                    2.579892e-04 1.0000000
## GT:CUPP-PL:dbCAN_4:HMMER                    2.404175e-04 1.0000000
## PL:CUPP-PL:dbCAN_4:HMMER                    3.909671e-04 1.0000000
## CE:CUPP-PL:dbCAN_4:HMMER                    4.967941e-05 0.1933871
## AA:CUPP-PL:dbCAN_4:HMMER                    1.089121e-04 0.5613714
## CBM:CUPP-PL:dbCAN_4:HMMER                   3.416303e-04 1.0000000
## AA:dbCAN_4:HMMER-CE:dbCAN_4:HMMER           5.036125e-04 1.0000000
## CBM:dbCAN_4:HMMER-CE:dbCAN_4:HMMER          6.834740e-04 0.0856579
## GH:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER         6.715036e-04 0.0182198
## GT:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER         6.366143e-04 0.1871674
## PL:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER         7.993989e-04 0.0728451
## CE:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER         4.241216e-04 1.0000000
## AA:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER         4.780042e-04 1.0000000
## CBM:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER        6.766932e-04 0.1120810
## GH:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER       6.917700e-04 0.0068766
## GT:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER       6.174171e-04 0.3117836
## PL:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER       8.149627e-04 0.0452478
## CE:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER       4.513463e-04 1.0000000
## AA:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER       4.967055e-04 1.0000000
## CBM:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER      6.243653e-04 0.4207279
## GH:CUPP-CE:dbCAN_4:HMMER                    6.997045e-04 0.0048821
## GT:CUPP-CE:dbCAN_4:HMMER                    6.805456e-04 0.0438238
## PL:CUPP-CE:dbCAN_4:HMMER                    8.255457e-04 0.0321234
## CE:CUPP-CE:dbCAN_4:HMMER                    4.823759e-04 1.0000000
## AA:CUPP-CE:dbCAN_4:HMMER                    5.412163e-04 1.0000000
## CBM:CUPP-CE:dbCAN_4:HMMER                   7.806191e-04 0.0016188
## CBM:dbCAN_4:HMMER-AA:dbCAN_4:HMMER          6.391802e-04 0.5377454
## GH:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER         6.284355e-04 0.2710242
## GT:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER         5.928386e-04 0.7664527
## PL:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER         7.529396e-04 0.4015474
## CE:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER         3.767193e-04 1.0000000
## AA:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER         4.304029e-04 1.0000000
## CBM:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER        6.323653e-04 0.6065469
## GH:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER       6.487229e-04 0.1506497
## GT:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER       5.736414e-04 0.8863367
## PL:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER       7.685034e-04 0.3013764
## CE:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER       4.041287e-04 1.0000000
## AA:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER       4.491042e-04 1.0000000
## CBM:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER      5.800714e-04 0.9321214
## GH:CUPP-AA:dbCAN_4:HMMER                    6.566364e-04 0.1204982
## GT:CUPP-AA:dbCAN_4:HMMER                    6.367497e-04 0.4028949
## PL:CUPP-AA:dbCAN_4:HMMER                    7.790863e-04 0.2422887
## CE:CUPP-AA:dbCAN_4:HMMER                    4.349736e-04 1.0000000
## AA:CUPP-AA:dbCAN_4:HMMER                    4.936150e-04 1.0000000
## CBM:CUPP-AA:dbCAN_4:HMMER                   7.362912e-04 0.0441413
## GH:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER        2.188665e-04 1.0000000
## GT:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER        1.916570e-04 1.0000000
## PL:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER        3.789285e-04 1.0000000
## CE:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER        1.106689e-05 0.0732512
## AA:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER        6.645630e-05 0.3323100
## CBM:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER       2.373010e-04 1.0000000
## GH:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER      2.388925e-04 1.0000000
## GT:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER      1.724598e-04 1.0000000
## PL:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER      3.944923e-04 1.0000000
## CE:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER      3.687464e-05 0.1668735
## AA:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER      8.515756e-05 0.4793676
## CBM:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER     1.846395e-04 1.0000000
## GH:CUPP-CBM:dbCAN_4:HMMER                   2.470674e-04 1.0000000
## GT:CUPP-CBM:dbCAN_4:HMMER                   2.357985e-04 1.0000000
## PL:CUPP-CBM:dbCAN_4:HMMER                   4.050753e-04 1.0000000
## CE:CUPP-CBM:dbCAN_4:HMMER                   6.932119e-05 0.3656400
## AA:CUPP-CBM:dbCAN_4:HMMER                   1.296684e-04 0.8292435
## CBM:CUPP-CBM:dbCAN_4:HMMER                  3.412268e-04 0.9998440
## GT:dbCAN_4:DIAMOND-GH:dbCAN_4:DIAMOND       1.356187e-04 1.0000000
## PL:dbCAN_4:DIAMOND-GH:dbCAN_4:DIAMOND       3.365922e-04 1.0000000
## CE:dbCAN_4:DIAMOND-GH:dbCAN_4:DIAMOND      -2.801614e-05 0.0158819
## AA:dbCAN_4:DIAMOND-GH:dbCAN_4:DIAMOND       2.799981e-05 0.1308111
## CBM:dbCAN_4:DIAMOND-GH:dbCAN_4:DIAMOND      1.849151e-04 1.0000000
## GH:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND     1.768137e-04 1.0000000
## GT:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND     1.164214e-04 0.9999522
## PL:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND     3.521560e-04 1.0000000
## CE:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND    -2.807536e-06 0.0447548
## AA:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND     4.670107e-05 0.2261072
## CBM:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND    1.320460e-04 0.9999790
## GH:CUPP-GH:dbCAN_4:DIAMOND                  1.851897e-04 1.0000000
## GT:CUPP-GH:dbCAN_4:DIAMOND                  1.799059e-04 1.0000000
## PL:CUPP-GH:dbCAN_4:DIAMOND                  3.627390e-04 1.0000000
## CE:CUPP-GH:dbCAN_4:DIAMOND                  3.023816e-05 0.1438774
## AA:CUPP-GH:dbCAN_4:DIAMOND                  9.121188e-05 0.5865241
## CBM:CUPP-GH:dbCAN_4:DIAMOND                 2.888409e-04 0.9997885
## PL:dbCAN_4:DIAMOND-GT:dbCAN_4:DIAMOND       4.019378e-04 0.9999990
## CE:dbCAN_4:DIAMOND-GT:dbCAN_4:DIAMOND       3.543968e-05 0.1617082
## AA:dbCAN_4:DIAMOND-GT:dbCAN_4:DIAMOND       9.109434e-05 0.5532171
## CBM:dbCAN_4:DIAMOND-GT:dbCAN_4:DIAMOND      2.562697e-04 1.0000000
## GH:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND     2.542649e-04 0.9999208
## GT:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND     1.900351e-04 1.0000000
## PL:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND     4.175016e-04 0.9999732
## CE:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND     6.099454e-05 0.3287416
## AA:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND     1.097956e-04 0.7129905
## CBM:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND    2.035279e-04 1.0000000
## GH:CUPP-GT:dbCAN_4:DIAMOND                  2.625109e-04 0.9994951
## GT:CUPP-GT:dbCAN_4:DIAMOND                  2.534285e-04 1.0000000
## PL:CUPP-GT:dbCAN_4:DIAMOND                  4.280846e-04 0.9998358
## CE:CUPP-GT:dbCAN_4:DIAMOND                  9.369398e-05 0.5967410
## AA:CUPP-GT:dbCAN_4:DIAMOND                  1.543064e-04 0.9554032
## CBM:CUPP-GT:dbCAN_4:DIAMOND                 3.601956e-04 0.9427680
## CE:dbCAN_4:DIAMOND-PL:dbCAN_4:DIAMOND       6.944421e-06 0.0616965
## AA:dbCAN_4:DIAMOND-PL:dbCAN_4:DIAMOND       6.121933e-05 0.2451017
## CBM:dbCAN_4:DIAMOND-PL:dbCAN_4:DIAMOND      2.532237e-04 1.0000000
## GH:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND     2.655273e-04 1.0000000
## GT:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND     1.927646e-04 0.9999484
## PL:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND     3.959035e-04 1.0000000
## CE:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND     3.380316e-05 0.1324648
## AA:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND     7.992059e-05 0.3553336
## CBM:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND    2.008234e-04 0.9999503
## GH:CUPP-PL:dbCAN_4:DIAMOND                  2.735085e-04 1.0000000
## GT:CUPP-PL:dbCAN_4:DIAMOND                  2.559369e-04 1.0000000
## PL:CUPP-PL:dbCAN_4:DIAMOND                  4.064864e-04 1.0000000
## CE:CUPP-PL:dbCAN_4:DIAMOND                  6.519872e-05 0.2730115
## AA:CUPP-PL:dbCAN_4:DIAMOND                  1.244314e-04 0.6746961
## CBM:CUPP-PL:dbCAN_4:DIAMOND                 3.571496e-04 1.0000000
## AA:dbCAN_4:DIAMOND-CE:dbCAN_4:DIAMOND       4.961827e-04 1.0000000
## CBM:dbCAN_4:DIAMOND-CE:dbCAN_4:DIAMOND      6.964568e-04 0.0960066
## GH:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND     7.121597e-04 0.0060791
## GT:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND     6.374502e-04 0.2726503
## PL:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND     8.336919e-04 0.0381786
## CE:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND     4.697096e-04 1.0000000
## AA:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND     5.148840e-04 1.0000000
## CBM:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND    6.441455e-04 0.3722883
## GH:CUPP-CE:dbCAN_4:DIAMOND                  7.200839e-04 0.0043384
## GT:CUPP-CE:dbCAN_4:DIAMOND                  7.005688e-04 0.0376033
## PL:CUPP-CE:dbCAN_4:DIAMOND                  8.442749e-04 0.0270614
## CE:CUPP-CE:dbCAN_4:DIAMOND                  5.006502e-04 1.0000000
## AA:CUPP-CE:dbCAN_4:DIAMOND                  5.593948e-04 1.0000000
## CBM:CUPP-CE:dbCAN_4:DIAMOND                 8.003827e-04 0.0014256
## CBM:dbCAN_4:DIAMOND-AA:dbCAN_4:DIAMOND      6.579736e-04 0.3936078
## GH:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND     6.743312e-04 0.0644007
## GT:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND     5.992497e-04 0.7169713
## PL:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND     7.941117e-04 0.1723562
## CE:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND     4.297370e-04 1.0000000
## AA:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND     4.747125e-04 1.0000000
## CBM:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND    6.056797e-04 0.8030321
## GH:CUPP-AA:dbCAN_4:DIAMOND                  6.822447e-04 0.0496274
## GT:CUPP-AA:dbCAN_4:DIAMOND                  6.623580e-04 0.2223973
## PL:CUPP-AA:dbCAN_4:DIAMOND                  8.046946e-04 0.1328165
## CE:CUPP-AA:dbCAN_4:DIAMOND                  4.605819e-04 1.0000000
## AA:CUPP-AA:dbCAN_4:DIAMOND                  5.192233e-04 1.0000000
## CBM:CUPP-AA:dbCAN_4:DIAMOND                 7.618995e-04 0.0170091
## GH:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND    2.477625e-04 1.0000000
## GT:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND    1.811984e-04 1.0000000
## PL:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND    4.028894e-04 1.0000000
## CE:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND    4.519930e-05 0.2100359
## AA:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND    9.344818e-05 0.5479268
## CBM:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND   1.932977e-04 1.0000000
## GH:CUPP-CBM:dbCAN_4:DIAMOND                 2.559332e-04 1.0000000
## GT:CUPP-CBM:dbCAN_4:DIAMOND                 2.445338e-04 1.0000000
## PL:CUPP-CBM:dbCAN_4:DIAMOND                 4.134723e-04 0.9999998
## CE:CUPP-CBM:dbCAN_4:DIAMOND                 7.762926e-05 0.4310959
## AA:CUPP-CBM:dbCAN_4:DIAMOND                 1.379590e-04 0.8744946
## CBM:CUPP-CBM:dbCAN_4:DIAMOND                3.498800e-04 0.9994189
## GT:dbCAN_4:dbCAN-sub-GH:dbCAN_4:dbCAN-sub   9.501543e-05 0.9944263
## PL:dbCAN_4:dbCAN-sub-GH:dbCAN_4:dbCAN-sub   3.310149e-04 1.0000000
## CE:dbCAN_4:dbCAN-sub-GH:dbCAN_4:dbCAN-sub  -2.390210e-05 0.0184537
## AA:dbCAN_4:dbCAN-sub-GH:dbCAN_4:dbCAN-sub   2.562764e-05 0.1214638
## CBM:dbCAN_4:dbCAN-sub-GH:dbCAN_4:dbCAN-sub  1.107111e-04 0.9976685
## GH:CUPP-GH:dbCAN_4:dbCAN-sub                1.636537e-04 1.0000000
## GT:CUPP-GH:dbCAN_4:dbCAN-sub                1.585030e-04 1.0000000
## PL:CUPP-GH:dbCAN_4:dbCAN-sub                3.415978e-04 1.0000000
## CE:CUPP-GH:dbCAN_4:dbCAN-sub                9.153960e-06 0.0703433
## AA:CUPP-GH:dbCAN_4:dbCAN-sub                7.013845e-05 0.3990095
## CBM:CUPP-GH:dbCAN_4:dbCAN-sub               2.675103e-04 0.9999995
## PL:dbCAN_4:dbCAN-sub-GT:dbCAN_4:dbCAN-sub   4.366989e-04 0.9994149
## CE:dbCAN_4:dbCAN-sub-GT:dbCAN_4:dbCAN-sub   8.019178e-05 0.4924751
## AA:dbCAN_4:dbCAN-sub-GT:dbCAN_4:dbCAN-sub   1.289928e-04 0.8486853
## CBM:dbCAN_4:dbCAN-sub-GT:dbCAN_4:dbCAN-sub  2.227251e-04 1.0000000
## GH:CUPP-GT:dbCAN_4:dbCAN-sub                2.817082e-04 0.9831659
## GT:CUPP-GT:dbCAN_4:dbCAN-sub                2.726258e-04 0.9999995
## PL:CUPP-GT:dbCAN_4:dbCAN-sub                4.472818e-04 0.9977553
## CE:CUPP-GT:dbCAN_4:dbCAN-sub                1.128912e-04 0.7592630
## AA:CUPP-GT:dbCAN_4:dbCAN-sub                1.735036e-04 0.9878021
## CBM:CUPP-GT:dbCAN_4:dbCAN-sub               3.793928e-04 0.7907169
## CE:dbCAN_4:dbCAN-sub-PL:dbCAN_4:dbCAN-sub   1.823936e-05 0.0863564
## AA:dbCAN_4:dbCAN-sub-PL:dbCAN_4:dbCAN-sub   6.435679e-05 0.2619103
## CBM:dbCAN_4:dbCAN-sub-PL:dbCAN_4:dbCAN-sub  1.852596e-04 0.9994779
## GH:CUPP-PL:dbCAN_4:dbCAN-sub                2.579447e-04 1.0000000
## GT:CUPP-PL:dbCAN_4:dbCAN-sub                2.403731e-04 1.0000000
## PL:CUPP-PL:dbCAN_4:dbCAN-sub                3.909226e-04 1.0000000
## CE:CUPP-PL:dbCAN_4:dbCAN-sub                4.963493e-05 0.1931851
## AA:CUPP-PL:dbCAN_4:dbCAN-sub                1.088676e-04 0.5610412
## CBM:CUPP-PL:dbCAN_4:dbCAN-sub               3.415858e-04 1.0000000
## AA:dbCAN_4:dbCAN-sub-CE:dbCAN_4:dbCAN-sub   4.752908e-04 1.0000000
## CBM:dbCAN_4:dbCAN-sub-CE:dbCAN_4:dbCAN-sub  6.029506e-04 0.6088076
## GH:CUPP-CE:dbCAN_4:dbCAN-sub                6.782898e-04 0.0134493
## GT:CUPP-CE:dbCAN_4:dbCAN-sub                6.591309e-04 0.0947212
## PL:CUPP-CE:dbCAN_4:dbCAN-sub                8.041310e-04 0.0632524
## CE:CUPP-CE:dbCAN_4:dbCAN-sub                4.609612e-04 1.0000000
## AA:CUPP-CE:dbCAN_4:dbCAN-sub                5.198016e-04 1.0000000
## CBM:CUPP-CE:dbCAN_4:dbCAN-sub               7.592043e-04 0.0044574
## CBM:dbCAN_4:dbCAN-sub-AA:dbCAN_4:dbCAN-sub  5.869785e-04 0.9055261
## GH:CUPP-AA:dbCAN_4:dbCAN-sub                6.635434e-04 0.0961344
## GT:CUPP-AA:dbCAN_4:dbCAN-sub                6.436567e-04 0.3484622
## PL:CUPP-AA:dbCAN_4:dbCAN-sub                7.859934e-04 0.2080880
## CE:CUPP-AA:dbCAN_4:dbCAN-sub                4.418806e-04 1.0000000
## AA:CUPP-AA:dbCAN_4:dbCAN-sub                5.005220e-04 1.0000000
## CBM:CUPP-AA:dbCAN_4:dbCAN-sub               7.431982e-04 0.0344798
## GH:CUPP-CBM:dbCAN_4:dbCAN-sub               3.061761e-04 0.9926130
## GT:CUPP-CBM:dbCAN_4:dbCAN-sub               2.949073e-04 0.9999997
## PL:CUPP-CBM:dbCAN_4:dbCAN-sub               4.641840e-04 0.9980592
## CE:CUPP-CBM:dbCAN_4:dbCAN-sub               1.284299e-04 0.8401337
## AA:CUPP-CBM:dbCAN_4:dbCAN-sub               1.887771e-04 0.9945301
## CBM:CUPP-CBM:dbCAN_4:dbCAN-sub              4.003356e-04 0.8516208
## GT:CUPP-GH:CUPP                             1.517050e-04 1.0000000
## PL:CUPP-GH:CUPP                             3.345381e-04 1.0000000
## CE:CUPP-GH:CUPP                             2.037286e-06 0.0540231
## AA:CUPP-GH:CUPP                             6.301100e-05 0.3402968
## CBM:CUPP-GH:CUPP                            2.606400e-04 1.0000000
## PL:CUPP-GT:CUPP                             3.850597e-04 1.0000000
## CE:CUPP-GT:CUPP                             5.061547e-05 0.2457417
## AA:CUPP-GT:CUPP                             1.112175e-04 0.7233278
## CBM:CUPP-GT:CUPP                            3.173338e-04 0.9998933
## CE:CUPP-PL:CUPP                             3.905198e-05 0.1493272
## AA:CUPP-PL:CUPP                             9.828465e-05 0.4829314
## CBM:CUPP-PL:CUPP                            3.310028e-04 1.0000000
## AA:CUPP-CE:CUPP                             5.011405e-04 1.0000000
## CBM:CUPP-CE:CUPP                            7.421284e-04 0.0185795
## CBM:CUPP-AA:CUPP                            6.986874e-04 0.1466063

10.2.3 Sensitivity

Table 10.4: Sensitivity of CAZy family classification per CAZyme classifier
CAZy_class Prediction_tool Mean Standard Deviation Lower CI Upper CI
GH dbCAN_4 0.9197 0.2355 0.8799 0.9595
GH dbCAN_4:HMMER 0.8868 0.2684 0.8418 0.9318
GH dbCAN_4:DIAMOND 0.9489 0.1753 0.9191 0.9787
GH dbCAN_4:dbCAN-sub 0.9096 0.2496 0.8676 0.9516
GH CUPP 0.7845 0.3643 0.7225 0.8465
GT dbCAN_4 0.9103 0.2389 0.8557 0.9649
GT dbCAN_4:HMMER 0.8644 0.2718 0.8027 0.9261
GT dbCAN_4:DIAMOND 0.9360 0.1867 0.8933 0.9787
GT dbCAN_4:dbCAN-sub 0.9105 0.2391 0.8558 0.9651
GT CUPP 0.8039 0.2981 0.7354 0.8725
PL dbCAN_4 0.9232 0.2313 0.8232 1.0233
PL dbCAN_4:HMMER 0.9232 0.2313 0.8232 1.0233
PL dbCAN_4:DIAMOND 0.9776 0.1042 0.9325 1.0226
PL dbCAN_4:dbCAN-sub 0.9239 0.2315 0.8238 1.0240
PL CUPP 0.7051 0.4164 0.5251 0.8852
CE dbCAN_4 0.8773 0.3199 0.7182 1.0364
CE dbCAN_4:HMMER 0.8670 0.3173 0.7091 1.0248
CE dbCAN_4:DIAMOND 0.9706 0.0472 0.9463 0.9949
CE dbCAN_4:dbCAN-sub 0.8787 0.3204 0.7193 1.0380
CE CUPP 0.7414 0.4256 0.5226 0.9602
AA dbCAN_4 0.9102 0.2570 0.7732 1.0471
AA dbCAN_4:HMMER 0.9085 0.2565 0.7718 1.0452
AA dbCAN_4:DIAMOND 0.9567 0.1038 0.9014 1.0120
AA dbCAN_4:dbCAN-sub 0.9093 0.2567 0.7725 1.0461
AA CUPP 0.6941 0.4385 0.4604 0.9277
CBM dbCAN_4 0.8332 0.3345 0.7436 0.9228
CBM dbCAN_4:HMMER 0.7311 0.3923 0.6261 0.8362
CBM dbCAN_4:DIAMOND 0.8811 0.2943 0.8016 0.9607
CBM dbCAN_4:dbCAN-sub 0.8012 0.3530 0.7066 0.8957
CBM CUPP 0.0000 0.0000 0.0000 0.0000
95% confidence intervals of the sensitivity of CAZy family classification across all CAZy families per CAZy class, for each CAZyme classifier.

Figure 10.5: 95% confidence intervals of the sensitivity of CAZy family classification across all CAZy families per CAZy class, for each CAZyme classifier.

Scatter plot of overlaying a one-dimensional box-and-whisker plot of sensitivity for each CAZy family for each CAZyme classifier. Each CAZy family is represented as a single point on the plot.

Figure 10.6: Scatter plot of overlaying a one-dimensional box-and-whisker plot of sensitivity for each CAZy family for each CAZyme classifier. Each CAZy family is represented as a single point on the plot.

Test for significant differences between the means of the tools using a one-way ANOVA.

##                   Df Sum Sq Mean Sq F value Pr(>F)    
## Prediction_tool    4   17.7   4.425   48.06 <2e-16 ***
## Residuals       1620  149.2   0.092                   
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

The means are statistically significantly different, therefore, use a post hoc Turkey HSD test to determine between which tools the means are significantly difference.

##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = Statistical_parameter ~ Prediction_tool, data = fam_subset_sens_all)
## 
## $Prediction_tool
##                                           diff         lwr         upr
## dbCAN_4:HMMER-dbCAN_4             -0.042540009 -0.10729744  0.02221742
## dbCAN_4:DIAMOND-dbCAN_4            0.037766688 -0.02734013  0.10287350
## dbCAN_4:dbCAN-sub-dbCAN_4         -0.009575765 -0.07443168  0.05528015
## CUPP-dbCAN_4                      -0.257936142 -0.32309396 -0.19277833
## dbCAN_4:DIAMOND-dbCAN_4:HMMER      0.080306697  0.01534755  0.14526584
## dbCAN_4:dbCAN-sub-dbCAN_4:HMMER    0.032964244 -0.03174343  0.09767192
## CUPP-dbCAN_4:HMMER                -0.215396133 -0.28040639 -0.15038587
## dbCAN_4:dbCAN-sub-dbCAN_4:DIAMOND -0.047342453 -0.11239978  0.01771487
## CUPP-dbCAN_4:DIAMOND              -0.295702830 -0.36106113 -0.23034453
## CUPP-dbCAN_4:dbCAN-sub            -0.248360377 -0.31346874 -0.18325201
##                                       p adj
## dbCAN_4:HMMER-dbCAN_4             0.3774033
## dbCAN_4:DIAMOND-dbCAN_4           0.5078260
## dbCAN_4:dbCAN-sub-dbCAN_4         0.9944412
## CUPP-dbCAN_4                      0.0000000
## dbCAN_4:DIAMOND-dbCAN_4:HMMER     0.0067416
## dbCAN_4:dbCAN-sub-dbCAN_4:HMMER   0.6334382
## CUPP-dbCAN_4:HMMER                0.0000000
## dbCAN_4:dbCAN-sub-dbCAN_4:DIAMOND 0.2726191
## CUPP-dbCAN_4:DIAMOND              0.0000000
## CUPP-dbCAN_4:dbCAN-sub            0.0000000

Now test for statistically significant differences between CAZy classes using a two-way ANOVA.

##                              Df Sum Sq Mean Sq F value Pr(>F)    
## CAZy_class                    5  12.84   2.568   34.37 <2e-16 ***
## Prediction_tool               4  17.70   4.424   59.21 <2e-16 ***
## CAZy_class:Prediction_tool   20  17.15   0.858   11.48 <2e-16 ***
## Residuals                  1595 119.18   0.075                   
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

Statistically significant difference was detected so follow up with a Tukey test to determine if there are differences between specific groups.

##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = Statistical_parameter ~ CAZy_class * Prediction_tool, data = fam_subset_sens_all)
## 
## $`CAZy_class:Prediction_tool`
##                                                     diff          lwr
## GT:dbCAN_4-GH:dbCAN_4                      -9.424705e-03 -0.156255538
## PL:dbCAN_4-GH:dbCAN_4                       3.501222e-03 -0.227827910
## CE:dbCAN_4-GH:dbCAN_4                      -4.245425e-02 -0.299827759
## AA:dbCAN_4-GH:dbCAN_4                      -9.570175e-03 -0.280789093
## CBM:dbCAN_4-GH:dbCAN_4                     -8.651691e-02 -0.249341085
## GH:dbCAN_4:HMMER-GH:dbCAN_4                -3.296069e-02 -0.156550137
## GT:dbCAN_4:HMMER-GH:dbCAN_4                -5.534927e-02 -0.201565563
## PL:dbCAN_4:HMMER-GH:dbCAN_4                 3.501222e-03 -0.227827910
## CE:dbCAN_4:HMMER-GH:dbCAN_4                -5.276791e-02 -0.310141422
## AA:dbCAN_4:HMMER-GH:dbCAN_4                -1.123684e-02 -0.282455760
## CBM:dbCAN_4:HMMER-GH:dbCAN_4               -1.885718e-01 -0.351396018
## GH:dbCAN_4:DIAMOND-GH:dbCAN_4               2.917832e-02 -0.095316660
## GT:dbCAN_4:DIAMOND-GH:dbCAN_4               1.628205e-02 -0.130548778
## PL:dbCAN_4:DIAMOND-GH:dbCAN_4               5.784905e-02 -0.173480084
## CE:dbCAN_4:DIAMOND-GH:dbCAN_4               5.085596e-02 -0.213123513
## AA:dbCAN_4:DIAMOND-GH:dbCAN_4               3.700969e-02 -0.234209232
## CBM:dbCAN_4:DIAMOND-GH:dbCAN_4             -3.858840e-02 -0.202459936
## GH:dbCAN_4:dbCAN-sub-GH:dbCAN_4            -1.012709e-02 -0.133938614
## GT:dbCAN_4:dbCAN-sub-GH:dbCAN_4            -9.252262e-03 -0.156083095
## PL:dbCAN_4:dbCAN-sub-GH:dbCAN_4             4.191353e-03 -0.227137779
## CE:dbCAN_4:dbCAN-sub-GH:dbCAN_4            -4.106536e-02 -0.298438870
## AA:dbCAN_4:dbCAN-sub-GH:dbCAN_4            -1.040351e-02 -0.281622427
## CBM:dbCAN_4:dbCAN-sub-GH:dbCAN_4           -1.185528e-01 -0.281376934
## GH:CUPP-GH:dbCAN_4                         -1.352020e-01 -0.259696955
## GT:CUPP-GH:dbCAN_4                         -1.157843e-01 -0.263243421
## PL:CUPP-GH:dbCAN_4                         -2.145802e-01 -0.445909346
## CE:CUPP-GH:dbCAN_4                         -1.783071e-01 -0.442286539
## AA:CUPP-GH:dbCAN_4                         -2.256261e-01 -0.496845057
## CBM:CUPP-GH:dbCAN_4                        -9.197217e-01 -1.083593226
## PL:dbCAN_4-GT:dbCAN_4                       1.292593e-02 -0.231384173
## CE:dbCAN_4-GT:dbCAN_4                      -3.302954e-02 -0.302130605
## AA:dbCAN_4-GT:dbCAN_4                      -1.454695e-04 -0.282517493
## CBM:dbCAN_4-GT:dbCAN_4                     -7.709220e-02 -0.257884819
## GH:dbCAN_4:HMMER-GT:dbCAN_4                -2.353598e-02 -0.169989420
## GT:dbCAN_4:HMMER-GT:dbCAN_4                -4.592456e-02 -0.211916920
## PL:dbCAN_4:HMMER-GT:dbCAN_4                 1.292593e-02 -0.231384173
## CE:dbCAN_4:HMMER-GT:dbCAN_4                -4.334320e-02 -0.312444268
## AA:dbCAN_4:HMMER-GT:dbCAN_4                -1.812136e-03 -0.284184159
## CBM:dbCAN_4:HMMER-GT:dbCAN_4               -1.791471e-01 -0.359939752
## GH:dbCAN_4:DIAMOND-GT:dbCAN_4               3.860302e-02 -0.108615377
## GT:dbCAN_4:DIAMOND-GT:dbCAN_4               2.570676e-02 -0.140827174
## PL:dbCAN_4:DIAMOND-GT:dbCAN_4               6.727375e-02 -0.177036347
## CE:dbCAN_4:DIAMOND-GT:dbCAN_4               6.028066e-02 -0.215145223
## AA:dbCAN_4:DIAMOND-GT:dbCAN_4               4.643439e-02 -0.235937632
## CBM:dbCAN_4:DIAMOND-GT:dbCAN_4             -2.916369e-02 -0.210900147
## GH:dbCAN_4:dbCAN-sub-GT:dbCAN_4            -7.023870e-04 -0.147343277
## GT:dbCAN_4:dbCAN-sub-GT:dbCAN_4             1.724435e-04 -0.166361490
## PL:dbCAN_4:dbCAN-sub-GT:dbCAN_4             1.361606e-02 -0.230694042
## CE:dbCAN_4:dbCAN-sub-GT:dbCAN_4            -3.164065e-02 -0.300741716
## AA:dbCAN_4:dbCAN-sub-GT:dbCAN_4            -9.788028e-04 -0.283350826
## CBM:dbCAN_4:dbCAN-sub-GT:dbCAN_4           -1.091280e-01 -0.289920668
## GH:CUPP-GT:dbCAN_4                         -1.257773e-01 -0.272995672
## GT:CUPP-GT:dbCAN_4                         -1.063596e-01 -0.273447749
## PL:CUPP-GT:dbCAN_4                         -2.051555e-01 -0.449465608
## CE:CUPP-GT:dbCAN_4                         -1.688824e-01 -0.444308249
## AA:CUPP-GT:dbCAN_4                         -2.162014e-01 -0.498573457
## CBM:CUPP-GT:dbCAN_4                        -9.102970e-01 -1.092033437
## CE:dbCAN_4-PL:dbCAN_4                      -4.595547e-02 -0.369017780
## AA:dbCAN_4-PL:dbCAN_4                      -1.307140e-02 -0.347268695
## CBM:dbCAN_4-PL:dbCAN_4                     -9.001813e-02 -0.344261801
## GH:dbCAN_4:HMMER-PL:dbCAN_4                -3.646191e-02 -0.267551684
## GT:dbCAN_4:HMMER-PL:dbCAN_4                -5.885049e-02 -0.302791747
## PL:dbCAN_4:HMMER-PL:dbCAN_4                 6.661338e-16 -0.302723140
## CE:dbCAN_4:HMMER-PL:dbCAN_4                -5.626913e-02 -0.379331442
## AA:dbCAN_4:HMMER-PL:dbCAN_4                -1.473806e-02 -0.348935361
## CBM:dbCAN_4:HMMER-PL:dbCAN_4               -1.920731e-01 -0.446316734
## GH:dbCAN_4:DIAMOND-PL:dbCAN_4               2.567709e-02 -0.205898231
## GT:dbCAN_4:DIAMOND-PL:dbCAN_4               1.278083e-02 -0.231529268
## PL:dbCAN_4:DIAMOND-PL:dbCAN_4               5.434783e-02 -0.248375314
## CE:dbCAN_4:DIAMOND-PL:dbCAN_4               4.735474e-02 -0.280994610
## AA:dbCAN_4:DIAMOND-PL:dbCAN_4               3.350846e-02 -0.300688833
## CBM:dbCAN_4:DIAMOND-PL:dbCAN_4             -4.208962e-02 -0.297005319
## GH:dbCAN_4:dbCAN-sub-PL:dbCAN_4            -1.362831e-02 -0.244836932
## GT:dbCAN_4:dbCAN-sub-PL:dbCAN_4            -1.275348e-02 -0.257063585
## PL:dbCAN_4:dbCAN-sub-PL:dbCAN_4             6.901311e-04 -0.302033009
## CE:dbCAN_4:dbCAN-sub-PL:dbCAN_4            -4.456658e-02 -0.367628891
## AA:dbCAN_4:dbCAN-sub-PL:dbCAN_4            -1.390473e-02 -0.348102028
## CBM:dbCAN_4:dbCAN-sub-PL:dbCAN_4           -1.220540e-01 -0.376297650
## GH:CUPP-PL:dbCAN_4                         -1.387032e-01 -0.370278526
## GT:CUPP-PL:dbCAN_4                         -1.192856e-01 -0.363973753
## PL:CUPP-PL:dbCAN_4                         -2.180814e-01 -0.520804575
## CE:CUPP-PL:dbCAN_4                         -1.818083e-01 -0.510157636
## AA:CUPP-PL:dbCAN_4                         -2.291274e-01 -0.563324659
## CBM:CUPP-PL:dbCAN_4                        -9.232229e-01 -1.178138609
## AA:dbCAN_4-CE:dbCAN_4                       3.288407e-02 -0.319842158
## CBM:dbCAN_4-CE:dbCAN_4                     -4.406266e-02 -0.322213345
## GH:dbCAN_4:HMMER-CE:dbCAN_4                 9.493558e-03 -0.247664841
## GT:dbCAN_4:HMMER-CE:dbCAN_4                -1.289502e-02 -0.281661268
## PL:dbCAN_4:HMMER-CE:dbCAN_4                 4.595547e-02 -0.277106845
## CE:dbCAN_4:HMMER-CE:dbCAN_4                -1.031366e-02 -0.352508367
## AA:dbCAN_4:HMMER-CE:dbCAN_4                 3.121740e-02 -0.321508824
## CBM:dbCAN_4:HMMER-CE:dbCAN_4               -1.461176e-01 -0.424268279
## GH:dbCAN_4:DIAMOND-CE:dbCAN_4               7.163256e-02 -0.185962255
## GT:dbCAN_4:DIAMOND-CE:dbCAN_4               5.873630e-02 -0.210364766
## PL:dbCAN_4:DIAMOND-CE:dbCAN_4               1.003033e-01 -0.222759019
## CE:dbCAN_4:DIAMOND-CE:dbCAN_4               9.331020e-02 -0.253880308
## AA:dbCAN_4:DIAMOND-CE:dbCAN_4               7.946393e-02 -0.273262297
## CBM:dbCAN_4:DIAMOND-CE:dbCAN_4              3.865845e-03 -0.274899236
## GH:dbCAN_4:dbCAN-sub-CE:dbCAN_4             3.232715e-02 -0.224938047
## GT:dbCAN_4:dbCAN-sub-CE:dbCAN_4             3.320198e-02 -0.235899082
## PL:dbCAN_4:dbCAN-sub-CE:dbCAN_4             4.664560e-02 -0.276416714
## CE:dbCAN_4:dbCAN-sub-CE:dbCAN_4             1.388889e-03 -0.340805816
## AA:dbCAN_4:dbCAN-sub-CE:dbCAN_4             3.205074e-02 -0.320675491
## CBM:dbCAN_4:dbCAN-sub-CE:dbCAN_4           -7.609851e-02 -0.354249194
## GH:CUPP-CE:dbCAN_4                         -9.274773e-02 -0.350342550
## GT:CUPP-CE:dbCAN_4                         -7.333008e-02 -0.342774464
## PL:CUPP-CE:dbCAN_4                         -1.721260e-01 -0.495188280
## CE:CUPP-CE:dbCAN_4                         -1.358528e-01 -0.483043334
## AA:CUPP-CE:dbCAN_4                         -1.831719e-01 -0.535898122
## CBM:CUPP-CE:dbCAN_4                        -8.772674e-01 -1.156032526
## CBM:dbCAN_4-AA:dbCAN_4                     -7.694673e-02 -0.367955974
## GH:dbCAN_4:HMMER-AA:dbCAN_4                -2.339051e-02 -0.294405305
## GT:dbCAN_4:HMMER-AA:dbCAN_4                -4.577909e-02 -0.327832050
## PL:dbCAN_4:HMMER-AA:dbCAN_4                 1.307140e-02 -0.321125900
## CE:dbCAN_4:HMMER-AA:dbCAN_4                -4.319773e-02 -0.395923961
## AA:dbCAN_4:HMMER-AA:dbCAN_4                -1.666667e-03 -0.364618961
## CBM:dbCAN_4:HMMER-AA:dbCAN_4               -1.790017e-01 -0.470010907
## GH:dbCAN_4:DIAMOND-AA:dbCAN_4               3.874849e-02 -0.232680441
## GT:dbCAN_4:DIAMOND-AA:dbCAN_4               2.585223e-02 -0.256519794
## PL:dbCAN_4:DIAMOND-AA:dbCAN_4               6.741922e-02 -0.266778074
## CE:dbCAN_4:DIAMOND-AA:dbCAN_4               6.042613e-02 -0.297148792
## AA:dbCAN_4:DIAMOND-AA:dbCAN_4               4.657986e-02 -0.316372433
## CBM:dbCAN_4:DIAMOND-AA:dbCAN_4             -2.901823e-02 -0.320614773
## GH:dbCAN_4:dbCAN-sub-AA:dbCAN_4            -5.569175e-04 -0.271673053
## GT:dbCAN_4:dbCAN-sub-AA:dbCAN_4             3.179130e-04 -0.282054110
## PL:dbCAN_4:dbCAN-sub-AA:dbCAN_4             1.376153e-02 -0.320435769
## CE:dbCAN_4:dbCAN-sub-AA:dbCAN_4            -3.149518e-02 -0.384221409
## AA:dbCAN_4:dbCAN-sub-AA:dbCAN_4            -8.333333e-04 -0.363785627
## CBM:dbCAN_4:dbCAN-sub-AA:dbCAN_4           -1.089826e-01 -0.399991823
## GH:CUPP-AA:dbCAN_4                         -1.256318e-01 -0.397060736
## GT:CUPP-AA:dbCAN_4                         -1.062142e-01 -0.388913376
## PL:CUPP-AA:dbCAN_4                         -2.050100e-01 -0.539207336
## CE:CUPP-AA:dbCAN_4                         -1.687369e-01 -0.526311818
## AA:CUPP-AA:dbCAN_4                         -2.160560e-01 -0.579008258
## CBM:CUPP-AA:dbCAN_4                        -9.101515e-01 -1.201748063
## GH:dbCAN_4:HMMER-CBM:dbCAN_4                5.355622e-02 -0.108927718
## GT:dbCAN_4:HMMER-CBM:dbCAN_4                3.116764e-02 -0.149126240
## PL:dbCAN_4:HMMER-CBM:dbCAN_4                9.001813e-02 -0.164225544
## CE:dbCAN_4:HMMER-CBM:dbCAN_4                3.374900e-02 -0.244401687
## AA:dbCAN_4:HMMER-CBM:dbCAN_4                7.528006e-02 -0.215729178
## CBM:dbCAN_4:HMMER-CBM:dbCAN_4              -1.020549e-01 -0.296061095
## GH:dbCAN_4:DIAMOND-CBM:dbCAN_4              1.156952e-01 -0.047478540
## GT:dbCAN_4:DIAMOND-CBM:dbCAN_4              1.027990e-01 -0.077993658
## PL:dbCAN_4:DIAMOND-CBM:dbCAN_4              1.443660e-01 -0.109877718
## CE:dbCAN_4:DIAMOND-CBM:dbCAN_4              1.373729e-01 -0.146901368
## AA:dbCAN_4:DIAMOND-CBM:dbCAN_4              1.235266e-01 -0.167482651
## CBM:dbCAN_4:DIAMOND-CBM:dbCAN_4             4.792851e-02 -0.146957507
## GH:dbCAN_4:dbCAN-sub-CBM:dbCAN_4            7.638981e-02 -0.086263100
## GT:dbCAN_4:dbCAN-sub-CBM:dbCAN_4            7.726464e-02 -0.103527975
## PL:dbCAN_4:dbCAN-sub-CBM:dbCAN_4            9.070826e-02 -0.163535413
## CE:dbCAN_4:dbCAN-sub-CBM:dbCAN_4            4.545155e-02 -0.232699135
## AA:dbCAN_4:dbCAN-sub-CBM:dbCAN_4            7.611340e-02 -0.214895845
## CBM:dbCAN_4:dbCAN-sub-CBM:dbCAN_4          -3.203585e-02 -0.226042011
## GH:CUPP-CBM:dbCAN_4                        -4.868507e-02 -0.211858835
## GT:CUPP-CBM:dbCAN_4                        -2.926742e-02 -0.210570654
## PL:CUPP-CBM:dbCAN_4                        -1.280633e-01 -0.382306980
## CE:CUPP-CBM:dbCAN_4                        -9.179016e-02 -0.376064394
## AA:CUPP-CBM:dbCAN_4                        -1.391092e-01 -0.430118476
## CBM:CUPP-CBM:dbCAN_4                       -8.332048e-01 -1.028090797
## GT:dbCAN_4:HMMER-GH:dbCAN_4:HMMER          -2.238858e-02 -0.168225892
## PL:dbCAN_4:HMMER-GH:dbCAN_4:HMMER           3.646191e-02 -0.194627865
## CE:dbCAN_4:HMMER-GH:dbCAN_4:HMMER          -1.980722e-02 -0.276965619
## AA:dbCAN_4:HMMER-GH:dbCAN_4:HMMER           2.172385e-02 -0.249290947
## CBM:dbCAN_4:HMMER-GH:dbCAN_4:HMMER         -1.556112e-01 -0.318095088
## GH:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER         6.213900e-02 -0.061910645
## GT:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER         4.924274e-02 -0.097210697
## PL:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER         9.080974e-02 -0.140280039
## CE:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER         8.381665e-02 -0.179953098
## AA:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER         6.997037e-02 -0.201044419
## CBM:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER       -5.627713e-03 -0.169161186
## GH:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER       2.283359e-02 -0.100530132
## GT:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER       2.370843e-02 -0.122745013
## PL:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER       3.715204e-02 -0.193937734
## CE:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER      -8.104669e-03 -0.265263068
## AA:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER       2.255718e-02 -0.248457614
## CBM:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER     -8.559207e-02 -0.248076004
## GH:CUPP-GH:dbCAN_4:HMMER                   -1.022413e-01 -0.226290940
## GT:CUPP-GH:dbCAN_4:HMMER                   -8.282364e-02 -0.229906952
## PL:CUPP-GH:dbCAN_4:HMMER                   -1.816195e-01 -0.412709300
## CE:CUPP-GH:dbCAN_4:HMMER                   -1.453464e-01 -0.409116124
## AA:CUPP-GH:dbCAN_4:HMMER                   -1.926655e-01 -0.463680245
## CBM:CUPP-GH:dbCAN_4:HMMER                  -8.867610e-01 -1.050294475
## PL:dbCAN_4:HMMER-GT:dbCAN_4:HMMER           5.885049e-02 -0.185090769
## CE:dbCAN_4:HMMER-GT:dbCAN_4:HMMER           2.581359e-03 -0.266184888
## AA:dbCAN_4:HMMER-GT:dbCAN_4:HMMER           4.411242e-02 -0.237940534
## CBM:dbCAN_4:HMMER-GT:dbCAN_4:HMMER         -1.332226e-01 -0.313516452
## GH:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER         8.452758e-02 -0.062077904
## GT:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER         7.163132e-02 -0.094361038
## PL:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER         1.131983e-01 -0.130742943
## CE:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER         1.062052e-01 -0.168893541
## AA:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER         9.235895e-02 -0.189694006
## CBM:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER        1.676087e-02 -0.164479444
## GH:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER       4.522217e-02 -0.100803380
## GT:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER       4.609700e-02 -0.119895354
## PL:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER       5.954062e-02 -0.184400638
## CE:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER       1.428391e-02 -0.254482337
## AA:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER       4.494576e-02 -0.237107200
## CBM:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER     -6.320349e-02 -0.243497368
## GH:CUPP-GT:dbCAN_4:HMMER                   -7.985271e-02 -0.226458200
## GT:CUPP-GT:dbCAN_4:HMMER                   -6.043506e-02 -0.226983415
## PL:CUPP-GT:dbCAN_4:HMMER                   -1.592309e-01 -0.403172204
## CE:CUPP-GT:dbCAN_4:HMMER                   -1.229578e-01 -0.398056567
## AA:CUPP-GT:dbCAN_4:HMMER                   -1.702769e-01 -0.452329831
## CBM:CUPP-GT:dbCAN_4:HMMER                  -8.643724e-01 -1.045612734
## CE:dbCAN_4:HMMER-PL:dbCAN_4:HMMER          -5.626913e-02 -0.379331442
## AA:dbCAN_4:HMMER-PL:dbCAN_4:HMMER          -1.473806e-02 -0.348935361
## CBM:dbCAN_4:HMMER-PL:dbCAN_4:HMMER         -1.920731e-01 -0.446316734
## GH:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER         2.567709e-02 -0.205898231
## GT:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER         1.278083e-02 -0.231529268
## PL:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER         5.434783e-02 -0.248375314
## CE:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER         4.735474e-02 -0.280994610
## AA:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER         3.350846e-02 -0.300688833
## CBM:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER       -4.208962e-02 -0.297005319
## GH:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER      -1.362831e-02 -0.244836932
## GT:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER      -1.275348e-02 -0.257063585
## PL:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER       6.901311e-04 -0.302033009
## CE:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER      -4.456658e-02 -0.367628891
## AA:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER      -1.390473e-02 -0.348102028
## CBM:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER     -1.220540e-01 -0.376297650
## GH:CUPP-PL:dbCAN_4:HMMER                   -1.387032e-01 -0.370278526
## GT:CUPP-PL:dbCAN_4:HMMER                   -1.192856e-01 -0.363973753
## PL:CUPP-PL:dbCAN_4:HMMER                   -2.180814e-01 -0.520804575
## CE:CUPP-PL:dbCAN_4:HMMER                   -1.818083e-01 -0.510157636
## AA:CUPP-PL:dbCAN_4:HMMER                   -2.291274e-01 -0.563324659
## CBM:CUPP-PL:dbCAN_4:HMMER                  -9.232229e-01 -1.178138609
## AA:dbCAN_4:HMMER-CE:dbCAN_4:HMMER           4.153107e-02 -0.311195161
## CBM:dbCAN_4:HMMER-CE:dbCAN_4:HMMER         -1.358039e-01 -0.413954616
## GH:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER         8.194622e-02 -0.175648592
## GT:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER         6.904996e-02 -0.200051103
## PL:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER         1.106170e-01 -0.212445356
## CE:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER         1.036239e-01 -0.243566645
## AA:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER         8.977759e-02 -0.262948634
## CBM:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER        1.417951e-02 -0.264585573
## GH:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER       4.264082e-02 -0.214624384
## GT:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER       4.351565e-02 -0.225585419
## PL:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER       5.695926e-02 -0.266103051
## CE:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER       1.170255e-02 -0.330492153
## AA:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER       4.236440e-02 -0.310361828
## CBM:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER     -6.578485e-02 -0.343935531
## GH:CUPP-CE:dbCAN_4:HMMER                   -8.243407e-02 -0.340028887
## GT:CUPP-CE:dbCAN_4:HMMER                   -6.301642e-02 -0.332460801
## PL:CUPP-CE:dbCAN_4:HMMER                   -1.618123e-01 -0.484874617
## CE:CUPP-CE:dbCAN_4:HMMER                   -1.255392e-01 -0.472729671
## AA:CUPP-CE:dbCAN_4:HMMER                   -1.728582e-01 -0.525584459
## CBM:CUPP-CE:dbCAN_4:HMMER                  -8.669538e-01 -1.145718863
## CBM:dbCAN_4:HMMER-AA:dbCAN_4:HMMER         -1.773350e-01 -0.468344240
## GH:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER         4.041516e-02 -0.231013775
## GT:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER         2.751890e-02 -0.254853127
## PL:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER         6.908589e-02 -0.265111407
## CE:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER         6.209280e-02 -0.295482125
## AA:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER         4.824653e-02 -0.314705766
## CBM:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER       -2.735156e-02 -0.318948106
## GH:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER       1.109749e-03 -0.270006386
## GT:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER       1.984580e-03 -0.280387443
## PL:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER       1.542819e-02 -0.318769102
## CE:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER      -2.982851e-02 -0.382554742
## AA:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER       8.333333e-04 -0.362118961
## CBM:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER     -1.073159e-01 -0.398325156
## GH:CUPP-AA:dbCAN_4:HMMER                   -1.239651e-01 -0.395394070
## GT:CUPP-AA:dbCAN_4:HMMER                   -1.045475e-01 -0.387246709
## PL:CUPP-AA:dbCAN_4:HMMER                   -2.033434e-01 -0.537540669
## CE:CUPP-AA:dbCAN_4:HMMER                   -1.670702e-01 -0.524645152
## AA:CUPP-AA:dbCAN_4:HMMER                   -2.143893e-01 -0.577341591
## CBM:CUPP-AA:dbCAN_4:HMMER                  -9.084848e-01 -1.200081396
## GH:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER        2.177502e-01  0.054576393
## GT:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER        2.048539e-01  0.024061275
## PL:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER        2.464209e-01 -0.007822785
## CE:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER        2.394278e-01 -0.044846434
## AA:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER        2.255815e-01 -0.065427717
## CBM:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER       1.499834e-01 -0.044902574
## GH:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER      1.784447e-01  0.015791833
## GT:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER      1.793196e-01 -0.001473042
## PL:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER      1.927632e-01 -0.061480480
## CE:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER      1.475065e-01 -0.130644202
## AA:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER      1.781683e-01 -0.112840912
## CBM:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER     7.001908e-02 -0.123987078
## GH:CUPP-CBM:dbCAN_4:HMMER                   5.336986e-02 -0.109803902
## GT:CUPP-CBM:dbCAN_4:HMMER                   7.278751e-02 -0.108515721
## PL:CUPP-CBM:dbCAN_4:HMMER                  -2.600837e-02 -0.280252047
## CE:CUPP-CBM:dbCAN_4:HMMER                   1.026477e-02 -0.274009461
## AA:CUPP-CBM:dbCAN_4:HMMER                  -3.705430e-02 -0.328063543
## CBM:CUPP-CBM:dbCAN_4:HMMER                 -7.311499e-01 -0.926035864
## GT:dbCAN_4:DIAMOND-GH:dbCAN_4:DIAMOND      -1.289626e-02 -0.160114659
## PL:dbCAN_4:DIAMOND-GH:dbCAN_4:DIAMOND       2.867073e-02 -0.202904591
## CE:dbCAN_4:DIAMOND-GH:dbCAN_4:DIAMOND       2.167764e-02 -0.242517597
## AA:dbCAN_4:DIAMOND-GH:dbCAN_4:DIAMOND       7.831371e-03 -0.263597561
## CBM:dbCAN_4:DIAMOND-GH:dbCAN_4:DIAMOND     -6.776672e-02 -0.231985605
## GH:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND    -3.930541e-02 -0.163576306
## GT:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND    -3.843058e-02 -0.185648975
## PL:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND    -2.498696e-02 -0.256562286
## CE:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND    -7.024367e-02 -0.327838487
## AA:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND    -3.958182e-02 -0.311010755
## CBM:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND   -1.477311e-01 -0.310904832
## GH:CUPP-GH:dbCAN_4:DIAMOND                 -1.643803e-01 -0.289332134
## GT:CUPP-GH:dbCAN_4:DIAMOND                 -1.449626e-01 -0.292807655
## PL:CUPP-GH:dbCAN_4:DIAMOND                 -2.437585e-01 -0.475333853
## CE:CUPP-GH:dbCAN_4:DIAMOND                 -2.074854e-01 -0.471680623
## AA:CUPP-GH:dbCAN_4:DIAMOND                 -2.548045e-01 -0.526233386
## CBM:CUPP-GH:dbCAN_4:DIAMOND                -9.489000e-01 -1.113118895
## PL:dbCAN_4:DIAMOND-GT:dbCAN_4:DIAMOND       4.156699e-02 -0.202743107
## CE:dbCAN_4:DIAMOND-GT:dbCAN_4:DIAMOND       3.457390e-02 -0.240851983
## AA:dbCAN_4:DIAMOND-GT:dbCAN_4:DIAMOND       2.072763e-02 -0.261644391
## CBM:dbCAN_4:DIAMOND-GT:dbCAN_4:DIAMOND     -5.487045e-02 -0.236606907
## GH:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND    -2.640915e-02 -0.173050036
## GT:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND    -2.553432e-02 -0.192068250
## PL:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND    -1.209070e-02 -0.256400801
## CE:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND    -5.734741e-02 -0.326448476
## AA:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND    -2.668556e-02 -0.309057586
## CBM:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND   -1.348348e-01 -0.315627428
## GH:CUPP-GT:dbCAN_4:DIAMOND                 -1.514840e-01 -0.298702432
## GT:CUPP-GT:dbCAN_4:DIAMOND                 -1.320664e-01 -0.299154509
## PL:CUPP-GT:dbCAN_4:DIAMOND                 -2.308623e-01 -0.475172368
## CE:CUPP-GT:dbCAN_4:DIAMOND                 -1.945891e-01 -0.470015009
## AA:CUPP-GT:dbCAN_4:DIAMOND                 -2.419082e-01 -0.524280216
## CBM:CUPP-GT:dbCAN_4:DIAMOND                -9.360037e-01 -1.117740197
## CE:dbCAN_4:DIAMOND-PL:dbCAN_4:DIAMOND      -6.993090e-03 -0.335342436
## AA:dbCAN_4:DIAMOND-PL:dbCAN_4:DIAMOND      -2.083936e-02 -0.355036660
## CBM:dbCAN_4:DIAMOND-PL:dbCAN_4:DIAMOND     -9.643745e-02 -0.351353145
## GH:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND    -6.797614e-02 -0.299184758
## GT:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND    -6.710131e-02 -0.311411411
## PL:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND    -5.365769e-02 -0.356380835
## CE:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND    -9.891440e-02 -0.421976717
## AA:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND    -6.825256e-02 -0.402449854
## CBM:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND   -1.764018e-01 -0.430645476
## GH:CUPP-PL:dbCAN_4:DIAMOND                 -1.930510e-01 -0.424626352
## GT:CUPP-PL:dbCAN_4:DIAMOND                 -1.736334e-01 -0.418321579
## PL:CUPP-PL:dbCAN_4:DIAMOND                 -2.724293e-01 -0.575152401
## CE:CUPP-PL:dbCAN_4:DIAMOND                 -2.361561e-01 -0.564505462
## AA:CUPP-PL:dbCAN_4:DIAMOND                 -2.834752e-01 -0.617672485
## CBM:CUPP-PL:dbCAN_4:DIAMOND                -9.775707e-01 -1.232486435
## AA:dbCAN_4:DIAMOND-CE:dbCAN_4:DIAMOND      -1.384627e-02 -0.371421198
## CBM:dbCAN_4:DIAMOND-CE:dbCAN_4:DIAMOND     -8.944436e-02 -0.374319781
## GH:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND    -6.098305e-02 -0.324856920
## GT:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND    -6.010822e-02 -0.335534108
## PL:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND    -4.666461e-02 -0.375013952
## CE:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND    -9.192131e-02 -0.439111827
## AA:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND    -6.125947e-02 -0.418834393
## CBM:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND   -1.694087e-01 -0.453682946
## GH:CUPP-CE:dbCAN_4:DIAMOND                 -1.860579e-01 -0.450253178
## GT:CUPP-CE:dbCAN_4:DIAMOND                 -1.666403e-01 -0.442401615
## PL:CUPP-CE:dbCAN_4:DIAMOND                 -2.654362e-01 -0.593785518
## CE:CUPP-CE:dbCAN_4:DIAMOND                 -2.291630e-01 -0.581278472
## AA:CUPP-CE:dbCAN_4:DIAMOND                 -2.764821e-01 -0.634057024
## CBM:CUPP-CE:dbCAN_4:DIAMOND                -9.705776e-01 -1.255453071
## CBM:dbCAN_4:DIAMOND-AA:dbCAN_4:DIAMOND     -7.559809e-02 -0.367194634
## GH:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND    -4.713678e-02 -0.318252914
## GT:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND    -4.626195e-02 -0.328633971
## PL:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND    -3.281833e-02 -0.367015630
## CE:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND    -7.807504e-02 -0.430801270
## AA:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND    -4.741319e-02 -0.410365489
## CBM:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND   -1.555624e-01 -0.446571684
## GH:CUPP-AA:dbCAN_4:DIAMOND                 -1.722117e-01 -0.443640598
## GT:CUPP-AA:dbCAN_4:DIAMOND                 -1.527940e-01 -0.435493237
## PL:CUPP-AA:dbCAN_4:DIAMOND                 -2.515899e-01 -0.585787197
## CE:CUPP-AA:dbCAN_4:DIAMOND                 -2.153168e-01 -0.572891680
## AA:CUPP-AA:dbCAN_4:DIAMOND                 -2.626358e-01 -0.625588119
## CBM:CUPP-AA:dbCAN_4:DIAMOND                -9.567314e-01 -1.248327924
## GH:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND    2.846131e-02 -0.135240059
## GT:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND    2.933614e-02 -0.152400314
## PL:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND    4.277975e-02 -0.212135943
## CE:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND   -2.476956e-03 -0.281242037
## AA:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND    2.818489e-02 -0.263411656
## CBM:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND  -7.996435e-02 -0.274850368
## GH:CUPP-CBM:dbCAN_4:DIAMOND                -9.661358e-02 -0.260832469
## GT:CUPP-CBM:dbCAN_4:DIAMOND                -7.719593e-02 -0.259440349
## PL:CUPP-CBM:dbCAN_4:DIAMOND                -1.759918e-01 -0.430907509
## CE:CUPP-CBM:dbCAN_4:DIAMOND                -1.397187e-01 -0.424594090
## AA:CUPP-CBM:dbCAN_4:DIAMOND                -1.870377e-01 -0.478634286
## CBM:CUPP-CBM:dbCAN_4:DIAMOND               -8.811333e-01 -1.076895199
## GT:dbCAN_4:dbCAN-sub-GH:dbCAN_4:dbCAN-sub   8.748305e-04 -0.145766059
## PL:dbCAN_4:dbCAN-sub-GH:dbCAN_4:dbCAN-sub   1.431845e-02 -0.216890171
## CE:dbCAN_4:dbCAN-sub-GH:dbCAN_4:dbCAN-sub  -3.093826e-02 -0.288203463
## AA:dbCAN_4:dbCAN-sub-GH:dbCAN_4:dbCAN-sub  -2.764158e-04 -0.271392551
## CBM:dbCAN_4:dbCAN-sub-GH:dbCAN_4:dbCAN-sub -1.084257e-01 -0.271078576
## GH:CUPP-GH:dbCAN_4:dbCAN-sub               -1.250749e-01 -0.249345785
## GT:CUPP-GH:dbCAN_4:dbCAN-sub               -1.056572e-01 -0.252927196
## PL:CUPP-GH:dbCAN_4:dbCAN-sub               -2.044531e-01 -0.435661738
## CE:CUPP-GH:dbCAN_4:dbCAN-sub               -1.681800e-01 -0.432053844
## AA:CUPP-GH:dbCAN_4:dbCAN-sub               -2.154990e-01 -0.486615182
## CBM:CUPP-GH:dbCAN_4:dbCAN-sub              -9.095946e-01 -1.073295965
## PL:dbCAN_4:dbCAN-sub-GT:dbCAN_4:dbCAN-sub   1.344362e-02 -0.230866485
## CE:dbCAN_4:dbCAN-sub-GT:dbCAN_4:dbCAN-sub  -3.181309e-02 -0.300914160
## AA:dbCAN_4:dbCAN-sub-GT:dbCAN_4:dbCAN-sub  -1.151246e-03 -0.283523269
## CBM:dbCAN_4:dbCAN-sub-GT:dbCAN_4:dbCAN-sub -1.093005e-01 -0.290093112
## GH:CUPP-GT:dbCAN_4:dbCAN-sub               -1.259497e-01 -0.273168115
## GT:CUPP-GT:dbCAN_4:dbCAN-sub               -1.065321e-01 -0.273620192
## PL:CUPP-GT:dbCAN_4:dbCAN-sub               -2.053280e-01 -0.449638052
## CE:CUPP-GT:dbCAN_4:dbCAN-sub               -1.690548e-01 -0.444480693
## AA:CUPP-GT:dbCAN_4:dbCAN-sub               -2.163739e-01 -0.498745900
## CBM:CUPP-GT:dbCAN_4:dbCAN-sub              -9.104694e-01 -1.092205881
## CE:dbCAN_4:dbCAN-sub-PL:dbCAN_4:dbCAN-sub  -4.525671e-02 -0.368319022
## AA:dbCAN_4:dbCAN-sub-PL:dbCAN_4:dbCAN-sub  -1.459486e-02 -0.348792159
## CBM:dbCAN_4:dbCAN-sub-PL:dbCAN_4:dbCAN-sub -1.227441e-01 -0.376987781
## GH:CUPP-PL:dbCAN_4:dbCAN-sub               -1.393933e-01 -0.370968657
## GT:CUPP-PL:dbCAN_4:dbCAN-sub               -1.199757e-01 -0.364663884
## PL:CUPP-PL:dbCAN_4:dbCAN-sub               -2.187716e-01 -0.521494706
## CE:CUPP-PL:dbCAN_4:dbCAN-sub               -1.824984e-01 -0.510847767
## AA:CUPP-PL:dbCAN_4:dbCAN-sub               -2.298175e-01 -0.564014790
## CBM:CUPP-PL:dbCAN_4:dbCAN-sub              -9.239130e-01 -1.178828740
## AA:dbCAN_4:dbCAN-sub-CE:dbCAN_4:dbCAN-sub   3.066185e-02 -0.322064380
## CBM:dbCAN_4:dbCAN-sub-CE:dbCAN_4:dbCAN-sub -7.748740e-02 -0.355638083
## GH:CUPP-CE:dbCAN_4:dbCAN-sub               -9.413662e-02 -0.351731439
## GT:CUPP-CE:dbCAN_4:dbCAN-sub               -7.471897e-02 -0.344163353
## PL:CUPP-CE:dbCAN_4:dbCAN-sub               -1.735149e-01 -0.496577169
## CE:CUPP-CE:dbCAN_4:dbCAN-sub               -1.372417e-01 -0.484432223
## AA:CUPP-CE:dbCAN_4:dbCAN-sub               -1.845608e-01 -0.537287011
## CBM:CUPP-CE:dbCAN_4:dbCAN-sub              -8.786563e-01 -1.157421415
## CBM:dbCAN_4:dbCAN-sub-AA:dbCAN_4:dbCAN-sub -1.081492e-01 -0.399158489
## GH:CUPP-AA:dbCAN_4:dbCAN-sub               -1.247985e-01 -0.396227403
## GT:CUPP-AA:dbCAN_4:dbCAN-sub               -1.053808e-01 -0.388080043
## PL:CUPP-AA:dbCAN_4:dbCAN-sub               -2.041767e-01 -0.538374002
## CE:CUPP-AA:dbCAN_4:dbCAN-sub               -1.679036e-01 -0.525478485
## AA:CUPP-AA:dbCAN_4:dbCAN-sub               -2.152226e-01 -0.578174925
## CBM:CUPP-AA:dbCAN_4:dbCAN-sub              -9.093182e-01 -1.200914729
## GH:CUPP-CBM:dbCAN_4:dbCAN-sub              -1.664922e-02 -0.179822986
## GT:CUPP-CBM:dbCAN_4:dbCAN-sub               2.768425e-03 -0.178534805
## PL:CUPP-CBM:dbCAN_4:dbCAN-sub              -9.602746e-02 -0.350271131
## CE:CUPP-CBM:dbCAN_4:dbCAN-sub              -5.975431e-02 -0.344028545
## AA:CUPP-CBM:dbCAN_4:dbCAN-sub              -1.070734e-01 -0.398082627
## CBM:CUPP-CBM:dbCAN_4:dbCAN-sub             -8.011689e-01 -0.996054948
## GT:CUPP-GH:CUPP                             1.941765e-02 -0.128427360
## PL:CUPP-GH:CUPP                            -7.937823e-02 -0.310953558
## CE:CUPP-GH:CUPP                            -4.310509e-02 -0.307300328
## AA:CUPP-GH:CUPP                            -9.042416e-02 -0.361853091
## CBM:CUPP-GH:CUPP                           -7.845197e-01 -0.948738600
## PL:CUPP-GT:CUPP                            -9.879588e-02 -0.343484084
## CE:CUPP-GT:CUPP                            -6.252274e-02 -0.338284065
## AA:CUPP-GT:CUPP                            -1.098418e-01 -0.392541031
## CBM:CUPP-GT:CUPP                           -8.039374e-01 -0.986181780
## CE:CUPP-PL:CUPP                             3.627315e-02 -0.292076201
## AA:CUPP-PL:CUPP                            -1.104593e-02 -0.345243223
## CBM:CUPP-PL:CUPP                           -7.051415e-01 -0.960057173
## AA:CUPP-CE:CUPP                            -4.731907e-02 -0.404893997
## CBM:CUPP-CE:CUPP                           -7.414146e-01 -1.026290045
## CBM:CUPP-AA:CUPP                           -6.940956e-01 -0.985692099
##                                                      upr     p adj
## GT:dbCAN_4-GH:dbCAN_4                       0.1374061271 1.0000000
## PL:dbCAN_4-GH:dbCAN_4                       0.2348303546 1.0000000
## CE:dbCAN_4-GH:dbCAN_4                       0.2149192690 1.0000000
## AA:dbCAN_4-GH:dbCAN_4                       0.2616487435 1.0000000
## CBM:dbCAN_4-GH:dbCAN_4                      0.0763072729 0.9792316
## GH:dbCAN_4:HMMER-GH:dbCAN_4                 0.0906287618 1.0000000
## GT:dbCAN_4:HMMER-GH:dbCAN_4                 0.0908670301 0.9999269
## PL:dbCAN_4:HMMER-GH:dbCAN_4                 0.2348303546 1.0000000
## CE:dbCAN_4:HMMER-GH:dbCAN_4                 0.2046056060 1.0000000
## AA:dbCAN_4:HMMER-GH:dbCAN_4                 0.2599820768 1.0000000
## CBM:dbCAN_4:HMMER-GH:dbCAN_4               -0.0257476602 0.0051900
## GH:dbCAN_4:DIAMOND-GH:dbCAN_4               0.1536732908 1.0000000
## GT:dbCAN_4:DIAMOND-GH:dbCAN_4               0.1631128868 1.0000000
## PL:dbCAN_4:DIAMOND-GH:dbCAN_4               0.2891781807 1.0000000
## CE:dbCAN_4:DIAMOND-GH:dbCAN_4               0.3148354304 1.0000000
## AA:dbCAN_4:DIAMOND-GH:dbCAN_4               0.3082286046 1.0000000
## CBM:dbCAN_4:DIAMOND-GH:dbCAN_4              0.1252831362 1.0000000
## GH:dbCAN_4:dbCAN-sub-GH:dbCAN_4             0.1136844287 1.0000000
## GT:dbCAN_4:dbCAN-sub-GH:dbCAN_4             0.1375785706 1.0000000
## PL:dbCAN_4:dbCAN-sub-GH:dbCAN_4             0.2355204857 1.0000000
## CE:dbCAN_4:dbCAN-sub-GH:dbCAN_4             0.2163081578 1.0000000
## AA:dbCAN_4:dbCAN-sub-GH:dbCAN_4             0.2608154101 1.0000000
## CBM:dbCAN_4:dbCAN-sub-GH:dbCAN_4            0.0442714240 0.6002718
## GH:CUPP-GH:dbCAN_4                         -0.0107070045 0.0155181
## GT:CUPP-GH:dbCAN_4                          0.0316747621 0.4249226
## PL:CUPP-GH:dbCAN_4                          0.0167489191 0.1177647
## CE:CUPP-GH:dbCAN_4                          0.0856724041 0.7547391
## AA:CUPP-GH:dbCAN_4                          0.0455927794 0.2973441
## CBM:CUPP-GH:dbCAN_4                        -0.7558501538 0.0000000
## PL:dbCAN_4-GT:dbCAN_4                       0.2572360283 1.0000000
## CE:dbCAN_4-GT:dbCAN_4                       0.2360715259 1.0000000
## AA:dbCAN_4-GT:dbCAN_4                       0.2822265537 1.0000000
## CBM:dbCAN_4-GT:dbCAN_4                      0.1037004182 0.9993164
## GH:dbCAN_4:HMMER-GT:dbCAN_4                 0.1229174567 1.0000000
## GT:dbCAN_4:HMMER-GT:dbCAN_4                 0.1200677976 0.9999999
## PL:dbCAN_4:HMMER-GT:dbCAN_4                 0.2572360283 1.0000000
## CE:dbCAN_4:HMMER-GT:dbCAN_4                 0.2257578630 1.0000000
## AA:dbCAN_4:HMMER-GT:dbCAN_4                 0.2805598870 1.0000000
## CBM:dbCAN_4:HMMER-GT:dbCAN_4                0.0016454851 0.0560631
## GH:dbCAN_4:DIAMOND-GT:dbCAN_4               0.1858214186 1.0000000
## GT:dbCAN_4:DIAMOND-GT:dbCAN_4               0.1922406936 1.0000000
## PL:dbCAN_4:DIAMOND-GT:dbCAN_4               0.3115838543 0.9999999
## CE:dbCAN_4:DIAMOND-GT:dbCAN_4               0.3357065512 1.0000000
## AA:dbCAN_4:DIAMOND-GT:dbCAN_4               0.3288064148 1.0000000
## CBM:dbCAN_4:DIAMOND-GT:dbCAN_4              0.1525727578 1.0000000
## GH:dbCAN_4:dbCAN-sub-GT:dbCAN_4             0.1459385026 1.0000000
## GT:dbCAN_4:dbCAN-sub-GT:dbCAN_4             0.1667063773 1.0000000
## PL:dbCAN_4:dbCAN-sub-GT:dbCAN_4             0.2579261594 1.0000000
## CE:dbCAN_4:dbCAN-sub-GT:dbCAN_4             0.2374604148 1.0000000
## AA:dbCAN_4:dbCAN-sub-GT:dbCAN_4             0.2813932203 1.0000000
## CBM:dbCAN_4:dbCAN-sub-GT:dbCAN_4            0.0716645692 0.9083409
## GH:CUPP-GT:dbCAN_4                          0.0214411234 0.2447515
## GT:CUPP-GT:dbCAN_4                          0.0607285007 0.8483847
## PL:CUPP-GT:dbCAN_4                          0.0391545928 0.2782800
## CE:CUPP-GT:dbCAN_4                          0.1065435249 0.8928689
## AA:CUPP-GT:dbCAN_4                          0.0661705896 0.4837351
## CBM:CUPP-GT:dbCAN_4                        -0.7285605322 0.0000000
## CE:dbCAN_4-PL:dbCAN_4                       0.2771068449 1.0000000
## AA:dbCAN_4-PL:dbCAN_4                       0.3211259002 1.0000000
## CBM:dbCAN_4-PL:dbCAN_4                      0.1642255445 0.9999812
## GH:dbCAN_4:HMMER-PL:dbCAN_4                 0.1946278647 1.0000000
## GT:dbCAN_4:HMMER-PL:dbCAN_4                 0.1850907690 1.0000000
## PL:dbCAN_4:HMMER-PL:dbCAN_4                 0.3027231397 1.0000000
## CE:dbCAN_4:HMMER-PL:dbCAN_4                 0.2667931820 1.0000000
## AA:dbCAN_4:HMMER-PL:dbCAN_4                 0.3194592335 1.0000000
## CBM:dbCAN_4:HMMER-PL:dbCAN_4                0.0621706113 0.5151583
## GH:dbCAN_4:DIAMOND-PL:dbCAN_4               0.2572524173 1.0000000
## GT:dbCAN_4:DIAMOND-PL:dbCAN_4               0.2570909326 1.0000000
## PL:dbCAN_4:DIAMOND-PL:dbCAN_4               0.3570709658 1.0000000
## CE:dbCAN_4:DIAMOND-PL:dbCAN_4               0.3757040830 1.0000000
## AA:dbCAN_4:DIAMOND-PL:dbCAN_4               0.3677057613 1.0000000
## CBM:dbCAN_4:DIAMOND-PL:dbCAN_4              0.2128260740 1.0000000
## GH:dbCAN_4:dbCAN-sub-PL:dbCAN_4             0.2175803024 1.0000000
## GT:dbCAN_4:dbCAN-sub-PL:dbCAN_4             0.2315566163 1.0000000
## PL:dbCAN_4:dbCAN-sub-PL:dbCAN_4             0.3034132709 1.0000000
## CE:dbCAN_4:dbCAN-sub-PL:dbCAN_4             0.2784957338 1.0000000
## AA:dbCAN_4:dbCAN-sub-PL:dbCAN_4             0.3202925668 1.0000000
## CBM:dbCAN_4:dbCAN-sub-PL:dbCAN_4            0.1321896955 0.9951233
## GH:CUPP-PL:dbCAN_4                          0.0928721221 0.9153066
## GT:CUPP-PL:dbCAN_4                          0.1254026489 0.9938389
## PL:CUPP-PL:dbCAN_4                          0.0846417043 0.6240372
## CE:CUPP-PL:dbCAN_4                          0.1465410567 0.9650017
## AA:CUPP-PL:dbCAN_4                          0.1050699361 0.7268862
## CBM:CUPP-PL:dbCAN_4                        -0.6683072160 0.0000000
## AA:dbCAN_4-CE:dbCAN_4                       0.3856102980 1.0000000
## CBM:dbCAN_4-CE:dbCAN_4                      0.2340880237 1.0000000
## GH:dbCAN_4:HMMER-CE:dbCAN_4                 0.2666519564 1.0000000
## GT:dbCAN_4:HMMER-CE:dbCAN_4                 0.2558712255 1.0000000
## PL:dbCAN_4:HMMER-CE:dbCAN_4                 0.3690177795 1.0000000
## CE:dbCAN_4:HMMER-CE:dbCAN_4                 0.3318810416 1.0000000
## AA:dbCAN_4:HMMER-CE:dbCAN_4                 0.3839436313 1.0000000
## CBM:dbCAN_4:HMMER-CE:dbCAN_4                0.1320330906 0.9821525
## GH:dbCAN_4:DIAMOND-CE:dbCAN_4               0.3292273760 0.9999999
## GT:dbCAN_4:DIAMOND-CE:dbCAN_4               0.3278373649 1.0000000
## PL:dbCAN_4:DIAMOND-CE:dbCAN_4               0.4233656056 0.9999989
## CE:dbCAN_4:DIAMOND-CE:dbCAN_4               0.4405007157 1.0000000
## AA:dbCAN_4:DIAMOND-CE:dbCAN_4               0.4321901591 1.0000000
## CBM:dbCAN_4:DIAMOND-CE:dbCAN_4              0.2826309261 1.0000000
## GH:dbCAN_4:dbCAN-sub-CE:dbCAN_4             0.2895923521 1.0000000
## GT:dbCAN_4:dbCAN-sub-CE:dbCAN_4             0.3023030486 1.0000000
## PL:dbCAN_4:dbCAN-sub-CE:dbCAN_4             0.3697079107 1.0000000
## CE:dbCAN_4:dbCAN-sub-CE:dbCAN_4             0.3435835934 1.0000000
## AA:dbCAN_4:dbCAN-sub-CE:dbCAN_4             0.3847769646 1.0000000
## CBM:dbCAN_4:dbCAN-sub-CE:dbCAN_4            0.2020521747 0.9999999
## GH:CUPP-CE:dbCAN_4                          0.1648470808 0.9999734
## GT:CUPP-CE:dbCAN_4                          0.1961142953 0.9999999
## PL:CUPP-CE:dbCAN_4                          0.1509363441 0.9784798
## CE:CUPP-CE:dbCAN_4                          0.2113376894 0.9998606
## AA:CUPP-CE:dbCAN_4                          0.1695543339 0.9847280
## CBM:CUPP-CE:dbCAN_4                        -0.5985023638 0.0000000
## CBM:dbCAN_4-AA:dbCAN_4                      0.2140625117 1.0000000
## GH:dbCAN_4:HMMER-AA:dbCAN_4                 0.2476242806 1.0000000
## GT:dbCAN_4:HMMER-AA:dbCAN_4                 0.2362738670 1.0000000
## PL:dbCAN_4:HMMER-AA:dbCAN_4                 0.3472686946 1.0000000
## CE:dbCAN_4:HMMER-AA:dbCAN_4                 0.3095284948 1.0000000
## AA:dbCAN_4:HMMER-AA:dbCAN_4                 0.3612856274 1.0000000
## CBM:dbCAN_4:HMMER-AA:dbCAN_4                0.1120075785 0.8895391
## GH:dbCAN_4:DIAMOND-AA:dbCAN_4               0.3101774221 1.0000000
## GT:dbCAN_4:DIAMOND-AA:dbCAN_4               0.3082242524 1.0000000
## PL:dbCAN_4:DIAMOND-AA:dbCAN_4               0.4016165207 1.0000000
## CE:dbCAN_4:DIAMOND-AA:dbCAN_4               0.4180010595 1.0000000
## AA:dbCAN_4:DIAMOND-AA:dbCAN_4               0.4095321552 1.0000000
## CBM:dbCAN_4:DIAMOND-AA:dbCAN_4              0.2625783223 1.0000000
## GH:dbCAN_4:dbCAN-sub-AA:dbCAN_4             0.2705592178 1.0000000
## GT:dbCAN_4:dbCAN-sub-AA:dbCAN_4             0.2826899361 1.0000000
## PL:dbCAN_4:dbCAN-sub-AA:dbCAN_4             0.3479588257 1.0000000
## CE:dbCAN_4:dbCAN-sub-AA:dbCAN_4             0.3212310466 1.0000000
## AA:dbCAN_4:dbCAN-sub-AA:dbCAN_4             0.3621189608 1.0000000
## CBM:dbCAN_4:dbCAN-sub-AA:dbCAN_4            0.1820266627 0.9999410
## GH:CUPP-AA:dbCAN_4                          0.1457971269 0.9972571
## GT:CUPP-AA:dbCAN_4                          0.1764850668 0.9999370
## PL:CUPP-AA:dbCAN_4                          0.1291872591 0.8924054
## CE:CUPP-AA:dbCAN_4                          0.1888380332 0.9962669
## AA:CUPP-AA:dbCAN_4                          0.1468963301 0.9205568
## CBM:CUPP-AA:dbCAN_4                        -0.6185549677 0.0000000
## GH:dbCAN_4:HMMER-CBM:dbCAN_4                0.2160401547 0.9999959
## GT:dbCAN_4:HMMER-CBM:dbCAN_4                0.2114615188 1.0000000
## PL:dbCAN_4:HMMER-CBM:dbCAN_4                0.3442618008 0.9999812
## CE:dbCAN_4:HMMER-CBM:dbCAN_4                0.3118996824 1.0000000
## AA:dbCAN_4:HMMER-CBM:dbCAN_4                0.3662893069 1.0000000
## CBM:dbCAN_4:HMMER-CBM:dbCAN_4               0.0919512286 0.9818216
## GH:dbCAN_4:DIAMOND-CBM:dbCAN_4              0.2788689829 0.6586149
## GT:dbCAN_4:DIAMOND-CBM:dbCAN_4              0.2835915789 0.9520349
## PL:dbCAN_4:DIAMOND-CBM:dbCAN_4              0.3986096269 0.9527873
## CE:dbCAN_4:DIAMOND-CBM:dbCAN_4              0.4216470968 0.9946057
## AA:dbCAN_4:DIAMOND-CBM:dbCAN_4              0.4145358347 0.9993695
## CBM:dbCAN_4:DIAMOND-CBM:dbCAN_4             0.2428145186 1.0000000
## GH:dbCAN_4:dbCAN-sub-CBM:dbCAN_4            0.2390427272 0.9965374
## GT:dbCAN_4:dbCAN-sub-CBM:dbCAN_4            0.2580572626 0.9992888
## PL:dbCAN_4:dbCAN-sub-CBM:dbCAN_4            0.3449519319 0.9999780
## CE:dbCAN_4:dbCAN-sub-CBM:dbCAN_4            0.3236022343 1.0000000
## AA:dbCAN_4:dbCAN-sub-CBM:dbCAN_4            0.3671226403 1.0000000
## CBM:dbCAN_4:dbCAN-sub-CBM:dbCAN_4           0.1619703128 1.0000000
## GH:CUPP-CBM:dbCAN_4                         0.1144886877 0.9999996
## GT:CUPP-CBM:dbCAN_4                         0.1520358066 1.0000000
## PL:CUPP-CBM:dbCAN_4                         0.1261803653 0.9900371
## CE:CUPP-CBM:dbCAN_4                         0.1924840705 0.9999974
## AA:CUPP-CBM:dbCAN_4                         0.1519000095 0.9954339
## CBM:CUPP-CBM:dbCAN_4                       -0.6383187714 0.0000000
## GT:dbCAN_4:HMMER-GH:dbCAN_4:HMMER           0.1234487332 1.0000000
## PL:dbCAN_4:HMMER-GH:dbCAN_4:HMMER           0.2675516839 1.0000000
## CE:dbCAN_4:HMMER-GH:dbCAN_4:HMMER           0.2373511781 1.0000000
## AA:dbCAN_4:HMMER-GH:dbCAN_4:HMMER           0.2927386387 1.0000000
## CBM:dbCAN_4:HMMER-GH:dbCAN_4:HMMER          0.0068727845 0.0837400
## GH:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER         0.1861886509 0.9908011
## GT:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER         0.1956961803 0.9999937
## PL:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER         0.3218995100 0.9998487
## CE:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER         0.3475863900 0.9999982
## AA:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER         0.3409851665 1.0000000
## CBM:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER        0.1579057600 1.0000000
## GH:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER       0.1461973216 1.0000000
## GT:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER       0.1701618640 1.0000000
## PL:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER       0.2682418150 1.0000000
## CE:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER       0.2490537299 1.0000000
## AA:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER       0.2935719721 1.0000000
## CBM:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER      0.0768918687 0.9814804
## GH:CUPP-GH:dbCAN_4:HMMER                    0.0218083556 0.3167915
## GT:CUPP-GH:dbCAN_4:HMMER                    0.0642596676 0.9571742
## PL:CUPP-GH:dbCAN_4:HMMER                    0.0494702484 0.4227726
## CE:CUPP-GH:dbCAN_4:HMMER                    0.1184233637 0.9670116
## AA:CUPP-GH:dbCAN_4:HMMER                    0.0783493413 0.6529684
## CBM:CUPP-GH:dbCAN_4:HMMER                  -0.7232275300 0.0000000
## PL:dbCAN_4:HMMER-GT:dbCAN_4:HMMER           0.3027917465 1.0000000
## CE:dbCAN_4:HMMER-GT:dbCAN_4:HMMER           0.2713476054 1.0000000
## AA:dbCAN_4:HMMER-GT:dbCAN_4:HMMER           0.3261653835 1.0000000
## CBM:dbCAN_4:HMMER-GT:dbCAN_4:HMMER          0.0470713069 0.5666515
## GH:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER         0.2311330683 0.9438016
## GT:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER         0.2376236795 0.9991564
## PL:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER         0.3571395726 0.9971417
## CE:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER         0.3813039916 0.9998925
## AA:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER         0.3744119113 0.9999964
## CBM:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER        0.1980011769 1.0000000
## GH:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER       0.1912477284 0.9999990
## GT:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER       0.2120893632 0.9999999
## PL:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER       0.3034818776 1.0000000
## CE:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER       0.2830501572 1.0000000
## AA:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER       0.3269987168 1.0000000
## CBM:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER      0.1170903911 0.9999847
## GH:CUPP-GT:dbCAN_4:HMMER                    0.0667527731 0.9714439
## GT:CUPP-GT:dbCAN_4:HMMER                    0.1061132886 0.9999688
## PL:CUPP-GT:dbCAN_4:HMMER                    0.0847103110 0.8121948
## CE:CUPP-GT:dbCAN_4:HMMER                    0.1521409653 0.9984582
## AA:CUPP-GT:dbCAN_4:HMMER                    0.1117760861 0.9081928
## CBM:CUPP-GT:dbCAN_4:HMMER                  -0.6831321131 0.0000000
## CE:dbCAN_4:HMMER-PL:dbCAN_4:HMMER           0.2667931820 1.0000000
## AA:dbCAN_4:HMMER-PL:dbCAN_4:HMMER           0.3194592335 1.0000000
## CBM:dbCAN_4:HMMER-PL:dbCAN_4:HMMER          0.0621706113 0.5151583
## GH:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER         0.2572524173 1.0000000
## GT:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER         0.2570909326 1.0000000
## PL:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER         0.3570709658 1.0000000
## CE:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER         0.3757040830 1.0000000
## AA:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER         0.3677057613 1.0000000
## CBM:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER        0.2128260740 1.0000000
## GH:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER       0.2175803024 1.0000000
## GT:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER       0.2315566163 1.0000000
## PL:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER       0.3034132709 1.0000000
## CE:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER       0.2784957338 1.0000000
## AA:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER       0.3202925668 1.0000000
## CBM:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER      0.1321896955 0.9951233
## GH:CUPP-PL:dbCAN_4:HMMER                    0.0928721221 0.9153066
## GT:CUPP-PL:dbCAN_4:HMMER                    0.1254026489 0.9938389
## PL:CUPP-PL:dbCAN_4:HMMER                    0.0846417043 0.6240372
## CE:CUPP-PL:dbCAN_4:HMMER                    0.1465410567 0.9650017
## AA:CUPP-PL:dbCAN_4:HMMER                    0.1050699361 0.7268862
## CBM:CUPP-PL:dbCAN_4:HMMER                  -0.6683072160 0.0000000
## AA:dbCAN_4:HMMER-CE:dbCAN_4:HMMER           0.3942572942 1.0000000
## CBM:dbCAN_4:HMMER-CE:dbCAN_4:HMMER          0.1423467535 0.9936970
## GH:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER         0.3395410390 0.9999981
## GT:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER         0.3381510279 1.0000000
## PL:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER         0.4336792686 0.9999907
## CE:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER         0.4508143787 0.9999996
## AA:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER         0.4425038220 1.0000000
## CBM:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER        0.2929445891 1.0000000
## GH:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER       0.2999060150 1.0000000
## GT:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER       0.3126167116 1.0000000
## PL:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER       0.3800215736 1.0000000
## CE:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER       0.3538972564 1.0000000
## AA:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER       0.3950906276 1.0000000
## CBM:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER      0.2123658377 1.0000000
## GH:CUPP-CE:dbCAN_4:HMMER                    0.1751607437 0.9999979
## GT:CUPP-CE:dbCAN_4:HMMER                    0.2064279582 1.0000000
## PL:CUPP-CE:dbCAN_4:HMMER                    0.1612500070 0.9908145
## CE:CUPP-CE:dbCAN_4:HMMER                    0.2216513524 0.9999710
## AA:CUPP-CE:dbCAN_4:HMMER                    0.1798679969 0.9933348
## CBM:CUPP-CE:dbCAN_4:HMMER                  -0.5881887009 0.0000000
## CBM:dbCAN_4:HMMER-AA:dbCAN_4:HMMER          0.1136742452 0.8991897
## GH:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER         0.3118440888 1.0000000
## GT:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER         0.3098909191 1.0000000
## PL:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER         0.4032831873 1.0000000
## CE:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER         0.4196677262 1.0000000
## AA:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER         0.4111988219 1.0000000
## CBM:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER        0.2642449889 1.0000000
## GH:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER       0.2722258845 1.0000000
## GT:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER       0.2843566028 1.0000000
## PL:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER       0.3496254924 1.0000000
## CE:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER       0.3228977133 1.0000000
## AA:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER       0.3637856274 1.0000000
## CBM:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER      0.1836933294 0.9999567
## GH:CUPP-AA:dbCAN_4:HMMER                    0.1474637935 0.9977928
## GT:CUPP-AA:dbCAN_4:HMMER                    0.1781517335 0.9999541
## PL:CUPP-AA:dbCAN_4:HMMER                    0.1308539258 0.9006972
## CE:CUPP-AA:dbCAN_4:HMMER                    0.1905046999 0.9968100
## AA:CUPP-AA:dbCAN_4:HMMER                    0.1485629967 0.9267882
## CBM:CUPP-AA:dbCAN_4:HMMER                  -0.6168883010 0.0000000
## GH:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER        0.3809239161 0.0002430
## GT:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER        0.3856465120 0.0076763
## PL:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER        0.5006645600 0.0730613
## CE:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER        0.5237020299 0.2723381
## AA:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER        0.5165907678 0.4548275
## CBM:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER       0.3448694517 0.4717183
## GH:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER      0.3410976603 0.0131990
## GT:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER      0.3601121957 0.0553995
## PL:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER      0.4470068650 0.5067566
## CE:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER      0.4256571674 0.9797606
## AA:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER      0.4691775734 0.8944353
## CBM:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER     0.2640252459 0.9999720
## GH:CUPP-CBM:dbCAN_4:HMMER                   0.2165436208 0.9999965
## GT:CUPP-CBM:dbCAN_4:HMMER                   0.2540907397 0.9997728
## PL:CUPP-CBM:dbCAN_4:HMMER                   0.2282352984 1.0000000
## CE:CUPP-CBM:dbCAN_4:HMMER                   0.2945390036 1.0000000
## AA:CUPP-CBM:dbCAN_4:HMMER                   0.2539549427 1.0000000
## CBM:CUPP-CBM:dbCAN_4:HMMER                 -0.5362638383 0.0000000
## GT:dbCAN_4:DIAMOND-GH:dbCAN_4:DIAMOND       0.1343221365 1.0000000
## PL:dbCAN_4:DIAMOND-GH:dbCAN_4:DIAMOND       0.2602460569 1.0000000
## CE:dbCAN_4:DIAMOND-GH:dbCAN_4:DIAMOND       0.2858728830 1.0000000
## AA:dbCAN_4:DIAMOND-GH:dbCAN_4:DIAMOND       0.2792603024 1.0000000
## CBM:dbCAN_4:DIAMOND-GH:dbCAN_4:DIAMOND      0.0964521738 0.9996214
## GH:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND     0.0849654897 0.9999983
## GT:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND     0.1087878202 1.0000000
## PL:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND     0.2065883620 1.0000000
## CE:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND     0.1873511438 0.9999999
## AA:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND     0.2318471079 1.0000000
## CBM:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND    0.0154426912 0.1492906
## GH:CUPP-GH:dbCAN_4:DIAMOND                 -0.0394284561 0.0003458
## GT:CUPP-GH:dbCAN_4:DIAMOND                  0.0028823648 0.0637442
## PL:CUPP-GH:dbCAN_4:DIAMOND                 -0.0121832046 0.0248965
## CE:CUPP-GH:dbCAN_4:DIAMOND                  0.0567098567 0.4244734
## AA:CUPP-GH:dbCAN_4:DIAMOND                  0.0166244772 0.1040589
## CBM:CUPP-GH:dbCAN_4:DIAMOND                -0.7846811162 0.0000000
## PL:dbCAN_4:DIAMOND-GT:dbCAN_4:DIAMOND       0.2858770946 1.0000000
## CE:dbCAN_4:DIAMOND-GT:dbCAN_4:DIAMOND       0.3099997914 1.0000000
## AA:dbCAN_4:DIAMOND-GT:dbCAN_4:DIAMOND       0.3030996550 1.0000000
## CBM:dbCAN_4:DIAMOND-GT:dbCAN_4:DIAMOND      0.1268659980 0.9999994
## GH:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND     0.1202317428 1.0000000
## GT:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND     0.1409996175 1.0000000
## PL:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND     0.2322193996 1.0000000
## CE:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND     0.2117536550 1.0000000
## AA:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND     0.2556864605 1.0000000
## CBM:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND    0.0459578094 0.5452166
## GH:CUPP-GT:dbCAN_4:DIAMOND                 -0.0042656364 0.0343079
## GT:CUPP-GT:dbCAN_4:DIAMOND                  0.0350217409 0.4096871
## PL:CUPP-GT:dbCAN_4:DIAMOND                  0.0134478330 0.0970090
## CE:CUPP-GT:dbCAN_4:DIAMOND                  0.0808367651 0.6661997
## AA:CUPP-GT:dbCAN_4:DIAMOND                  0.0404638298 0.2396352
## CBM:CUPP-GT:dbCAN_4:DIAMOND                -0.7542672920 0.0000000
## CE:dbCAN_4:DIAMOND-PL:dbCAN_4:DIAMOND       0.3213562569 1.0000000
## AA:dbCAN_4:DIAMOND-PL:dbCAN_4:DIAMOND       0.3133579352 1.0000000
## CBM:dbCAN_4:DIAMOND-PL:dbCAN_4:DIAMOND      0.1584782479 0.9999278
## GH:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND     0.1632324763 0.9999997
## GT:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND     0.1772087903 0.9999999
## PL:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND     0.2490654448 1.0000000
## CE:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND     0.2241479077 0.9999992
## AA:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND     0.2659447407 1.0000000
## CBM:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND    0.0778418694 0.7034794
## GH:CUPP-PL:dbCAN_4:DIAMOND                  0.0385242960 0.2930330
## GT:CUPP-PL:dbCAN_4:DIAMOND                  0.0710548228 0.6568690
## PL:CUPP-PL:dbCAN_4:DIAMOND                  0.0302938782 0.1578879
## CE:CUPP-PL:dbCAN_4:DIAMOND                  0.0921932306 0.6276475
## AA:CUPP-PL:dbCAN_4:DIAMOND                  0.0507221100 0.2584791
## CBM:CUPP-PL:dbCAN_4:DIAMOND                -0.7226550421 0.0000000
## AA:dbCAN_4:DIAMOND-CE:dbCAN_4:DIAMOND       0.3437286533 1.0000000
## CBM:dbCAN_4:DIAMOND-CE:dbCAN_4:DIAMOND      0.1954310635 0.9999986
## GH:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND     0.2028908176 1.0000000
## GT:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND     0.2153176663 1.0000000
## PL:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND     0.2816847411 1.0000000
## CE:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND     0.2552691970 1.0000000
## AA:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND     0.2963154588 1.0000000
## CBM:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND    0.1148655186 0.9196317
## GH:CUPP-CE:dbCAN_4:DIAMOND                  0.0781373013 0.6729378
## GT:CUPP-CE:dbCAN_4:DIAMOND                  0.1091210389 0.9072879
## PL:CUPP-CE:dbCAN_4:DIAMOND                  0.0629131745 0.3587932
## CE:CUPP-CE:dbCAN_4:DIAMOND                  0.1229524197 0.8167165
## AA:CUPP-CE:dbCAN_4:DIAMOND                  0.0810928281 0.4607328
## CBM:CUPP-CE:dbCAN_4:DIAMOND                -0.6857022265 0.0000000
## CBM:dbCAN_4:DIAMOND-AA:dbCAN_4:DIAMOND      0.2159984612 1.0000000
## GH:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND     0.2239793567 1.0000000
## GT:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND     0.2361100750 1.0000000
## PL:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND     0.3013789646 1.0000000
## CE:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND     0.2746511855 1.0000000
## AA:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND     0.3155390997 1.0000000
## CBM:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND    0.1354468016 0.9775303
## GH:CUPP-AA:dbCAN_4:DIAMOND                  0.0992172658 0.8527308
## GT:CUPP-AA:dbCAN_4:DIAMOND                  0.1299052057 0.9741063
## PL:CUPP-AA:dbCAN_4:DIAMOND                  0.0826073980 0.5233785
## CE:CUPP-AA:dbCAN_4:DIAMOND                  0.1422581721 0.9105515
## AA:CUPP-AA:dbCAN_4:DIAMOND                  0.1003164689 0.6141581
## CBM:CUPP-AA:dbCAN_4:DIAMOND                -0.6651348288 0.0000000
## GH:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND    0.1921626746 1.0000000
## GT:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND    0.2110725906 1.0000000
## PL:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND    0.2976954499 1.0000000
## CE:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND    0.2762881252 1.0000000
## AA:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND    0.3197814393 1.0000000
## CBM:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND   0.1149216581 0.9996591
## GH:CUPP-CBM:dbCAN_4:DIAMOND                 0.0676053098 0.9298550
## GT:CUPP-CBM:dbCAN_4:DIAMOND                 0.1050484902 0.9993927
## PL:CUPP-CBM:dbCAN_4:DIAMOND                 0.0789238833 0.7133457
## CE:CUPP-CBM:dbCAN_4:DIAMOND                 0.1451567549 0.9932548
## AA:CUPP-CBM:dbCAN_4:DIAMOND                 0.1045588086 0.8379320
## CBM:CUPP-CBM:dbCAN_4:DIAMOND               -0.6853713806 0.0000000
## GT:dbCAN_4:dbCAN-sub-GH:dbCAN_4:dbCAN-sub   0.1475157201 1.0000000
## PL:dbCAN_4:dbCAN-sub-GH:dbCAN_4:dbCAN-sub   0.2455270629 1.0000000
## CE:dbCAN_4:dbCAN-sub-GH:dbCAN_4:dbCAN-sub   0.2263269357 1.0000000
## AA:dbCAN_4:dbCAN-sub-GH:dbCAN_4:dbCAN-sub   0.2708397195 1.0000000
## CBM:dbCAN_4:dbCAN-sub-GH:dbCAN_4:dbCAN-sub  0.0542272513 0.7779855
## GH:CUPP-GH:dbCAN_4:dbCAN-sub               -0.0008039897 0.0460409
## GT:CUPP-GH:dbCAN_4:dbCAN-sub                0.0416127219 0.6331051
## PL:CUPP-GH:dbCAN_4:dbCAN-sub                0.0267554963 0.1847144
## CE:CUPP-GH:dbCAN_4:dbCAN-sub                0.0956938936 0.8466939
## AA:CUPP-GH:dbCAN_4:dbCAN-sub                0.0556170888 0.3968040
## CBM:CUPP-GH:dbCAN_4:dbCAN-sub              -0.7458932307 0.0000000
## PL:dbCAN_4:dbCAN-sub-GT:dbCAN_4:dbCAN-sub   0.2577537159 1.0000000
## CE:dbCAN_4:dbCAN-sub-GT:dbCAN_4:dbCAN-sub   0.2372879713 1.0000000
## AA:dbCAN_4:dbCAN-sub-GT:dbCAN_4:dbCAN-sub   0.2812207768 1.0000000
## CBM:dbCAN_4:dbCAN-sub-GT:dbCAN_4:dbCAN-sub  0.0714921257 0.9068676
## GH:CUPP-GT:dbCAN_4:dbCAN-sub                0.0212686799 0.2421837
## GT:CUPP-GT:dbCAN_4:dbCAN-sub                0.0605560572 0.8462063
## PL:CUPP-GT:dbCAN_4:dbCAN-sub                0.0389821493 0.2766000
## CE:CUPP-GT:dbCAN_4:dbCAN-sub                0.1063710814 0.8918004
## AA:CUPP-GT:dbCAN_4:dbCAN-sub                0.0659981461 0.4818650
## CBM:CUPP-GT:dbCAN_4:dbCAN-sub              -0.7287329757 0.0000000
## CE:dbCAN_4:dbCAN-sub-PL:dbCAN_4:dbCAN-sub   0.2778056027 1.0000000
## AA:dbCAN_4:dbCAN-sub-PL:dbCAN_4:dbCAN-sub   0.3196024357 1.0000000
## CBM:dbCAN_4:dbCAN-sub-PL:dbCAN_4:dbCAN-sub  0.1314995644 0.9946834
## GH:CUPP-PL:dbCAN_4:dbCAN-sub                0.0921819909 0.9108886
## GT:CUPP-PL:dbCAN_4:dbCAN-sub                0.1247125177 0.9932823
## PL:CUPP-PL:dbCAN_4:dbCAN-sub                0.0839515732 0.6170270
## CE:CUPP-PL:dbCAN_4:dbCAN-sub                0.1458509255 0.9633544
## AA:CUPP-PL:dbCAN_4:dbCAN-sub                0.1043798050 0.7210747
## CBM:CUPP-PL:dbCAN_4:dbCAN-sub              -0.6689973471 0.0000000
## AA:dbCAN_4:dbCAN-sub-CE:dbCAN_4:dbCAN-sub   0.3833880757 1.0000000
## CBM:dbCAN_4:dbCAN-sub-CE:dbCAN_4:dbCAN-sub  0.2006632859 0.9999999
## GH:CUPP-CE:dbCAN_4:dbCAN-sub                0.1634581919 0.9999639
## GT:CUPP-CE:dbCAN_4:dbCAN-sub                0.1947254064 0.9999999
## PL:CUPP-CE:dbCAN_4:dbCAN-sub                0.1495474552 0.9761123
## CE:CUPP-CE:dbCAN_4:dbCAN-sub                0.2099488005 0.9998306
## AA:CUPP-CE:dbCAN_4:dbCAN-sub                0.1681654450 0.9830785
## CBM:CUPP-CE:dbCAN_4:dbCAN-sub              -0.5998912527 0.0000000
## CBM:dbCAN_4:dbCAN-sub-AA:dbCAN_4:dbCAN-sub  0.1828599961 0.9999494
## GH:CUPP-AA:dbCAN_4:dbCAN-sub                0.1466304602 0.9975375
## GT:CUPP-AA:dbCAN_4:dbCAN-sub                0.1773184001 0.9999462
## PL:CUPP-AA:dbCAN_4:dbCAN-sub                0.1300205924 0.8966050
## CE:CUPP-AA:dbCAN_4:dbCAN-sub                0.1896713665 0.9965476
## AA:CUPP-AA:dbCAN_4:dbCAN-sub                0.1477296634 0.9237162
## CBM:CUPP-AA:dbCAN_4:dbCAN-sub              -0.6177216344 0.0000000
## GH:CUPP-CBM:dbCAN_4:dbCAN-sub               0.1465245366 1.0000000
## GT:CUPP-CBM:dbCAN_4:dbCAN-sub               0.1840716555 1.0000000
## PL:CUPP-CBM:dbCAN_4:dbCAN-sub               0.1582162143 0.9999301
## CE:CUPP-CBM:dbCAN_4:dbCAN-sub               0.2245199195 1.0000000
## AA:CUPP-CBM:dbCAN_4:dbCAN-sub               0.1839358585 0.9999586
## CBM:CUPP-CBM:dbCAN_4:dbCAN-sub             -0.6062829224 0.0000000
## GT:CUPP-GH:CUPP                             0.1672626601 1.0000000
## PL:CUPP-GH:CUPP                             0.1521970906 0.9999905
## CE:CUPP-GH:CUPP                             0.2210901520 1.0000000
## AA:CUPP-GH:CUPP                             0.1810047724 0.9999948
## CBM:CUPP-GH:CUPP                           -0.6203008209 0.0000000
## PL:CUPP-GT:CUPP                             0.1458923171 0.9997472
## CE:CUPP-GT:CUPP                             0.2132385892 1.0000000
## AA:CUPP-GT:CUPP                             0.1728574120 0.9998783
## CBM:CUPP-GT:CUPP                           -0.6216929409 0.0000000
## CE:CUPP-PL:CUPP                             0.3646224921 1.0000000
## AA:CUPP-PL:CUPP                             0.3231513716 1.0000000
## CBM:CUPP-PL:CUPP                           -0.4502257805 0.0000000
## AA:CUPP-CE:CUPP                             0.3102558544 1.0000000
## CBM:CUPP-CE:CUPP                           -0.4565392002 0.0000000
## CBM:CUPP-AA:CUPP                           -0.4024990036 0.0000000

10.2.4 Precision

Table 10.5: Precision of CAZy family classification per CAZyme classifier
CAZy_class Prediction_tool Mean Standard Deviation Lower CI Upper CI
GH dbCAN_4 0.9245 0.2397 0.8840 0.9650
GH dbCAN_4:HMMER 0.9102 0.2626 0.8662 0.9543
GH dbCAN_4:DIAMOND 0.9509 0.1762 0.9209 0.9809
GH dbCAN_4:dbCAN-sub 0.9127 0.2535 0.8700 0.9553
GH CUPP 0.8331 0.3615 0.7715 0.8946
GT dbCAN_4 0.8953 0.2508 0.8380 0.9526
GT dbCAN_4:HMMER 0.8646 0.2758 0.8020 0.9272
GT dbCAN_4:DIAMOND 0.9360 0.1985 0.8907 0.9814
GT dbCAN_4:dbCAN-sub 0.8940 0.2511 0.8366 0.9513
GT CUPP 0.8785 0.2933 0.8110 0.9460
PL dbCAN_4 0.9210 0.2293 0.8219 1.0202
PL dbCAN_4:HMMER 0.9210 0.2293 0.8219 1.0202
PL dbCAN_4:DIAMOND 0.9329 0.1638 0.8620 1.0037
PL dbCAN_4:dbCAN-sub 0.9211 0.2293 0.8219 1.0202
PL CUPP 0.7796 0.4203 0.5979 0.9614
CE dbCAN_4 0.7625 0.3416 0.5927 0.9324
CE dbCAN_4:HMMER 0.7511 0.3412 0.5814 0.9208
CE dbCAN_4:DIAMOND 0.8751 0.2163 0.7639 0.9863
CE dbCAN_4:dbCAN-sub 0.7613 0.3408 0.5918 0.9307
CE CUPP 0.6687 0.4313 0.4470 0.8905
AA dbCAN_4 0.8381 0.2675 0.6956 0.9806
AA dbCAN_4:HMMER 0.8322 0.2712 0.6877 0.9767
AA dbCAN_4:DIAMOND 0.8553 0.1790 0.7600 0.9507
AA dbCAN_4:dbCAN-sub 0.8348 0.2690 0.6915 0.9781
AA CUPP 0.6511 0.4322 0.4207 0.8814
CBM dbCAN_4 0.8451 0.3412 0.7537 0.9364
CBM dbCAN_4:HMMER 0.8028 0.3786 0.7014 0.9042
CBM dbCAN_4:DIAMOND 0.8676 0.2812 0.7916 0.9436
CBM dbCAN_4:dbCAN-sub 0.8212 0.3608 0.7246 0.9179
CBM CUPP 0.0000 0.0000 0.0000 0.0000
95% confidence intervals of the precision of CAZy family classification across all CAZy families per CAZy class, for each CAZyme classifier.

Figure 10.7: 95% confidence intervals of the precision of CAZy family classification across all CAZy families per CAZy class, for each CAZyme classifier.

Scatter plot of overlaying a one-dimensional box-and-whisker plot of precision for each CAZy family for each CAZyme classifier. Each CAZy family is represented as a single point on the plot.

Figure 10.8: Scatter plot of overlaying a one-dimensional box-and-whisker plot of precision for each CAZy family for each CAZyme classifier. Each CAZy family is represented as a single point on the plot.

Test for significant differences between the means of the tools using a one-way ANOVA.

##                   Df Sum Sq Mean Sq F value Pr(>F)    
## Prediction_tool    4  12.05  3.0125   31.17 <2e-16 ***
## Residuals       1620 156.56  0.0966                   
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

The means are statistically significantly different, therefore, use a post hoc Turkey HSD test to determine between which tools the means are significantly difference.

##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = Statistical_parameter ~ Prediction_tool, data = fam_subset_prec_all)
## 
## $Prediction_tool
##                                           diff         lwr         upr
## dbCAN_4:HMMER-dbCAN_4             -0.021109181 -0.08745209  0.04523373
## dbCAN_4:DIAMOND-dbCAN_4            0.032489415 -0.03421144  0.09919027
## dbCAN_4:dbCAN-sub-dbCAN_4         -0.009528269 -0.07597208  0.05691554
## CUPP-dbCAN_4                      -0.211296307 -0.27804941 -0.14454321
## dbCAN_4:DIAMOND-dbCAN_4:HMMER      0.053598595 -0.01295097  0.12014816
## dbCAN_4:dbCAN-sub-dbCAN_4:HMMER    0.011580912 -0.05471103  0.07787285
## CUPP-dbCAN_4:HMMER                -0.190187127 -0.25678906 -0.12358519
## dbCAN_4:dbCAN-sub-dbCAN_4:DIAMOND -0.042017683 -0.10866784  0.02463247
## CUPP-dbCAN_4:DIAMOND              -0.243785722 -0.31074421 -0.17682723
## CUPP-dbCAN_4:dbCAN-sub            -0.201768038 -0.26847048 -0.13506560
##                                       p adj
## dbCAN_4:HMMER-dbCAN_4             0.9082687
## dbCAN_4:DIAMOND-dbCAN_4           0.6723764
## dbCAN_4:dbCAN-sub-dbCAN_4         0.9950321
## CUPP-dbCAN_4                      0.0000000
## dbCAN_4:DIAMOND-dbCAN_4:HMMER     0.1803600
## dbCAN_4:dbCAN-sub-dbCAN_4:HMMER   0.9894272
## CUPP-dbCAN_4:HMMER                0.0000000
## dbCAN_4:dbCAN-sub-dbCAN_4:DIAMOND 0.4208554
## CUPP-dbCAN_4:DIAMOND              0.0000000
## CUPP-dbCAN_4:dbCAN-sub            0.0000000

Now test for statistically significant differences between CAZy classes using a two-way ANOVA.

##                              Df Sum Sq Mean Sq F value Pr(>F)    
## CAZy_class                    5  13.07  2.6149   34.12 <2e-16 ***
## Prediction_tool               4  12.05  3.0134   39.32 <2e-16 ***
## CAZy_class:Prediction_tool   20  21.25  1.0625   13.86 <2e-16 ***
## Residuals                  1595 122.23  0.0766                   
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

Statistically significant difference was detected so follow up with a Tukey test to determine if there are differences between specific groups.

##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = Statistical_parameter ~ CAZy_class * Prediction_tool, data = fam_subset_prec_all)
## 
## $`CAZy_class:Prediction_tool`
##                                                     diff         lwr
## GT:dbCAN_4-GH:dbCAN_4                      -2.915379e-02 -0.17785549
## PL:dbCAN_4-GH:dbCAN_4                      -3.450193e-03 -0.23772684
## CE:dbCAN_4-GH:dbCAN_4                      -1.619765e-01 -0.42262935
## AA:dbCAN_4-GH:dbCAN_4                      -8.640648e-02 -0.36108118
## CBM:dbCAN_4-GH:dbCAN_4                     -7.943309e-02 -0.24433192
## GH:dbCAN_4:HMMER-GH:dbCAN_4                -1.428696e-02 -0.13945115
## GT:dbCAN_4:HMMER-GH:dbCAN_4                -5.988449e-02 -0.20796382
## PL:dbCAN_4:HMMER-GH:dbCAN_4                -3.450193e-03 -0.23772684
## CE:dbCAN_4:HMMER-GH:dbCAN_4                -1.734262e-01 -0.43407904
## AA:dbCAN_4:HMMER-GH:dbCAN_4                -9.226747e-02 -0.36694217
## CBM:dbCAN_4:HMMER-GH:dbCAN_4               -1.216715e-01 -0.28657035
## GH:dbCAN_4:DIAMOND-GH:dbCAN_4               2.638812e-02 -0.09969313
## GT:dbCAN_4:DIAMOND-GH:dbCAN_4               1.153600e-02 -0.13716570
## PL:dbCAN_4:DIAMOND-GH:dbCAN_4               8.351049e-03 -0.22592560
## CE:dbCAN_4:DIAMOND-GH:dbCAN_4              -4.942024e-02 -0.31676325
## AA:dbCAN_4:DIAMOND-GH:dbCAN_4              -6.915755e-02 -0.34383224
## CBM:dbCAN_4:DIAMOND-GH:dbCAN_4             -5.688814e-02 -0.22284767
## GH:dbCAN_4:dbCAN-sub-GH:dbCAN_4            -1.184846e-02 -0.13723754
## GT:dbCAN_4:dbCAN-sub-GH:dbCAN_4            -3.054262e-02 -0.17924432
## PL:dbCAN_4:dbCAN-sub-GH:dbCAN_4            -3.439410e-03 -0.23771606
## CE:dbCAN_4:dbCAN-sub-GH:dbCAN_4            -1.632331e-01 -0.42388596
## AA:dbCAN_4:dbCAN-sub-GH:dbCAN_4            -8.970294e-02 -0.36437763
## CBM:dbCAN_4:dbCAN-sub-GH:dbCAN_4           -1.032520e-01 -0.26815085
## GH:CUPP-GH:dbCAN_4                         -9.144272e-02 -0.21752396
## GT:CUPP-GH:dbCAN_4                         -4.600642e-02 -0.19534438
## PL:CUPP-GH:dbCAN_4                         -1.448801e-01 -0.37915674
## CE:CUPP-GH:dbCAN_4                         -2.557758e-01 -0.52311883
## AA:CUPP-GH:dbCAN_4                         -2.734380e-01 -0.54811275
## CBM:CUPP-GH:dbCAN_4                        -9.244992e-01 -1.09045872
## PL:dbCAN_4-GT:dbCAN_4                       2.570359e-02 -0.22171942
## CE:dbCAN_4-GT:dbCAN_4                      -1.328227e-01 -0.40535254
## AA:dbCAN_4-GT:dbCAN_4                      -5.725270e-02 -0.34322261
## CBM:dbCAN_4-GT:dbCAN_4                     -5.027931e-02 -0.23337552
## GH:dbCAN_4:HMMER-GT:dbCAN_4                 1.486682e-02 -0.13345268
## GT:dbCAN_4:HMMER-GT:dbCAN_4                -3.073070e-02 -0.19883808
## PL:dbCAN_4:HMMER-GT:dbCAN_4                 2.570359e-02 -0.22171942
## CE:dbCAN_4:HMMER-GT:dbCAN_4                -1.442724e-01 -0.41680224
## AA:dbCAN_4:HMMER-GT:dbCAN_4                -6.311369e-02 -0.34908360
## CBM:dbCAN_4:HMMER-GT:dbCAN_4               -9.251774e-02 -0.27561395
## GH:dbCAN_4:DIAMOND-GT:dbCAN_4               5.554190e-02 -0.09355230
## GT:dbCAN_4:DIAMOND-GT:dbCAN_4               4.068978e-02 -0.12796607
## PL:dbCAN_4:DIAMOND-GT:dbCAN_4               3.750483e-02 -0.20991818
## CE:dbCAN_4:DIAMOND-GT:dbCAN_4              -2.026645e-02 -0.29920172
## AA:dbCAN_4:DIAMOND-GT:dbCAN_4              -4.000376e-02 -0.32597367
## CBM:dbCAN_4:DIAMOND-GT:dbCAN_4             -2.773436e-02 -0.21178643
## GH:dbCAN_4:dbCAN-sub-GT:dbCAN_4             1.730533e-02 -0.13120401
## GT:dbCAN_4:dbCAN-sub-GT:dbCAN_4            -1.388834e-03 -0.17004469
## PL:dbCAN_4:dbCAN-sub-GT:dbCAN_4             2.571438e-02 -0.22170864
## CE:dbCAN_4:dbCAN-sub-GT:dbCAN_4            -1.340793e-01 -0.40660916
## AA:dbCAN_4:dbCAN-sub-GT:dbCAN_4            -6.054915e-02 -0.34651906
## CBM:dbCAN_4:dbCAN-sub-GT:dbCAN_4           -7.409824e-02 -0.25719446
## GH:CUPP-GT:dbCAN_4                         -6.228893e-02 -0.21138314
## GT:CUPP-GT:dbCAN_4                         -1.685263e-02 -0.18606974
## PL:CUPP-GT:dbCAN_4                         -1.157263e-01 -0.36314932
## CE:CUPP-GT:dbCAN_4                         -2.266220e-01 -0.50555731
## AA:CUPP-GT:dbCAN_4                         -2.442843e-01 -0.53025417
## CBM:CUPP-GT:dbCAN_4                        -8.953454e-01 -1.07939748
## CE:dbCAN_4-PL:dbCAN_4                      -1.585263e-01 -0.48570494
## AA:dbCAN_4-PL:dbCAN_4                      -8.295629e-02 -0.42141181
## CBM:dbCAN_4-PL:dbCAN_4                     -7.598290e-02 -0.33346606
## GH:dbCAN_4:HMMER-PL:dbCAN_4                -1.083677e-02 -0.24487101
## GT:dbCAN_4:HMMER-PL:dbCAN_4                -5.643429e-02 -0.30348377
## PL:dbCAN_4:HMMER-PL:dbCAN_4                 1.665335e-15 -0.30658033
## CE:dbCAN_4:HMMER-PL:dbCAN_4                -1.699760e-01 -0.49715463
## AA:dbCAN_4:HMMER-PL:dbCAN_4                -8.881728e-02 -0.42727280
## CBM:dbCAN_4:HMMER-PL:dbCAN_4               -1.182213e-01 -0.37570449
## GH:dbCAN_4:DIAMOND-PL:dbCAN_4               2.983831e-02 -0.20468767
## GT:dbCAN_4:DIAMOND-PL:dbCAN_4               1.498619e-02 -0.23243682
## PL:dbCAN_4:DIAMOND-PL:dbCAN_4               1.180124e-02 -0.29477909
## CE:dbCAN_4:DIAMOND-PL:dbCAN_4              -4.597005e-02 -0.37850311
## AA:dbCAN_4:DIAMOND-PL:dbCAN_4              -6.570735e-02 -0.40416288
## CBM:dbCAN_4:DIAMOND-PL:dbCAN_4             -5.343795e-02 -0.31160169
## GH:dbCAN_4:dbCAN-sub-PL:dbCAN_4            -8.398265e-03 -0.24255286
## GT:dbCAN_4:dbCAN-sub-PL:dbCAN_4            -2.709243e-02 -0.27451544
## PL:dbCAN_4:dbCAN-sub-PL:dbCAN_4             1.078330e-05 -0.30656955
## CE:dbCAN_4:dbCAN-sub-PL:dbCAN_4            -1.597829e-01 -0.48696155
## AA:dbCAN_4:dbCAN-sub-PL:dbCAN_4            -8.625274e-02 -0.42470827
## CBM:dbCAN_4:dbCAN-sub-PL:dbCAN_4           -9.980183e-02 -0.35728499
## GH:CUPP-PL:dbCAN_4                         -8.799252e-02 -0.32251850
## GT:CUPP-PL:dbCAN_4                         -4.255623e-02 -0.29036216
## PL:CUPP-PL:dbCAN_4                         -1.414299e-01 -0.44801023
## CE:CUPP-PL:dbCAN_4                         -2.523256e-01 -0.58485869
## AA:CUPP-PL:dbCAN_4                         -2.699879e-01 -0.60844338
## CBM:CUPP-PL:dbCAN_4                        -9.210490e-01 -1.17921274
## AA:dbCAN_4-CE:dbCAN_4                       7.556999e-02 -0.28165056
## CBM:dbCAN_4-CE:dbCAN_4                      8.254338e-02 -0.19915141
## GH:dbCAN_4:HMMER-CE:dbCAN_4                 1.476895e-01 -0.11274552
## GT:dbCAN_4:HMMER-CE:dbCAN_4                 1.020920e-01 -0.17009879
## PL:dbCAN_4:HMMER-CE:dbCAN_4                 1.585263e-01 -0.16865238
## CE:dbCAN_4:HMMER-CE:dbCAN_4                -1.144970e-02 -0.35800453
## AA:dbCAN_4:HMMER-CE:dbCAN_4                 6.970900e-02 -0.28751155
## CBM:dbCAN_4:HMMER-CE:dbCAN_4                4.030495e-02 -0.24138984
## GH:dbCAN_4:DIAMOND-CE:dbCAN_4               1.883646e-01 -0.07251241
## GT:dbCAN_4:DIAMOND-CE:dbCAN_4               1.735125e-01 -0.09901739
## PL:dbCAN_4:DIAMOND-CE:dbCAN_4               1.703275e-01 -0.15685114
## CE:dbCAN_4:DIAMOND-CE:dbCAN_4               1.125562e-01 -0.23905806
## AA:dbCAN_4:DIAMOND-CE:dbCAN_4               9.281892e-02 -0.26440162
## CBM:dbCAN_4:DIAMOND-CE:dbCAN_4              1.050883e-01 -0.17722868
## GH:dbCAN_4:dbCAN-sub-CE:dbCAN_4             1.501280e-01 -0.11041517
## GT:dbCAN_4:dbCAN-sub-CE:dbCAN_4             1.314338e-01 -0.14109601
## PL:dbCAN_4:dbCAN-sub-CE:dbCAN_4             1.585371e-01 -0.16864160
## CE:dbCAN_4:dbCAN-sub-CE:dbCAN_4            -1.256614e-03 -0.34781145
## AA:dbCAN_4:dbCAN-sub-CE:dbCAN_4             7.227353e-02 -0.28494701
## CBM:dbCAN_4:dbCAN-sub-CE:dbCAN_4            5.872444e-02 -0.22297034
## GH:CUPP-CE:dbCAN_4                          7.053375e-02 -0.19034325
## GT:CUPP-CE:dbCAN_4                          1.159700e-01 -0.15690750
## PL:CUPP-CE:dbCAN_4                          1.709638e-02 -0.31008228
## CE:CUPP-CE:dbCAN_4                         -9.379935e-02 -0.44541365
## AA:CUPP-CE:dbCAN_4                         -1.114616e-01 -0.46868212
## CBM:CUPP-CE:dbCAN_4                        -7.625227e-01 -1.04483973
## CBM:dbCAN_4-AA:dbCAN_4                      6.973389e-03 -0.28774379
## GH:dbCAN_4:HMMER-AA:dbCAN_4                 7.211952e-02 -0.20234845
## GT:dbCAN_4:HMMER-AA:dbCAN_4                 2.652199e-02 -0.25912479
## PL:dbCAN_4:HMMER-AA:dbCAN_4                 8.295629e-02 -0.25549924
## CE:dbCAN_4:HMMER-AA:dbCAN_4                -8.701969e-02 -0.44424023
## AA:dbCAN_4:HMMER-AA:dbCAN_4                -5.860990e-03 -0.37343790
## CBM:dbCAN_4:HMMER-AA:dbCAN_4               -3.526504e-02 -0.32998222
## GH:dbCAN_4:DIAMOND-AA:dbCAN_4               1.127946e-01 -0.16209279
## GT:dbCAN_4:DIAMOND-AA:dbCAN_4               9.794248e-02 -0.18802743
## PL:dbCAN_4:DIAMOND-AA:dbCAN_4               9.475753e-02 -0.24369799
## CE:dbCAN_4:DIAMOND-AA:dbCAN_4               3.698624e-02 -0.32514478
## AA:dbCAN_4:DIAMOND-AA:dbCAN_4               1.724893e-02 -0.35032797
## CBM:dbCAN_4:DIAMOND-AA:dbCAN_4              2.951834e-02 -0.26579363
## GH:dbCAN_4:dbCAN-sub-AA:dbCAN_4             7.455802e-02 -0.20001258
## GT:dbCAN_4:dbCAN-sub-AA:dbCAN_4             5.586386e-02 -0.23010605
## PL:dbCAN_4:dbCAN-sub-AA:dbCAN_4             8.296707e-02 -0.25548845
## CE:dbCAN_4:dbCAN-sub-AA:dbCAN_4            -7.682660e-02 -0.43404715
## AA:dbCAN_4:dbCAN-sub-AA:dbCAN_4            -3.296457e-03 -0.37087336
## CBM:dbCAN_4:dbCAN-sub-AA:dbCAN_4           -1.684554e-02 -0.31156273
## GH:CUPP-AA:dbCAN_4                         -5.036237e-03 -0.27992362
## GT:CUPP-AA:dbCAN_4                          4.040006e-02 -0.24590122
## PL:CUPP-AA:dbCAN_4                         -5.847361e-02 -0.39692913
## CE:CUPP-AA:dbCAN_4                         -1.693693e-01 -0.53150037
## AA:CUPP-AA:dbCAN_4                         -1.870316e-01 -0.55460848
## CBM:CUPP-AA:dbCAN_4                        -8.380927e-01 -1.13340468
## GH:dbCAN_4:HMMER-CBM:dbCAN_4                6.514613e-02 -0.09940812
## GT:dbCAN_4:HMMER-CBM:dbCAN_4                1.954861e-02 -0.16304252
## PL:dbCAN_4:HMMER-CBM:dbCAN_4                7.598290e-02 -0.18150026
## CE:dbCAN_4:HMMER-CBM:dbCAN_4               -9.399307e-02 -0.37568786
## AA:dbCAN_4:HMMER-CBM:dbCAN_4               -1.283438e-02 -0.30755156
## CBM:dbCAN_4:HMMER-CBM:dbCAN_4              -4.223843e-02 -0.23871655
## GH:dbCAN_4:DIAMOND-CBM:dbCAN_4              1.058212e-01 -0.05943166
## GT:dbCAN_4:DIAMOND-CBM:dbCAN_4              9.096909e-02 -0.09212713
## PL:dbCAN_4:DIAMOND-CBM:dbCAN_4              8.778414e-02 -0.16969902
## CE:dbCAN_4:DIAMOND-CBM:dbCAN_4              3.001285e-02 -0.25788350
## AA:dbCAN_4:DIAMOND-CBM:dbCAN_4              1.027555e-02 -0.28444164
## CBM:dbCAN_4:DIAMOND-CBM:dbCAN_4             2.254495e-02 -0.17482423
## GH:dbCAN_4:dbCAN-sub-CBM:dbCAN_4            6.758463e-02 -0.09714075
## GT:dbCAN_4:dbCAN-sub-CBM:dbCAN_4            4.889047e-02 -0.13420574
## PL:dbCAN_4:dbCAN-sub-CBM:dbCAN_4            7.599368e-02 -0.18148948
## CE:dbCAN_4:dbCAN-sub-CBM:dbCAN_4           -8.379999e-02 -0.36549478
## AA:dbCAN_4:dbCAN-sub-CBM:dbCAN_4           -1.026985e-02 -0.30498703
## CBM:dbCAN_4:dbCAN-sub-CBM:dbCAN_4          -2.381893e-02 -0.22029705
## GH:CUPP-CBM:dbCAN_4                        -1.200963e-02 -0.17726249
## GT:CUPP-CBM:dbCAN_4                         3.342667e-02 -0.15018666
## PL:CUPP-CBM:dbCAN_4                        -6.544700e-02 -0.32293015
## CE:CUPP-CBM:dbCAN_4                        -1.763427e-01 -0.46423909
## AA:CUPP-CBM:dbCAN_4                        -1.940050e-01 -0.48872214
## CBM:CUPP-CBM:dbCAN_4                       -8.450661e-01 -1.04243528
## GT:dbCAN_4:HMMER-GH:dbCAN_4:HMMER          -4.559752e-02 -0.19329304
## PL:dbCAN_4:HMMER-GH:dbCAN_4:HMMER           1.083677e-02 -0.22319747
## CE:dbCAN_4:HMMER-GH:dbCAN_4:HMMER          -1.591392e-01 -0.41957422
## AA:dbCAN_4:HMMER-GH:dbCAN_4:HMMER          -7.798051e-02 -0.35244848
## CBM:dbCAN_4:HMMER-GH:dbCAN_4:HMMER         -1.073846e-01 -0.27193881
## GH:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER         4.067508e-02 -0.08495517
## GT:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER         2.582296e-02 -0.12249654
## PL:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER         2.263801e-02 -0.21139623
## CE:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER        -3.513328e-02 -0.30226388
## AA:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER        -5.487058e-02 -0.32933855
## CBM:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER       -4.260118e-02 -0.20821834
## GH:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER       2.438506e-03 -0.12249708
## GT:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER      -1.625566e-02 -0.16457515
## PL:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER       1.084755e-02 -0.22318669
## CE:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER      -1.489461e-01 -0.40938114
## AA:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER      -7.541597e-02 -0.34988394
## CBM:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER     -8.896506e-02 -0.25351931
## GH:CUPP-GH:dbCAN_4:HMMER                   -7.715575e-02 -0.20278600
## GT:CUPP-GH:dbCAN_4:HMMER                   -3.171946e-02 -0.18067685
## PL:CUPP-GH:dbCAN_4:HMMER                   -1.305931e-01 -0.36462737
## CE:CUPP-GH:dbCAN_4:HMMER                   -2.414889e-01 -0.50861947
## AA:CUPP-GH:dbCAN_4:HMMER                   -2.591511e-01 -0.53361906
## CBM:CUPP-GH:dbCAN_4:HMMER                  -9.102122e-01 -1.07582939
## PL:dbCAN_4:HMMER-GT:dbCAN_4:HMMER           5.643429e-02 -0.19061518
## CE:dbCAN_4:HMMER-GT:dbCAN_4:HMMER          -1.135417e-01 -0.38573245
## AA:dbCAN_4:HMMER-GT:dbCAN_4:HMMER          -3.238298e-02 -0.31802976
## CBM:dbCAN_4:HMMER-GT:dbCAN_4:HMMER         -6.178703e-02 -0.24437816
## GH:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER         8.627260e-02 -0.06220088
## GT:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER         7.142048e-02 -0.09668689
## PL:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER         6.823554e-02 -0.17881394
## CE:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER         1.046425e-02 -0.26813973
## AA:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER        -9.273060e-03 -0.29491984
## CBM:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER        2.996344e-03 -0.18055327
## GH:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER       4.803603e-02 -0.09985013
## GT:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER       2.934187e-02 -0.13876551
## PL:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER       5.644508e-02 -0.19060440
## CE:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER      -1.033486e-01 -0.37553937
## AA:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER      -2.981845e-02 -0.31546523
## CBM:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER     -4.336754e-02 -0.22595866
## GH:CUPP-GT:dbCAN_4:HMMER                   -3.155823e-02 -0.18003171
## GT:CUPP-GT:dbCAN_4:HMMER                    1.387807e-02 -0.15479239
## PL:CUPP-GT:dbCAN_4:HMMER                   -8.499560e-02 -0.33204507
## CE:CUPP-GT:dbCAN_4:HMMER                   -1.958913e-01 -0.47449532
## AA:CUPP-GT:dbCAN_4:HMMER                   -2.135536e-01 -0.49920034
## CBM:CUPP-GT:dbCAN_4:HMMER                  -8.646147e-01 -1.04816432
## CE:dbCAN_4:HMMER-PL:dbCAN_4:HMMER          -1.699760e-01 -0.49715463
## AA:dbCAN_4:HMMER-PL:dbCAN_4:HMMER          -8.881728e-02 -0.42727280
## CBM:dbCAN_4:HMMER-PL:dbCAN_4:HMMER         -1.182213e-01 -0.37570449
## GH:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER         2.983831e-02 -0.20468767
## GT:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER         1.498619e-02 -0.23243682
## PL:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER         1.180124e-02 -0.29477909
## CE:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER        -4.597005e-02 -0.37850311
## AA:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER        -6.570735e-02 -0.40416288
## CBM:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER       -5.343795e-02 -0.31160169
## GH:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER      -8.398265e-03 -0.24255286
## GT:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER      -2.709243e-02 -0.27451544
## PL:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER       1.078330e-05 -0.30656955
## CE:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER      -1.597829e-01 -0.48696155
## AA:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER      -8.625274e-02 -0.42470827
## CBM:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER     -9.980183e-02 -0.35728499
## GH:CUPP-PL:dbCAN_4:HMMER                   -8.799252e-02 -0.32251850
## GT:CUPP-PL:dbCAN_4:HMMER                   -4.255623e-02 -0.29036216
## PL:CUPP-PL:dbCAN_4:HMMER                   -1.414299e-01 -0.44801023
## CE:CUPP-PL:dbCAN_4:HMMER                   -2.523256e-01 -0.58485869
## AA:CUPP-PL:dbCAN_4:HMMER                   -2.699879e-01 -0.60844338
## CBM:CUPP-PL:dbCAN_4:HMMER                  -9.210490e-01 -1.17921274
## AA:dbCAN_4:HMMER-CE:dbCAN_4:HMMER           8.115870e-02 -0.27606185
## CBM:dbCAN_4:HMMER-CE:dbCAN_4:HMMER          5.175465e-02 -0.22994014
## GH:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER         1.998143e-01 -0.06106272
## GT:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER         1.849622e-01 -0.08756769
## PL:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER         1.817772e-01 -0.14540145
## CE:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER         1.240059e-01 -0.22760837
## AA:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER         1.042686e-01 -0.25295192
## CBM:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER        1.165380e-01 -0.16577899
## GH:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER       1.615777e-01 -0.09896548
## GT:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER       1.428835e-01 -0.12964631
## PL:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER       1.699868e-01 -0.15719190
## CE:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER       1.019308e-02 -0.33636175
## AA:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER       8.372323e-02 -0.27349732
## CBM:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER      7.017414e-02 -0.21152064
## GH:CUPP-CE:dbCAN_4:HMMER                    8.198345e-02 -0.17889355
## GT:CUPP-CE:dbCAN_4:HMMER                    1.274197e-01 -0.14545780
## PL:CUPP-CE:dbCAN_4:HMMER                    2.854608e-02 -0.29863258
## CE:CUPP-CE:dbCAN_4:HMMER                   -8.234966e-02 -0.43396395
## AA:CUPP-CE:dbCAN_4:HMMER                   -1.000119e-01 -0.45723243
## CBM:CUPP-CE:dbCAN_4:HMMER                  -7.510730e-01 -1.03339004
## CBM:dbCAN_4:HMMER-AA:dbCAN_4:HMMER         -2.940405e-02 -0.32412123
## GH:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER         1.186556e-01 -0.15623180
## GT:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER         1.038035e-01 -0.18216644
## PL:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER         1.006185e-01 -0.23783700
## CE:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER         4.284723e-02 -0.31928379
## AA:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER         2.310992e-02 -0.34446698
## CBM:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER        3.537933e-02 -0.25993264
## GH:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER       8.041901e-02 -0.19415159
## GT:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER       6.172485e-02 -0.22424506
## PL:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER       8.882806e-02 -0.24962746
## CE:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER      -7.096561e-02 -0.42818616
## AA:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER       2.564533e-03 -0.36501237
## CBM:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER     -1.098455e-02 -0.30570174
## GH:CUPP-AA:dbCAN_4:HMMER                    8.247535e-04 -0.27406263
## GT:CUPP-AA:dbCAN_4:HMMER                    4.626105e-02 -0.24004023
## PL:CUPP-AA:dbCAN_4:HMMER                   -5.261262e-02 -0.39106814
## CE:CUPP-AA:dbCAN_4:HMMER                   -1.635084e-01 -0.52563937
## AA:CUPP-AA:dbCAN_4:HMMER                   -1.811706e-01 -0.54874749
## CBM:CUPP-AA:dbCAN_4:HMMER                  -8.322317e-01 -1.12754369
## GH:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER        1.480596e-01 -0.01719323
## GT:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER        1.332075e-01 -0.04988870
## PL:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER        1.300226e-01 -0.12746059
## CE:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER        7.225128e-02 -0.21564508
## AA:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER        5.251397e-02 -0.24220321
## CBM:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER       6.478338e-02 -0.13258581
## GH:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER      1.098231e-01 -0.05490232
## GT:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER      9.112890e-02 -0.09196732
## PL:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER      1.182321e-01 -0.13925105
## CE:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER     -4.156156e-02 -0.32325635
## AA:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER      3.196858e-02 -0.26274860
## CBM:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER     1.841950e-02 -0.17805863
## GH:CUPP-CBM:dbCAN_4:HMMER                   3.022880e-02 -0.13502406
## GT:CUPP-CBM:dbCAN_4:HMMER                   7.566510e-02 -0.10794823
## PL:CUPP-CBM:dbCAN_4:HMMER                  -2.320857e-02 -0.28069173
## CE:CUPP-CBM:dbCAN_4:HMMER                  -1.341043e-01 -0.42200066
## AA:CUPP-CBM:dbCAN_4:HMMER                  -1.517665e-01 -0.44648371
## CBM:CUPP-CBM:dbCAN_4:HMMER                 -8.028277e-01 -1.00019686
## GT:dbCAN_4:DIAMOND-GH:dbCAN_4:DIAMOND      -1.485212e-02 -0.16394632
## PL:dbCAN_4:DIAMOND-GH:dbCAN_4:DIAMOND      -1.803707e-02 -0.25256304
## CE:dbCAN_4:DIAMOND-GH:dbCAN_4:DIAMOND      -7.580836e-02 -0.34336988
## AA:dbCAN_4:DIAMOND-GH:dbCAN_4:DIAMOND      -9.554566e-02 -0.37043305
## CBM:dbCAN_4:DIAMOND-GH:dbCAN_4:DIAMOND     -8.327626e-02 -0.24958757
## GH:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND    -3.823657e-02 -0.16409089
## GT:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND    -5.693074e-02 -0.20602494
## PL:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND    -2.982753e-02 -0.26435350
## CE:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND    -1.896212e-01 -0.45049820
## AA:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND    -1.160911e-01 -0.39097844
## CBM:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND   -1.296401e-01 -0.29489301
## GH:CUPP-GH:dbCAN_4:DIAMOND                 -1.178308e-01 -0.24437477
## GT:CUPP-GH:dbCAN_4:DIAMOND                 -7.239454e-02 -0.22212334
## PL:CUPP-GH:dbCAN_4:DIAMOND                 -1.712682e-01 -0.40579418
## CE:CUPP-GH:dbCAN_4:DIAMOND                 -2.821639e-01 -0.54972547
## AA:CUPP-GH:dbCAN_4:DIAMOND                 -2.998262e-01 -0.57471355
## CBM:CUPP-GH:dbCAN_4:DIAMOND                -9.508873e-01 -1.11719862
## PL:dbCAN_4:DIAMOND-GT:dbCAN_4:DIAMOND      -3.184948e-03 -0.25060796
## CE:dbCAN_4:DIAMOND-GT:dbCAN_4:DIAMOND      -6.095624e-02 -0.33989151
## AA:dbCAN_4:DIAMOND-GT:dbCAN_4:DIAMOND      -8.069354e-02 -0.36666345
## CBM:dbCAN_4:DIAMOND-GT:dbCAN_4:DIAMOND     -6.842414e-02 -0.25247622
## GH:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND    -2.338446e-02 -0.17189379
## GT:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND    -4.207862e-02 -0.21073447
## PL:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND    -1.497541e-02 -0.26239842
## CE:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND    -1.747691e-01 -0.44729894
## AA:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND    -1.012389e-01 -0.38720885
## CBM:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND   -1.147880e-01 -0.29788424
## GH:CUPP-GT:dbCAN_4:DIAMOND                 -1.029787e-01 -0.25207292
## GT:CUPP-GT:dbCAN_4:DIAMOND                 -5.754242e-02 -0.22675952
## PL:CUPP-GT:dbCAN_4:DIAMOND                 -1.564161e-01 -0.40383910
## CE:CUPP-GT:dbCAN_4:DIAMOND                 -2.673118e-01 -0.54624709
## AA:CUPP-GT:dbCAN_4:DIAMOND                 -2.849740e-01 -0.57094396
## CBM:CUPP-GT:dbCAN_4:DIAMOND                -9.360352e-01 -1.12008727
## CE:dbCAN_4:DIAMOND-PL:dbCAN_4:DIAMOND      -5.777129e-02 -0.39030435
## AA:dbCAN_4:DIAMOND-PL:dbCAN_4:DIAMOND      -7.750860e-02 -0.41596412
## CBM:dbCAN_4:DIAMOND-PL:dbCAN_4:DIAMOND     -6.523919e-02 -0.32340294
## GH:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND    -2.019951e-02 -0.25435410
## GT:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND    -3.889367e-02 -0.28631668
## PL:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND    -1.179046e-02 -0.31837079
## CE:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND    -1.715841e-01 -0.49876279
## AA:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND    -9.805399e-02 -0.43650951
## CBM:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND   -1.116031e-01 -0.36908623
## GH:CUPP-PL:dbCAN_4:DIAMOND                 -9.979377e-02 -0.33431974
## GT:CUPP-PL:dbCAN_4:DIAMOND                 -5.435747e-02 -0.30216340
## PL:CUPP-PL:dbCAN_4:DIAMOND                 -1.532311e-01 -0.45981147
## CE:CUPP-PL:dbCAN_4:DIAMOND                 -2.641269e-01 -0.59665993
## AA:CUPP-PL:dbCAN_4:DIAMOND                 -2.817891e-01 -0.62024462
## CBM:CUPP-PL:dbCAN_4:DIAMOND                -9.328502e-01 -1.19101399
## AA:dbCAN_4:DIAMOND-CE:dbCAN_4:DIAMOND      -1.973731e-02 -0.38186833
## CBM:dbCAN_4:DIAMOND-CE:dbCAN_4:DIAMOND     -7.467902e-03 -0.29597311
## GH:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND     3.757178e-02 -0.22966428
## GT:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND     1.887762e-02 -0.26005765
## PL:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND     4.598083e-02 -0.28655223
## CE:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND    -1.138128e-01 -0.46542714
## AA:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND    -4.028270e-02 -0.40241372
## CBM:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND   -5.383178e-02 -0.34172814
## GH:CUPP-CE:dbCAN_4:DIAMOND                 -4.202248e-02 -0.30958400
## GT:CUPP-CE:dbCAN_4:DIAMOND                  3.413820e-03 -0.27586116
## PL:CUPP-CE:dbCAN_4:DIAMOND                 -9.545985e-02 -0.42799291
## CE:CUPP-CE:dbCAN_4:DIAMOND                 -2.063556e-01 -0.56295756
## AA:CUPP-CE:dbCAN_4:DIAMOND                 -2.240178e-01 -0.58614883
## CBM:CUPP-CE:dbCAN_4:DIAMOND                -8.750790e-01 -1.16358416
## CBM:dbCAN_4:DIAMOND-AA:dbCAN_4:DIAMOND      1.226940e-02 -0.28304257
## GH:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND     5.730909e-02 -0.21726151
## GT:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND     3.861493e-02 -0.24735498
## PL:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND     6.571814e-02 -0.27273739
## CE:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND    -9.407554e-02 -0.45129608
## AA:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND    -2.054539e-02 -0.38812230
## CBM:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND   -3.409448e-02 -0.32881166
## GH:CUPP-AA:dbCAN_4:DIAMOND                 -2.228517e-02 -0.29717256
## GT:CUPP-AA:dbCAN_4:DIAMOND                  2.315113e-02 -0.26315015
## PL:CUPP-AA:dbCAN_4:DIAMOND                 -7.572254e-02 -0.41417807
## CE:CUPP-AA:dbCAN_4:DIAMOND                 -1.866183e-01 -0.54874930
## AA:CUPP-AA:dbCAN_4:DIAMOND                 -2.042805e-01 -0.57185741
## CBM:CUPP-AA:dbCAN_4:DIAMOND                -8.553416e-01 -1.15065362
## GH:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND    4.503968e-02 -0.12074751
## GT:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND    2.634552e-02 -0.15770655
## PL:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND    5.344873e-02 -0.20471501
## CE:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND   -1.063449e-01 -0.38866195
## AA:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND   -3.281480e-02 -0.32812677
## CBM:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND  -4.636388e-02 -0.24373307
## GH:CUPP-CBM:dbCAN_4:DIAMOND                -3.455458e-02 -0.20086588
## GT:CUPP-CBM:dbCAN_4:DIAMOND                 1.088172e-02 -0.17368479
## PL:CUPP-CBM:dbCAN_4:DIAMOND                -8.799195e-02 -0.34615569
## CE:CUPP-CBM:dbCAN_4:DIAMOND                -1.988877e-01 -0.48739289
## AA:CUPP-CBM:dbCAN_4:DIAMOND                -2.165499e-01 -0.51186188
## CBM:CUPP-CBM:dbCAN_4:DIAMOND               -8.676110e-01 -1.06586729
## GT:dbCAN_4:dbCAN-sub-GH:dbCAN_4:dbCAN-sub  -1.869416e-02 -0.16720350
## PL:dbCAN_4:dbCAN-sub-GH:dbCAN_4:dbCAN-sub   8.409048e-03 -0.22574555
## CE:dbCAN_4:dbCAN-sub-GH:dbCAN_4:dbCAN-sub  -1.513846e-01 -0.41192781
## AA:dbCAN_4:dbCAN-sub-GH:dbCAN_4:dbCAN-sub  -7.785448e-02 -0.35242508
## CBM:dbCAN_4:dbCAN-sub-GH:dbCAN_4:dbCAN-sub -9.140357e-02 -0.25612895
## GH:CUPP-GH:dbCAN_4:dbCAN-sub               -7.959426e-02 -0.20544857
## GT:CUPP-GH:dbCAN_4:dbCAN-sub               -3.415796e-02 -0.18330438
## PL:CUPP-GH:dbCAN_4:dbCAN-sub               -1.330316e-01 -0.36718623
## CE:CUPP-GH:dbCAN_4:dbCAN-sub               -2.439274e-01 -0.51116342
## AA:CUPP-GH:dbCAN_4:dbCAN-sub               -2.615896e-01 -0.53616020
## CBM:CUPP-GH:dbCAN_4:dbCAN-sub              -9.126507e-01 -1.07843793
## PL:dbCAN_4:dbCAN-sub-GT:dbCAN_4:dbCAN-sub   2.710321e-02 -0.22031981
## CE:dbCAN_4:dbCAN-sub-GT:dbCAN_4:dbCAN-sub  -1.326905e-01 -0.40522032
## AA:dbCAN_4:dbCAN-sub-GT:dbCAN_4:dbCAN-sub  -5.916032e-02 -0.34513023
## CBM:dbCAN_4:dbCAN-sub-GT:dbCAN_4:dbCAN-sub -7.270941e-02 -0.25580562
## GH:CUPP-GT:dbCAN_4:dbCAN-sub               -6.090010e-02 -0.20999430
## GT:CUPP-GT:dbCAN_4:dbCAN-sub               -1.546380e-02 -0.18468090
## PL:CUPP-GT:dbCAN_4:dbCAN-sub               -1.143375e-01 -0.36176048
## CE:CUPP-GT:dbCAN_4:dbCAN-sub               -2.252332e-01 -0.50416847
## AA:CUPP-GT:dbCAN_4:dbCAN-sub               -2.428954e-01 -0.52886534
## CBM:CUPP-GT:dbCAN_4:dbCAN-sub              -8.939566e-01 -1.07800865
## CE:dbCAN_4:dbCAN-sub-PL:dbCAN_4:dbCAN-sub  -1.597937e-01 -0.48697233
## AA:dbCAN_4:dbCAN-sub-PL:dbCAN_4:dbCAN-sub  -8.626353e-02 -0.42471905
## CBM:dbCAN_4:dbCAN-sub-PL:dbCAN_4:dbCAN-sub -9.981262e-02 -0.35729577
## GH:CUPP-PL:dbCAN_4:dbCAN-sub               -8.800331e-02 -0.32252928
## GT:CUPP-PL:dbCAN_4:dbCAN-sub               -4.256701e-02 -0.29037294
## PL:CUPP-PL:dbCAN_4:dbCAN-sub               -1.414407e-01 -0.44802101
## CE:CUPP-PL:dbCAN_4:dbCAN-sub               -2.523364e-01 -0.58486947
## AA:CUPP-PL:dbCAN_4:dbCAN-sub               -2.699986e-01 -0.60845416
## CBM:CUPP-PL:dbCAN_4:dbCAN-sub              -9.210598e-01 -1.17922353
## AA:dbCAN_4:dbCAN-sub-CE:dbCAN_4:dbCAN-sub   7.353015e-02 -0.28369040
## CBM:dbCAN_4:dbCAN-sub-CE:dbCAN_4:dbCAN-sub  5.998106e-02 -0.22171373
## GH:CUPP-CE:dbCAN_4:dbCAN-sub                7.179037e-02 -0.18908663
## GT:CUPP-CE:dbCAN_4:dbCAN-sub                1.172267e-01 -0.15565088
## PL:CUPP-CE:dbCAN_4:dbCAN-sub                1.835299e-02 -0.30882567
## CE:CUPP-CE:dbCAN_4:dbCAN-sub               -9.254274e-02 -0.44415703
## AA:CUPP-CE:dbCAN_4:dbCAN-sub               -1.102050e-01 -0.46742551
## CBM:CUPP-CE:dbCAN_4:dbCAN-sub              -7.612661e-01 -1.04358312
## CBM:dbCAN_4:dbCAN-sub-AA:dbCAN_4:dbCAN-sub -1.354909e-02 -0.30826627
## GH:CUPP-AA:dbCAN_4:dbCAN-sub               -1.739780e-03 -0.27662717
## GT:CUPP-AA:dbCAN_4:dbCAN-sub                4.369652e-02 -0.24260476
## PL:CUPP-AA:dbCAN_4:dbCAN-sub               -5.517715e-02 -0.39363267
## CE:CUPP-AA:dbCAN_4:dbCAN-sub               -1.660729e-01 -0.52820391
## AA:CUPP-AA:dbCAN_4:dbCAN-sub               -1.837351e-01 -0.55131202
## CBM:CUPP-AA:dbCAN_4:dbCAN-sub              -8.347963e-01 -1.13010822
## GH:CUPP-CBM:dbCAN_4:dbCAN-sub               1.180931e-02 -0.15344356
## GT:CUPP-CBM:dbCAN_4:dbCAN-sub               5.724560e-02 -0.12636773
## PL:CUPP-CBM:dbCAN_4:dbCAN-sub              -4.162806e-02 -0.29911122
## CE:CUPP-CBM:dbCAN_4:dbCAN-sub              -1.525238e-01 -0.44042016
## AA:CUPP-CBM:dbCAN_4:dbCAN-sub              -1.701860e-01 -0.46490321
## CBM:CUPP-CBM:dbCAN_4:dbCAN-sub             -8.212472e-01 -1.01861635
## GT:CUPP-GH:CUPP                             4.543630e-02 -0.10429250
## PL:CUPP-GH:CUPP                            -5.343737e-02 -0.28796335
## CE:CUPP-GH:CUPP                            -1.643331e-01 -0.43189463
## AA:CUPP-GH:CUPP                            -1.819953e-01 -0.45688272
## CBM:CUPP-GH:CUPP                           -8.330565e-01 -0.99936778
## PL:CUPP-GT:CUPP                            -9.887367e-02 -0.34667960
## CE:CUPP-GT:CUPP                            -2.097694e-01 -0.48904439
## AA:CUPP-GT:CUPP                            -2.274316e-01 -0.51373291
## CBM:CUPP-GT:CUPP                           -8.784928e-01 -1.06305929
## CE:CUPP-PL:CUPP                            -1.108957e-01 -0.44342880
## AA:CUPP-PL:CUPP                            -1.285580e-01 -0.46701349
## CBM:CUPP-PL:CUPP                           -7.796191e-01 -1.03778285
## AA:CUPP-CE:CUPP                            -1.766223e-02 -0.37979325
## CBM:CUPP-CE:CUPP                           -6.687234e-01 -0.95722858
## CBM:CUPP-AA:CUPP                           -6.510611e-01 -0.94637311
##                                                      upr     p adj
## GT:dbCAN_4-GH:dbCAN_4                       0.1195479151 1.0000000
## PL:dbCAN_4-GH:dbCAN_4                       0.2308264555 1.0000000
## CE:dbCAN_4-GH:dbCAN_4                       0.0986764096 0.8782314
## AA:dbCAN_4-GH:dbCAN_4                       0.1882682158 0.9999985
## CBM:dbCAN_4-GH:dbCAN_4                      0.0854657365 0.9948612
## GH:dbCAN_4:HMMER-GH:dbCAN_4                 0.1108772197 1.0000000
## GT:dbCAN_4:HMMER-GH:dbCAN_4                 0.0881948473 0.9997395
## PL:dbCAN_4:HMMER-GH:dbCAN_4                 0.2308264555 1.0000000
## CE:dbCAN_4:HMMER-GH:dbCAN_4                 0.0872267124 0.7811955
## AA:dbCAN_4:HMMER-GH:dbCAN_4                 0.1824072253 0.9999938
## CBM:dbCAN_4:HMMER-GH:dbCAN_4                0.0432273081 0.5699641
## GH:dbCAN_4:DIAMOND-GH:dbCAN_4               0.1524693644 1.0000000
## GT:dbCAN_4:DIAMOND-GH:dbCAN_4               0.1602376981 1.0000000
## PL:dbCAN_4:DIAMOND-GH:dbCAN_4               0.2426276977 1.0000000
## CE:dbCAN_4:DIAMOND-GH:dbCAN_4               0.2179227670 1.0000000
## AA:dbCAN_4:DIAMOND-GH:dbCAN_4               0.2055171495 1.0000000
## CBM:dbCAN_4:DIAMOND-GH:dbCAN_4              0.1090713884 0.9999905
## GH:dbCAN_4:dbCAN-sub-GH:dbCAN_4             0.1135406272 1.0000000
## GT:dbCAN_4:dbCAN-sub-GH:dbCAN_4             0.1181590807 1.0000000
## PL:dbCAN_4:dbCAN-sub-GH:dbCAN_4             0.2308372388 1.0000000
## CE:dbCAN_4:dbCAN-sub-GH:dbCAN_4             0.0974197959 0.8691409
## AA:dbCAN_4:dbCAN-sub-GH:dbCAN_4             0.1849717588 0.9999966
## CBM:dbCAN_4:dbCAN-sub-GH:dbCAN_4            0.0616468037 0.8693205
## GH:CUPP-GH:dbCAN_4                          0.0346385298 0.6090402
## GT:CUPP-GH:dbCAN_4                          0.1033315445 0.9999991
## PL:CUPP-GH:dbCAN_4                          0.0893965600 0.8837060
## CE:CUPP-GH:dbCAN_4                          0.0115671835 0.0846933
## AA:CUPP-GH:dbCAN_4                          0.0012366468 0.0529249
## CBM:CUPP-GH:dbCAN_4                        -0.7585396613 0.0000000
## PL:dbCAN_4-GT:dbCAN_4                       0.2731266079 1.0000000
## CE:dbCAN_4-GT:dbCAN_4                       0.1397071748 0.9938637
## AA:dbCAN_4-GT:dbCAN_4                       0.2287172147 1.0000000
## CBM:dbCAN_4-GT:dbCAN_4                      0.1328169091 0.9999999
## GH:dbCAN_4:HMMER-GT:dbCAN_4                 0.1631863194 1.0000000
## GT:dbCAN_4:HMMER-GT:dbCAN_4                 0.1373766743 1.0000000
## PL:dbCAN_4:HMMER-GT:dbCAN_4                 0.2731266079 1.0000000
## CE:dbCAN_4:HMMER-GT:dbCAN_4                 0.1282574775 0.9802241
## AA:dbCAN_4:HMMER-GT:dbCAN_4                 0.2228562242 1.0000000
## CBM:dbCAN_4:HMMER-GT:dbCAN_4                0.0905784807 0.9895767
## GH:dbCAN_4:DIAMOND-GT:dbCAN_4               0.2046361060 0.9999469
## GT:dbCAN_4:DIAMOND-GT:dbCAN_4               0.2093456348 1.0000000
## PL:dbCAN_4:DIAMOND-GT:dbCAN_4               0.2849278501 1.0000000
## CE:dbCAN_4:DIAMOND-GT:dbCAN_4               0.2586688138 1.0000000
## AA:dbCAN_4:DIAMOND-GT:dbCAN_4               0.2459661484 1.0000000
## CBM:dbCAN_4:DIAMOND-GT:dbCAN_4              0.1563177183 1.0000000
## GH:dbCAN_4:dbCAN-sub-GT:dbCAN_4             0.1658146649 1.0000000
## GT:dbCAN_4:dbCAN-sub-GT:dbCAN_4             0.1672670174 1.0000000
## PL:dbCAN_4:dbCAN-sub-GT:dbCAN_4             0.2731373912 1.0000000
## CE:dbCAN_4:dbCAN-sub-GT:dbCAN_4             0.1384505610 0.9929357
## AA:dbCAN_4:dbCAN-sub-GT:dbCAN_4             0.2254207577 1.0000000
## CBM:dbCAN_4:dbCAN-sub-GT:dbCAN_4            0.1089979763 0.9997360
## GH:CUPP-GT:dbCAN_4                          0.0868052714 0.9995261
## GT:CUPP-GT:dbCAN_4                          0.1523644692 1.0000000
## PL:CUPP-GT:dbCAN_4                          0.1316967124 0.9967557
## CE:CUPP-GT:dbCAN_4                          0.0523132303 0.3477489
## AA:CUPP-GT:dbCAN_4                          0.0416856458 0.2450326
## CBM:CUPP-GT:dbCAN_4                        -0.7112933314 0.0000000
## CE:dbCAN_4-PL:dbCAN_4                       0.1686523847 0.9943835
## AA:dbCAN_4-PL:dbCAN_4                       0.2554992364 1.0000000
## CBM:dbCAN_4-PL:dbCAN_4                      0.1815002588 0.9999997
## GH:dbCAN_4:HMMER-PL:dbCAN_4                 0.2231974698 1.0000000
## GT:dbCAN_4:HMMER-PL:dbCAN_4                 0.1906151791 1.0000000
## PL:dbCAN_4:HMMER-PL:dbCAN_4                 0.3065803336 1.0000000
## CE:dbCAN_4:HMMER-PL:dbCAN_4                 0.1572026875 0.9846406
## AA:dbCAN_4:HMMER-PL:dbCAN_4                 0.2496382459 1.0000000
## CBM:dbCAN_4:HMMER-PL:dbCAN_4                0.1392618304 0.9975928
## GH:dbCAN_4:DIAMOND-PL:dbCAN_4               0.2643642869 1.0000000
## GT:dbCAN_4:DIAMOND-PL:dbCAN_4               0.2624092063 1.0000000
## PL:dbCAN_4:DIAMOND-PL:dbCAN_4               0.3183815758 1.0000000
## CE:dbCAN_4:DIAMOND-PL:dbCAN_4               0.2865630134 1.0000000
## AA:dbCAN_4:DIAMOND-PL:dbCAN_4               0.2727481701 1.0000000
## CBM:dbCAN_4:DIAMOND-PL:dbCAN_4              0.2047257946 1.0000000
## GH:dbCAN_4:dbCAN-sub-PL:dbCAN_4             0.2257563328 1.0000000
## GT:dbCAN_4:dbCAN-sub-PL:dbCAN_4             0.2203305889 1.0000000
## PL:dbCAN_4:dbCAN-sub-PL:dbCAN_4             0.3065911169 1.0000000
## CE:dbCAN_4:dbCAN-sub-PL:dbCAN_4             0.1673957710 0.9936723
## AA:dbCAN_4:dbCAN-sub-PL:dbCAN_4             0.2522027794 1.0000000
## CBM:dbCAN_4:dbCAN-sub-PL:dbCAN_4            0.1576813260 0.9998839
## GH:CUPP-PL:dbCAN_4                          0.1465334523 0.9999388
## GT:CUPP-PL:dbCAN_4                          0.2052497062 1.0000000
## PL:CUPP-PL:dbCAN_4                          0.1651504381 0.9974009
## CE:CUPP-PL:dbCAN_4                          0.0802074299 0.5048537
## AA:CUPP-PL:dbCAN_4                          0.0684676674 0.3886688
## CBM:CUPP-PL:dbCAN_4                        -0.6628852551 0.0000000
## AA:dbCAN_4-CE:dbCAN_4                       0.4327905321 1.0000000
## CBM:dbCAN_4-CE:dbCAN_4                      0.3642381617 0.9999997
## GH:dbCAN_4:HMMER-CE:dbCAN_4                 0.4081245277 0.9534939
## GT:dbCAN_4:HMMER-CE:dbCAN_4                 0.3742827558 0.9999391
## PL:dbCAN_4:HMMER-CE:dbCAN_4                 0.4857049368 0.9943835
## CE:dbCAN_4:HMMER-CE:dbCAN_4                 0.3351051342 1.0000000
## AA:dbCAN_4:HMMER-CE:dbCAN_4                 0.4269295417 1.0000000
## CBM:dbCAN_4:HMMER-CE:dbCAN_4                0.3219997333 1.0000000
## GH:dbCAN_4:DIAMOND-CE:dbCAN_4               0.4492415858 0.6189818
## GT:dbCAN_4:DIAMOND-CE:dbCAN_4               0.4460423252 0.8481215
## PL:dbCAN_4:DIAMOND-CE:dbCAN_4               0.4975061791 0.9842019
## CE:dbCAN_4:DIAMOND-CE:dbCAN_4               0.4641705225 0.9999978
## AA:dbCAN_4:DIAMOND-CE:dbCAN_4               0.4500394659 1.0000000
## CBM:dbCAN_4:DIAMOND-CE:dbCAN_4              0.3874053362 0.9999477
## GH:dbCAN_4:dbCAN-sub-CE:dbCAN_4             0.4106711953 0.9441871
## GT:dbCAN_4:dbCAN-sub-CE:dbCAN_4             0.4039637078 0.9947682
## PL:dbCAN_4:dbCAN-sub-CE:dbCAN_4             0.4857157201 0.9943777
## CE:dbCAN_4:dbCAN-sub-CE:dbCAN_4             0.3452982177 1.0000000
## AA:dbCAN_4:dbCAN-sub-CE:dbCAN_4             0.4294940751 1.0000000
## CBM:dbCAN_4:dbCAN-sub-CE:dbCAN_4            0.3404192288 1.0000000
## GH:CUPP-CE:dbCAN_4                          0.3314107512 1.0000000
## GT:CUPP-CE:dbCAN_4                          0.3888475961 0.9993558
## PL:CUPP-CE:dbCAN_4                          0.3442750414 1.0000000
## CE:CUPP-CE:dbCAN_4                          0.2578149391 1.0000000
## AA:CUPP-CE:dbCAN_4                          0.2457589632 0.9999988
## CBM:CUPP-CE:dbCAN_4                        -0.4802057135 0.0000000
## CBM:dbCAN_4-AA:dbCAN_4                      0.3016905707 1.0000000
## GH:dbCAN_4:HMMER-AA:dbCAN_4                 0.3465874870 1.0000000
## GT:dbCAN_4:HMMER-AA:dbCAN_4                 0.3121687738 1.0000000
## PL:dbCAN_4:HMMER-AA:dbCAN_4                 0.4214118118 1.0000000
## CE:dbCAN_4:HMMER-AA:dbCAN_4                 0.2702008582 1.0000000
## AA:dbCAN_4:HMMER-AA:dbCAN_4                 0.3617159166 1.0000000
## CBM:dbCAN_4:HMMER-AA:dbCAN_4                0.2594521423 1.0000000
## GH:dbCAN_4:DIAMOND-AA:dbCAN_4               0.3876819831 0.9996589
## GT:dbCAN_4:DIAMOND-AA:dbCAN_4               0.3839123885 0.9999906
## PL:dbCAN_4:DIAMOND-AA:dbCAN_4               0.4332130540 0.9999999
## CE:dbCAN_4:DIAMOND-AA:dbCAN_4               0.3991172627 1.0000000
## AA:dbCAN_4:DIAMOND-AA:dbCAN_4               0.3848258408 1.0000000
## CBM:dbCAN_4:DIAMOND-AA:dbCAN_4              0.3248303082 1.0000000
## GH:dbCAN_4:dbCAN-sub-AA:dbCAN_4             0.3491286266 1.0000000
## GT:dbCAN_4:dbCAN-sub-AA:dbCAN_4             0.3418337711 1.0000000
## PL:dbCAN_4:dbCAN-sub-AA:dbCAN_4             0.4214225951 1.0000000
## CE:dbCAN_4:dbCAN-sub-AA:dbCAN_4             0.2803939417 1.0000000
## AA:dbCAN_4:dbCAN-sub-AA:dbCAN_4             0.3642804501 1.0000000
## CBM:dbCAN_4:dbCAN-sub-AA:dbCAN_4            0.2778716379 1.0000000
## GH:CUPP-AA:dbCAN_4                          0.2698511485 1.0000000
## GT:CUPP-AA:dbCAN_4                          0.3267013379 1.0000000
## PL:CUPP-AA:dbCAN_4                          0.2799819163 1.0000000
## CE:CUPP-AA:dbCAN_4                          0.1927616792 0.9967585
## AA:CUPP-AA:dbCAN_4                          0.1805453381 0.9884949
## CBM:CUPP-AA:dbCAN_4                        -0.5427807415 0.0000000
## GH:dbCAN_4:HMMER-CBM:dbCAN_4                0.2297003788 0.9998256
## GT:dbCAN_4:HMMER-CBM:dbCAN_4                0.2021397269 1.0000000
## PL:dbCAN_4:HMMER-CBM:dbCAN_4                0.3334660568 0.9999997
## CE:dbCAN_4:HMMER-CBM:dbCAN_4                0.1877017103 0.9999946
## AA:dbCAN_4:HMMER-CBM:dbCAN_4                0.2818828029 1.0000000
## CBM:dbCAN_4:HMMER-CBM:dbCAN_4               0.1542396930 1.0000000
## GH:dbCAN_4:DIAMOND-CBM:dbCAN_4              0.2710740743 0.8402522
## GT:dbCAN_4:DIAMOND-CBM:dbCAN_4              0.2740653056 0.9918341
## PL:dbCAN_4:DIAMOND-CBM:dbCAN_4              0.3452672991 0.9999915
## CE:dbCAN_4:DIAMOND-CBM:dbCAN_4              0.3179092082 1.0000000
## AA:dbCAN_4:DIAMOND-CBM:dbCAN_4              0.3049927271 1.0000000
## CBM:dbCAN_4:DIAMOND-CBM:dbCAN_4             0.2199141326 1.0000000
## GH:dbCAN_4:dbCAN-sub-CBM:dbCAN_4            0.2323100154 0.9996595
## GT:dbCAN_4:dbCAN-sub-CBM:dbCAN_4            0.2319866882 1.0000000
## PL:dbCAN_4:dbCAN-sub-CBM:dbCAN_4            0.3334768401 0.9999997
## CE:dbCAN_4:dbCAN-sub-CBM:dbCAN_4            0.1978947938 0.9999996
## AA:dbCAN_4:dbCAN-sub-CBM:dbCAN_4            0.2844473364 1.0000000
## CBM:dbCAN_4:dbCAN-sub-CBM:dbCAN_4           0.1726591885 1.0000000
## GH:CUPP-CBM:dbCAN_4                         0.1532432397 1.0000000
## GT:CUPP-CBM:dbCAN_4                         0.2170400053 1.0000000
## PL:CUPP-CBM:dbCAN_4                         0.1920361614 1.0000000
## CE:CUPP-CBM:dbCAN_4                         0.1115536247 0.8939650
## AA:CUPP-CBM:dbCAN_4                         0.1007122244 0.7988849
## CBM:CUPP-CBM:dbCAN_4                       -0.6476969171 0.0000000
## GT:dbCAN_4:HMMER-GH:dbCAN_4:HMMER           0.1020979978 0.9999990
## PL:dbCAN_4:HMMER-GH:dbCAN_4:HMMER           0.2448710112 1.0000000
## CE:dbCAN_4:HMMER-GH:dbCAN_4:HMMER           0.1012958197 0.8964306
## AA:dbCAN_4:HMMER-GH:dbCAN_4:HMMER           0.1964874625 0.9999999
## CBM:dbCAN_4:HMMER-GH:dbCAN_4:HMMER          0.0571696937 0.8125835
## GH:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER         0.1663053265 0.9999972
## GT:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER         0.1741424592 1.0000000
## PL:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER         0.2566722534 1.0000000
## CE:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER         0.2319973305 1.0000000
## AA:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER         0.2195973867 1.0000000
## CBM:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER        0.1230159809 1.0000000
## GH:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER       0.1273740907 1.0000000
## GT:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER       0.1320638418 1.0000000
## PL:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER       0.2448817945 1.0000000
## CE:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER       0.1114889032 0.9487265
## AA:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER       0.1990519960 0.9999999
## CBM:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER      0.0755891893 0.9740084
## GH:CUPP-GH:dbCAN_4:HMMER                    0.0484744919 0.8911911
## GT:CUPP-GH:dbCAN_4:HMMER                    0.1172379381 1.0000000
## PL:CUPP-GH:dbCAN_4:HMMER                    0.1034411157 0.9615655
## CE:CUPP-GH:dbCAN_4:HMMER                    0.0256417470 0.1513937
## AA:CUPP-GH:dbCAN_4:HMMER                    0.0153168841 0.0978531
## CBM:CUPP-GH:dbCAN_4:HMMER                  -0.7445950688 0.0000000
## PL:dbCAN_4:HMMER-GT:dbCAN_4:HMMER           0.3034837671 1.0000000
## CE:dbCAN_4:HMMER-GT:dbCAN_4:HMMER           0.1586490944 0.9995391
## AA:dbCAN_4:HMMER-GT:dbCAN_4:HMMER           0.2532637959 1.0000000
## CBM:dbCAN_4:HMMER-GT:dbCAN_4:HMMER          0.1208040885 0.9999928
## GH:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER         0.2347460868 0.9387228
## GT:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER         0.2395278607 0.9993596
## PL:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER         0.3152850094 0.9999999
## CE:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER         0.2890682267 1.0000000
## AA:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER         0.2763737202 1.0000000
## CBM:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER        0.1865459564 1.0000000
## GH:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER       0.1959221908 0.9999970
## GT:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER       0.1974492433 1.0000000
## PL:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER       0.3034945504 1.0000000
## CE:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER       0.1688421779 0.9999224
## AA:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER       0.2558283294 1.0000000
## CBM:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER      0.1392235840 1.0000000
## GH:CUPP-GT:dbCAN_4:HMMER                    0.1169152522 1.0000000
## GT:CUPP-GT:dbCAN_4:HMMER                    0.1825485202 1.0000000
## PL:CUPP-GT:dbCAN_4:HMMER                    0.1620538717 0.9999897
## CE:CUPP-GT:dbCAN_4:HMMER                    0.0827126432 0.6762846
## AA:CUPP-GT:dbCAN_4:HMMER                    0.0720932175 0.5395616
## CBM:CUPP-GT:dbCAN_4:HMMER                  -0.6810650933 0.0000000
## CE:dbCAN_4:HMMER-PL:dbCAN_4:HMMER           0.1572026875 0.9846406
## AA:dbCAN_4:HMMER-PL:dbCAN_4:HMMER           0.2496382459 1.0000000
## CBM:dbCAN_4:HMMER-PL:dbCAN_4:HMMER          0.1392618304 0.9975928
## GH:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER         0.2643642869 1.0000000
## GT:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER         0.2624092063 1.0000000
## PL:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER         0.3183815758 1.0000000
## CE:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER         0.2865630134 1.0000000
## AA:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER         0.2727481701 1.0000000
## CBM:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER        0.2047257946 1.0000000
## GH:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER       0.2257563328 1.0000000
## GT:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER       0.2203305889 1.0000000
## PL:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER       0.3065911169 1.0000000
## CE:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER       0.1673957710 0.9936723
## AA:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER       0.2522027794 1.0000000
## CBM:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER      0.1576813260 0.9998839
## GH:CUPP-PL:dbCAN_4:HMMER                    0.1465334523 0.9999388
## GT:CUPP-PL:dbCAN_4:HMMER                    0.2052497062 1.0000000
## PL:CUPP-PL:dbCAN_4:HMMER                    0.1651504381 0.9974009
## CE:CUPP-PL:dbCAN_4:HMMER                    0.0802074299 0.5048537
## AA:CUPP-PL:dbCAN_4:HMMER                    0.0684676674 0.3886688
## CBM:CUPP-PL:dbCAN_4:HMMER                  -0.6628852551 0.0000000
## AA:dbCAN_4:HMMER-CE:dbCAN_4:HMMER           0.4383792389 1.0000000
## CBM:dbCAN_4:HMMER-CE:dbCAN_4:HMMER          0.3334494305 1.0000000
## GH:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER         0.4606912830 0.4829042
## GT:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER         0.4574920225 0.7460112
## PL:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER         0.5089558763 0.9635260
## CE:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER         0.4756202198 0.9999827
## AA:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER         0.4614891631 0.9999997
## CBM:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER        0.3988550334 0.9996192
## GH:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER       0.4221208925 0.8805573
## GT:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER       0.4154134051 0.9826176
## PL:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER       0.4971654174 0.9846273
## CE:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER       0.3567479149 1.0000000
## AA:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER       0.4409437724 1.0000000
## CBM:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER      0.3518689261 1.0000000
## GH:CUPP-CE:dbCAN_4:HMMER                    0.3428604484 0.9999986
## GT:CUPP-CE:dbCAN_4:HMMER                    0.4002972933 0.9968407
## PL:CUPP-CE:dbCAN_4:HMMER                    0.3557247386 1.0000000
## CE:CUPP-CE:dbCAN_4:HMMER                    0.2692646363 1.0000000
## AA:CUPP-CE:dbCAN_4:HMMER                    0.2572086605 0.9999999
## CBM:CUPP-CE:dbCAN_4:HMMER                  -0.4687560163 0.0000000
## CBM:dbCAN_4:HMMER-AA:dbCAN_4:HMMER          0.2653131328 1.0000000
## GH:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER         0.3935429736 0.9991524
## GT:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER         0.3897733789 0.9999686
## PL:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER         0.4390740445 0.9999996
## CE:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER         0.4049782532 1.0000000
## AA:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER         0.3906868313 1.0000000
## CBM:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER        0.3306912987 1.0000000
## GH:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER       0.3549896171 0.9999997
## GT:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER       0.3476947615 1.0000000
## PL:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER       0.4272835855 1.0000000
## CE:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER       0.2862549321 1.0000000
## AA:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER       0.3701414405 1.0000000
## CBM:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER      0.2837326284 1.0000000
## GH:CUPP-AA:dbCAN_4:HMMER                    0.2757121390 1.0000000
## GT:CUPP-AA:dbCAN_4:HMMER                    0.3325623284 1.0000000
## PL:CUPP-AA:dbCAN_4:HMMER                    0.2858429068 1.0000000
## CE:CUPP-AA:dbCAN_4:HMMER                    0.1986226697 0.9981729
## AA:CUPP-AA:dbCAN_4:HMMER                    0.1864063286 0.9927420
## CBM:CUPP-AA:dbCAN_4:HMMER                  -0.5369197510 0.0000000
## GH:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER        0.3133125027 0.1644033
## GT:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER        0.3163037339 0.6020537
## PL:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER        0.3875057275 0.9896708
## CE:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER        0.3601476366 1.0000000
## AA:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER        0.3472311555 1.0000000
## CBM:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER       0.2621525610 0.9999963
## GH:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER      0.2745484438 0.7777380
## GT:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER      0.2742251165 0.9916217
## PL:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER      0.3757152685 0.9975892
## CE:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER      0.2401332222 1.0000000
## AA:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER      0.3266857648 1.0000000
## CBM:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER     0.2148976169 1.0000000
## GH:CUPP-CBM:dbCAN_4:HMMER                   0.1954816681 1.0000000
## GT:CUPP-CBM:dbCAN_4:HMMER                   0.2592784337 0.9996309
## PL:CUPP-CBM:dbCAN_4:HMMER                   0.2342745898 1.0000000
## CE:CUPP-CBM:dbCAN_4:HMMER                   0.1537920531 0.9969618
## AA:CUPP-CBM:dbCAN_4:HMMER                   0.1429506528 0.9863958
## CBM:CUPP-CBM:dbCAN_4:HMMER                 -0.6054584887 0.0000000
## GT:dbCAN_4:DIAMOND-GH:dbCAN_4:DIAMOND       0.1342420845 1.0000000
## PL:dbCAN_4:DIAMOND-GH:dbCAN_4:DIAMOND       0.2164889093 1.0000000
## CE:dbCAN_4:DIAMOND-GH:dbCAN_4:DIAMOND       0.1917531673 0.9999999
## AA:dbCAN_4:DIAMOND-GH:dbCAN_4:DIAMOND       0.1793417216 0.9999872
## CBM:dbCAN_4:DIAMOND-GH:dbCAN_4:DIAMOND      0.0830350503 0.9908529
## GH:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND     0.0876177399 0.9999993
## GT:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND     0.0921634671 0.9999133
## PL:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND     0.2046984504 1.0000000
## CE:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND     0.0712558000 0.6041176
## AA:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND     0.1587963309 0.9994243
## CBM:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND    0.0356127236 0.4269900
## GH:CUPP-GH:dbCAN_4:DIAMOND                  0.0087130978 0.1132576
## GT:CUPP-GH:dbCAN_4:DIAMOND                  0.0773342629 0.9945607
## PL:CUPP-GH:dbCAN_4:DIAMOND                  0.0632577716 0.5935411
## CE:CUPP-GH:dbCAN_4:DIAMOND                 -0.0146024162 0.0242286
## AA:CUPP-GH:dbCAN_4:DIAMOND                 -0.0249387810 0.0144889
## CBM:CUPP-GH:dbCAN_4:DIAMOND                -0.7845759994 0.0000000
## PL:dbCAN_4:DIAMOND-GT:dbCAN_4:DIAMOND       0.2442380671 1.0000000
## CE:dbCAN_4:DIAMOND-GT:dbCAN_4:DIAMOND       0.2179790308 1.0000000
## AA:dbCAN_4:DIAMOND-GT:dbCAN_4:DIAMOND       0.2052763654 0.9999999
## CBM:dbCAN_4:DIAMOND-GT:dbCAN_4:DIAMOND      0.1156279353 0.9999490
## GH:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND     0.1251248818 1.0000000
## GT:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND     0.1265772344 1.0000000
## PL:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND     0.2324476082 1.0000000
## CE:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND     0.0977607780 0.8382424
## AA:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND     0.1847309747 0.9999812
## CBM:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND    0.0683081933 0.8678259
## GH:CUPP-GT:dbCAN_4:DIAMOND                  0.0461154883 0.7124795
## GT:CUPP-GT:dbCAN_4:DIAMOND                  0.1116746862 0.9999920
## PL:CUPP-GT:dbCAN_4:DIAMOND                  0.0910069294 0.8574045
## CE:CUPP-GT:dbCAN_4:DIAMOND                  0.0116234473 0.0831274
## AA:CUPP-GT:dbCAN_4:DIAMOND                  0.0009958628 0.0522498
## CBM:CUPP-GT:dbCAN_4:DIAMOND                -0.7519831144 0.0000000
## CE:dbCAN_4:DIAMOND-PL:dbCAN_4:DIAMOND       0.2747617712 1.0000000
## AA:dbCAN_4:DIAMOND-PL:dbCAN_4:DIAMOND       0.2609469279 1.0000000
## CBM:dbCAN_4:DIAMOND-PL:dbCAN_4:DIAMOND      0.1929245524 1.0000000
## GH:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND     0.2139550906 1.0000000
## GT:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND     0.2085293466 1.0000000
## PL:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND     0.2947898746 1.0000000
## CE:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND     0.1555945287 0.9825508
## AA:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND     0.2404015371 0.9999998
## CBM:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND    0.1458800837 0.9990890
## GH:CUPP-PL:dbCAN_4:DIAMOND                  0.1347322101 0.9993416
## GT:CUPP-PL:dbCAN_4:DIAMOND                  0.1934484640 1.0000000
## PL:CUPP-PL:dbCAN_4:DIAMOND                  0.1533491959 0.9910929
## CE:CUPP-PL:dbCAN_4:DIAMOND                  0.0684061877 0.3984450
## AA:CUPP-PL:dbCAN_4:DIAMOND                  0.0566664252 0.2956685
## CBM:CUPP-PL:dbCAN_4:DIAMOND                -0.6746864973 0.0000000
## AA:dbCAN_4:DIAMOND-CE:dbCAN_4:DIAMOND       0.3423937154 1.0000000
## CBM:dbCAN_4:DIAMOND-CE:dbCAN_4:DIAMOND      0.2810373043 1.0000000
## GH:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND     0.3048078411 1.0000000
## GT:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND     0.2978128891 1.0000000
## PL:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND     0.3785138911 1.0000000
## CE:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND     0.2378014511 0.9999972
## AA:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND     0.3218483247 1.0000000
## CBM:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND    0.2340645717 1.0000000
## GH:CUPP-CE:dbCAN_4:DIAMOND                  0.2255390469 1.0000000
## GT:CUPP-CE:dbCAN_4:DIAMOND                  0.2826888029 1.0000000
## PL:CUPP-CE:dbCAN_4:DIAMOND                  0.2370732124 0.9999998
## CE:CUPP-CE:dbCAN_4:DIAMOND                  0.1502463961 0.9414622
## AA:CUPP-CE:dbCAN_4:DIAMOND                  0.1381132128 0.8833558
## CBM:CUPP-CE:dbCAN_4:DIAMOND                -0.5865737454 0.0000000
## CBM:dbCAN_4:DIAMOND-AA:dbCAN_4:DIAMOND      0.3075813744 1.0000000
## GH:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND     0.3318796929 1.0000000
## GT:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND     0.3245848373 1.0000000
## PL:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND     0.4041736613 1.0000000
## CE:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND     0.2631450079 1.0000000
## AA:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND     0.3470315163 1.0000000
## CBM:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND    0.2606227042 1.0000000
## GH:CUPP-AA:dbCAN_4:DIAMOND                  0.2526022148 1.0000000
## GT:CUPP-AA:dbCAN_4:DIAMOND                  0.3094524042 1.0000000
## PL:CUPP-AA:dbCAN_4:DIAMOND                  0.2627329826 1.0000000
## CE:CUPP-AA:dbCAN_4:DIAMOND                  0.1755127455 0.9862573
## AA:CUPP-AA:dbCAN_4:DIAMOND                  0.1632964044 0.9633995
## CBM:CUPP-AA:dbCAN_4:DIAMOND                -0.5600296752 0.0000000
## GH:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND    0.2108268782 1.0000000
## GT:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND    0.2103975985 1.0000000
## PL:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND    0.3116124772 1.0000000
## CE:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND    0.1759720695 0.9999337
## AA:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND    0.2624971750 1.0000000
## CBM:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND   0.1510053009 1.0000000
## GH:CUPP-CBM:dbCAN_4:DIAMOND                 0.1317567348 1.0000000
## GT:CUPP-CBM:dbCAN_4:DIAMOND                 0.1954482376 1.0000000
## PL:CUPP-CBM:dbCAN_4:DIAMOND                 0.1701717984 0.9999916
## CE:CUPP-CBM:dbCAN_4:DIAMOND                 0.0896175257 0.7162487
## AA:CUPP-CBM:dbCAN_4:DIAMOND                 0.0787620631 0.5841667
## CBM:CUPP-CBM:dbCAN_4:DIAMOND               -0.6693548096 0.0000000
## GT:dbCAN_4:dbCAN-sub-GH:dbCAN_4:dbCAN-sub   0.1298151752 1.0000000
## PL:dbCAN_4:dbCAN-sub-GH:dbCAN_4:dbCAN-sub   0.2425636455 1.0000000
## CE:dbCAN_4:dbCAN-sub-GH:dbCAN_4:dbCAN-sub   0.1091585588 0.9387570
## AA:dbCAN_4:dbCAN-sub-GH:dbCAN_4:dbCAN-sub   0.1967161236 0.9999999
## CBM:dbCAN_4:dbCAN-sub-GH:dbCAN_4:dbCAN-sub  0.0733218139 0.9640834
## GH:CUPP-GH:dbCAN_4:dbCAN-sub                0.0462600546 0.8568951
## GT:CUPP-GH:dbCAN_4:dbCAN-sub                0.1149884596 1.0000000
## PL:CUPP-GH:dbCAN_4:dbCAN-sub                0.1011229668 0.9524872
## CE:CUPP-GH:dbCAN_4:dbCAN-sub                0.0233086926 0.1381279
## AA:CUPP-GH:dbCAN_4:dbCAN-sub                0.0129810117 0.0887343
## CBM:CUPP-GH:dbCAN_4:dbCAN-sub              -0.7468635413 0.0000000
## PL:dbCAN_4:dbCAN-sub-GT:dbCAN_4:dbCAN-sub   0.2745262256 1.0000000
## CE:dbCAN_4:dbCAN-sub-GT:dbCAN_4:dbCAN-sub   0.1398393954 0.9939551
## AA:dbCAN_4:dbCAN-sub-GT:dbCAN_4:dbCAN-sub   0.2268095921 1.0000000
## CBM:dbCAN_4:dbCAN-sub-GT:dbCAN_4:dbCAN-sub  0.1103868107 0.9998151
## GH:CUPP-GT:dbCAN_4:dbCAN-sub                0.0881941057 0.9996863
## GT:CUPP-GT:dbCAN_4:dbCAN-sub                0.1537533036 1.0000000
## PL:CUPP-GT:dbCAN_4:dbCAN-sub                0.1330855468 0.9973271
## CE:CUPP-GT:dbCAN_4:dbCAN-sub                0.0537020647 0.3613226
## AA:CUPP-GT:dbCAN_4:dbCAN-sub                0.0430744802 0.2558746
## CBM:CUPP-GT:dbCAN_4:dbCAN-sub              -0.7099044970 0.0000000
## CE:dbCAN_4:dbCAN-sub-PL:dbCAN_4:dbCAN-sub   0.1673849877 0.9936659
## AA:dbCAN_4:dbCAN-sub-PL:dbCAN_4:dbCAN-sub   0.2521919961 1.0000000
## CBM:dbCAN_4:dbCAN-sub-PL:dbCAN_4:dbCAN-sub  0.1576705427 0.9998836
## GH:CUPP-PL:dbCAN_4:dbCAN-sub                0.1465226690 0.9999386
## GT:CUPP-PL:dbCAN_4:dbCAN-sub                0.2052389229 1.0000000
## PL:CUPP-PL:dbCAN_4:dbCAN-sub                0.1651396548 0.9973977
## CE:CUPP-PL:dbCAN_4:dbCAN-sub                0.0801966466 0.5047535
## AA:CUPP-PL:dbCAN_4:dbCAN-sub                0.0684568841 0.3885782
## CBM:CUPP-PL:dbCAN_4:dbCAN-sub              -0.6628960384 0.0000000
## AA:dbCAN_4:dbCAN-sub-CE:dbCAN_4:dbCAN-sub   0.4307506889 1.0000000
## CBM:dbCAN_4:dbCAN-sub-CE:dbCAN_4:dbCAN-sub  0.3416758426 1.0000000
## GH:CUPP-CE:dbCAN_4:dbCAN-sub                0.3326673649 0.9999999
## GT:CUPP-CE:dbCAN_4:dbCAN-sub                0.3901042098 0.9992205
## PL:CUPP-CE:dbCAN_4:dbCAN-sub                0.3455316551 1.0000000
## CE:CUPP-CE:dbCAN_4:dbCAN-sub                0.2590715528 1.0000000
## AA:CUPP-CE:dbCAN_4:dbCAN-sub                0.2470155770 0.9999991
## CBM:CUPP-CE:dbCAN_4:dbCAN-sub              -0.4789490998 0.0000000
## CBM:dbCAN_4:dbCAN-sub-AA:dbCAN_4:dbCAN-sub  0.2811680949 1.0000000
## GH:CUPP-AA:dbCAN_4:dbCAN-sub                0.2731476055 1.0000000
## GT:CUPP-AA:dbCAN_4:dbCAN-sub                0.3299977949 1.0000000
## PL:CUPP-AA:dbCAN_4:dbCAN-sub                0.2832783733 1.0000000
## CE:CUPP-AA:dbCAN_4:dbCAN-sub                0.1960581362 0.9976388
## AA:CUPP-AA:dbCAN_4:dbCAN-sub                0.1838417951 0.9910806
## CBM:CUPP-AA:dbCAN_4:dbCAN-sub              -0.5394842845 0.0000000
## GH:CUPP-CBM:dbCAN_4:dbCAN-sub               0.1770621725 1.0000000
## GT:CUPP-CBM:dbCAN_4:dbCAN-sub               0.2408589381 0.9999988
## PL:CUPP-CBM:dbCAN_4:dbCAN-sub               0.2158550942 1.0000000
## CE:CUPP-CBM:dbCAN_4:dbCAN-sub               0.1353725575 0.9800230
## AA:CUPP-CBM:dbCAN_4:dbCAN-sub               0.1245311572 0.9428213
## CBM:CUPP-CBM:dbCAN_4:dbCAN-sub             -0.6238779843 0.0000000
## GT:CUPP-GH:CUPP                             0.1951650975 0.9999993
## PL:CUPP-GH:CUPP                             0.1810886062 1.0000000
## CE:CUPP-GH:CUPP                             0.1032284184 0.8911247
## AA:CUPP-GH:CUPP                             0.0928920536 0.7894844
## CBM:CUPP-GH:CUPP                           -0.6667451648 0.0000000
## PL:CUPP-GT:CUPP                             0.1489322651 0.9997978
## CE:CUPP-GT:CUPP                             0.0695055794 0.5286509
## AA:CUPP-GT:CUPP                             0.0588696479 0.3981830
## CBM:CUPP-GT:CUPP                           -0.6939262570 0.0000000
## CE:CUPP-PL:CUPP                             0.2216373254 0.9999947
## AA:CUPP-PL:CUPP                             0.2098975629 0.9999218
## CBM:CUPP-PL:CUPP                           -0.5214553596 0.0000000
## AA:CUPP-CE:CUPP                             0.3444687962 1.0000000
## CBM:CUPP-CE:CUPP                           -0.3802181619 0.0000000
## CBM:CUPP-AA:CUPP                           -0.3557491726 0.0000000

10.2.5 F1-score

Table 10.6: F1-score of CAZy family classification per CAZyme classifier
CAZy_class Prediction_tool Mean Standard Deviation Lower CI Upper CI
GH dbCAN_4 0.9200 0.2349 0.8804 0.9597
GH dbCAN_4:HMMER 0.8927 0.2643 0.8483 0.9370
GH dbCAN_4:DIAMOND 0.9485 0.1730 0.9190 0.9779
GH dbCAN_4:dbCAN-sub 0.9079 0.2481 0.8661 0.9496
GH CUPP 0.8005 0.3601 0.7392 0.8618
GT dbCAN_4 0.8923 0.2395 0.8376 0.9471
GT dbCAN_4:HMMER 0.8503 0.2674 0.7897 0.9110
GT dbCAN_4:DIAMOND 0.9263 0.1884 0.8832 0.9693
GT dbCAN_4:dbCAN-sub 0.8915 0.2396 0.8368 0.9463
GT CUPP 0.8230 0.2883 0.7567 0.8893
PL dbCAN_4 0.9135 0.2222 0.8174 1.0096
PL dbCAN_4:HMMER 0.9135 0.2222 0.8174 1.0096
PL dbCAN_4:DIAMOND 0.9489 0.1312 0.8922 1.0057
PL dbCAN_4:dbCAN-sub 0.9139 0.2223 0.8177 1.0100
PL CUPP 0.7307 0.4094 0.5537 0.9077
CE dbCAN_4 0.8015 0.3232 0.6408 0.9622
CE dbCAN_4:HMMER 0.7905 0.3222 0.6303 0.9508
CE dbCAN_4:DIAMOND 0.9041 0.1502 0.8269 0.9814
CE dbCAN_4:dbCAN-sub 0.8015 0.3232 0.6408 0.9622
CE CUPP 0.6880 0.4173 0.4734 0.9025
AA dbCAN_4 0.8626 0.2485 0.7302 0.9950
AA dbCAN_4:HMMER 0.8577 0.2494 0.7248 0.9906
AA dbCAN_4:DIAMOND 0.8972 0.1371 0.8242 0.9703
AA dbCAN_4:dbCAN-sub 0.8600 0.2489 0.7273 0.9926
AA CUPP 0.6685 0.4320 0.4383 0.8987
CBM dbCAN_4 0.8144 0.3410 0.7231 0.9057
CBM dbCAN_4:HMMER 0.7349 0.3862 0.6314 0.8383
CBM dbCAN_4:DIAMOND 0.8581 0.2917 0.7793 0.9370
CBM dbCAN_4:dbCAN-sub 0.7832 0.3592 0.6870 0.8794
CBM CUPP 0.0000 0.0000 0.0000 0.0000
95% confidence intervals of the F1-score of CAZy family classification across all CAZy families per CAZy class, for each CAZyme classifier.

Figure 10.9: 95% confidence intervals of the F1-score of CAZy family classification across all CAZy families per CAZy class, for each CAZyme classifier.

Scatter plot of overlaying a one-dimensional box-and-whisker plot of F1-score for each CAZy family for each CAZyme classifier. Each CAZy family is represented as a single point on the plot.

Figure 10.10: Scatter plot of overlaying a one-dimensional box-and-whisker plot of F1-score for each CAZy family for each CAZyme classifier. Each CAZy family is represented as a single point on the plot.

Test for significant differences between the means of the tools using a one-way ANOVA.

##                   Df Sum Sq Mean Sq F value Pr(>F)    
## Prediction_tool    4  14.77   3.693   40.06 <2e-16 ***
## Residuals       1620 149.37   0.092                   
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

The means are statistically significantly different, therefore, use a post hoc Turkey HSD test to determine between which tools the means are significantly difference.

##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = Statistical_parameter ~ Prediction_tool, data = fam_subset_f1_all)
## 
## $Prediction_tool
##                                          diff          lwr         upr
## dbCAN_4:HMMER-dbCAN_4             -0.03552923 -0.100331009  0.02927255
## dbCAN_4:DIAMOND-dbCAN_4            0.03733438 -0.027817025  0.10248579
## dbCAN_4:dbCAN-sub-dbCAN_4         -0.01064838 -0.075548713  0.05425196
## CUPP-dbCAN_4                      -0.23454395 -0.299746394 -0.16934151
## dbCAN_4:DIAMOND-dbCAN_4:HMMER      0.07286361  0.007859977  0.13786724
## dbCAN_4:dbCAN-sub-dbCAN_4:HMMER    0.02488085 -0.039871138  0.08963284
## CUPP-dbCAN_4:HMMER                -0.19901472 -0.264069507 -0.13395994
## dbCAN_4:dbCAN-sub-dbCAN_4:DIAMOND -0.04798276 -0.113084643  0.01711913
## CUPP-dbCAN_4:DIAMOND              -0.27187833 -0.337281392 -0.20647528
## CUPP-dbCAN_4:dbCAN-sub            -0.22389558 -0.289048532 -0.15874262
##                                       p adj
## dbCAN_4:HMMER-dbCAN_4             0.5643964
## dbCAN_4:DIAMOND-dbCAN_4           0.5202789
## dbCAN_4:dbCAN-sub-dbCAN_4         0.9916713
## CUPP-dbCAN_4                      0.0000000
## dbCAN_4:DIAMOND-dbCAN_4:HMMER     0.0190146
## dbCAN_4:dbCAN-sub-dbCAN_4:HMMER   0.8322065
## CUPP-dbCAN_4:HMMER                0.0000000
## dbCAN_4:dbCAN-sub-dbCAN_4:DIAMOND 0.2602149
## CUPP-dbCAN_4:DIAMOND              0.0000000
## CUPP-dbCAN_4:dbCAN-sub            0.0000000

Now test for statistically significant differences between CAZy classes using a two-way ANOVA.

##                              Df Sum Sq Mean Sq F value Pr(>F)    
## CAZy_class                    5  14.06   2.811   38.08 <2e-16 ***
## Prediction_tool               4  14.78   3.694   50.03 <2e-16 ***
## CAZy_class:Prediction_tool   20  17.55   0.877   11.88 <2e-16 ***
## Residuals                  1595 117.77   0.074                   
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

Statistically significant difference was detected so follow up with a Tukey test to determine if there are differences between specific groups.

##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = Statistical_parameter ~ CAZy_class * Prediction_tool, data = fam_subset_f1_all)
## 
## $`CAZy_class:Prediction_tool`
##                                                     diff         lwr
## GT:dbCAN_4-GH:dbCAN_4                      -2.772075e-02 -0.17367970
## PL:dbCAN_4-GH:dbCAN_4                      -6.528725e-03 -0.23648422
## CE:dbCAN_4-GH:dbCAN_4                      -1.185680e-01 -0.37441318
## AA:dbCAN_4-GH:dbCAN_4                      -5.746505e-02 -0.32707347
## CBM:dbCAN_4-GH:dbCAN_4                     -1.056751e-01 -0.26753245
## GH:dbCAN_4:HMMER-GH:dbCAN_4                -2.737927e-02 -0.15023485
## GT:dbCAN_4:HMMER-GH:dbCAN_4                -6.969663e-02 -0.21504469
## PL:dbCAN_4:HMMER-GH:dbCAN_4                -6.528725e-03 -0.23648422
## CE:dbCAN_4:HMMER-GH:dbCAN_4                -1.294985e-01 -0.38534370
## AA:dbCAN_4:HMMER-GH:dbCAN_4                -6.231412e-02 -0.33192253
## CBM:dbCAN_4:HMMER-GH:dbCAN_4               -1.851846e-01 -0.34704190
## GH:dbCAN_4:DIAMOND-GH:dbCAN_4               2.841622e-02 -0.09533950
## GT:dbCAN_4:DIAMOND-GH:dbCAN_4               6.206026e-03 -0.13975292
## PL:dbCAN_4:DIAMOND-GH:dbCAN_4               2.888755e-02 -0.20106794
## CE:dbCAN_4:DIAMOND-GH:dbCAN_4              -1.591188e-02 -0.27832383
## AA:dbCAN_4:DIAMOND-GH:dbCAN_4              -2.280979e-02 -0.29241820
## CBM:dbCAN_4:DIAMOND-GH:dbCAN_4             -6.192308e-02 -0.22482154
## GH:dbCAN_4:dbCAN-sub-GH:dbCAN_4            -1.216397e-02 -0.13524029
## GT:dbCAN_4:dbCAN-sub-GH:dbCAN_4            -2.850028e-02 -0.17445923
## PL:dbCAN_4:dbCAN-sub-GH:dbCAN_4            -6.180942e-03 -0.23613644
## CE:dbCAN_4:dbCAN-sub-GH:dbCAN_4            -1.185341e-01 -0.37437930
## AA:dbCAN_4:dbCAN-sub-GH:dbCAN_4            -6.007328e-02 -0.32968169
## CBM:dbCAN_4:dbCAN-sub-GH:dbCAN_4           -1.368442e-01 -0.29870152
## GH:CUPP-GH:dbCAN_4                         -1.195497e-01 -0.24330538
## GT:CUPP-GH:dbCAN_4                         -9.703394e-02 -0.24361742
## PL:CUPP-GH:dbCAN_4                         -1.893437e-01 -0.41929920
## CE:CUPP-GH:dbCAN_4                         -2.320806e-01 -0.49449255
## AA:CUPP-GH:dbCAN_4                         -2.515835e-01 -0.52119188
## CBM:CUPP-GH:dbCAN_4                        -9.200444e-01 -1.08294286
## PL:dbCAN_4-GT:dbCAN_4                       2.119202e-02 -0.22166736
## CE:dbCAN_4-GT:dbCAN_4                      -9.084720e-02 -0.35835034
## AA:dbCAN_4-GT:dbCAN_4                      -2.974430e-02 -0.31043959
## CBM:dbCAN_4-GT:dbCAN_4                     -7.795438e-02 -0.25767344
## GH:dbCAN_4:HMMER-GT:dbCAN_4                 3.414757e-04 -0.14524232
## GT:dbCAN_4:HMMER-GT:dbCAN_4                -4.197588e-02 -0.20698257
## PL:dbCAN_4:HMMER-GT:dbCAN_4                 2.119202e-02 -0.22166736
## CE:dbCAN_4:HMMER-GT:dbCAN_4                -1.017777e-01 -0.36928086
## AA:dbCAN_4:HMMER-GT:dbCAN_4                -3.459337e-02 -0.31528866
## CBM:dbCAN_4:HMMER-GT:dbCAN_4               -1.574638e-01 -0.33718289
## GH:dbCAN_4:DIAMOND-GT:dbCAN_4               5.613697e-02 -0.09020724
## GT:dbCAN_4:DIAMOND-GT:dbCAN_4               3.392678e-02 -0.13161827
## PL:dbCAN_4:DIAMOND-GT:dbCAN_4               5.660830e-02 -0.18625108
## CE:dbCAN_4:DIAMOND-GT:dbCAN_4               1.180887e-02 -0.26198153
## AA:dbCAN_4:DIAMOND-GT:dbCAN_4               4.910963e-03 -0.27578433
## CBM:dbCAN_4:DIAMOND-GT:dbCAN_4             -3.420233e-02 -0.21485963
## GH:dbCAN_4:dbCAN-sub-GT:dbCAN_4             1.555678e-02 -0.13021335
## GT:dbCAN_4:dbCAN-sub-GT:dbCAN_4            -7.795292e-04 -0.16632458
## PL:dbCAN_4:dbCAN-sub-GT:dbCAN_4             2.153981e-02 -0.22131957
## CE:dbCAN_4:dbCAN-sub-GT:dbCAN_4            -9.081333e-02 -0.35831646
## AA:dbCAN_4:dbCAN-sub-GT:dbCAN_4            -3.235253e-02 -0.31304782
## CBM:dbCAN_4:dbCAN-sub-GT:dbCAN_4           -1.091234e-01 -0.28884252
## GH:CUPP-GT:dbCAN_4                         -9.182891e-02 -0.23817312
## GT:CUPP-GT:dbCAN_4                         -6.931319e-02 -0.23540914
## PL:CUPP-GT:dbCAN_4                         -1.616230e-01 -0.40448234
## CE:CUPP-GT:dbCAN_4                         -2.043598e-01 -0.47815025
## AA:CUPP-GT:dbCAN_4                         -2.238627e-01 -0.50455801
## CBM:CUPP-GT:dbCAN_4                        -8.923236e-01 -1.07298094
## CE:dbCAN_4-PL:dbCAN_4                      -1.120392e-01 -0.43318319
## AA:dbCAN_4-PL:dbCAN_4                      -5.093633e-02 -0.38314915
## CBM:dbCAN_4-PL:dbCAN_4                     -9.914640e-02 -0.35188037
## GH:dbCAN_4:HMMER-PL:dbCAN_4                -2.085055e-02 -0.25056811
## GT:dbCAN_4:HMMER-PL:dbCAN_4                -6.316790e-02 -0.30566063
## PL:dbCAN_4:HMMER-PL:dbCAN_4                -1.887379e-15 -0.30092556
## CE:dbCAN_4:HMMER-PL:dbCAN_4                -1.229697e-01 -0.44411371
## AA:dbCAN_4:HMMER-PL:dbCAN_4                -5.578540e-02 -0.38799822
## CBM:dbCAN_4:HMMER-PL:dbCAN_4               -1.786558e-01 -0.43138981
## GH:dbCAN_4:DIAMOND-PL:dbCAN_4               3.494495e-02 -0.19525528
## GT:dbCAN_4:DIAMOND-PL:dbCAN_4               1.273475e-02 -0.23012463
## PL:dbCAN_4:DIAMOND-PL:dbCAN_4               3.541627e-02 -0.26550929
## CE:dbCAN_4:DIAMOND-PL:dbCAN_4              -9.383152e-03 -0.33578275
## AA:dbCAN_4:DIAMOND-PL:dbCAN_4              -1.628106e-02 -0.34849389
## CBM:dbCAN_4:DIAMOND-PL:dbCAN_4             -5.539436e-02 -0.30879636
## GH:dbCAN_4:dbCAN-sub-PL:dbCAN_4            -5.635243e-03 -0.23547094
## GT:dbCAN_4:dbCAN-sub-PL:dbCAN_4            -2.197155e-02 -0.26483093
## PL:dbCAN_4:dbCAN-sub-PL:dbCAN_4             3.477826e-04 -0.30057778
## CE:dbCAN_4:dbCAN-sub-PL:dbCAN_4            -1.120054e-01 -0.43314931
## AA:dbCAN_4:dbCAN-sub-PL:dbCAN_4            -5.354456e-02 -0.38575738
## CBM:dbCAN_4:dbCAN-sub-PL:dbCAN_4           -1.303155e-01 -0.38304944
## GH:CUPP-PL:dbCAN_4                         -1.130209e-01 -0.34322116
## GT:CUPP-PL:dbCAN_4                         -9.050522e-02 -0.33374045
## PL:CUPP-PL:dbCAN_4                         -1.828150e-01 -0.48374055
## CE:CUPP-PL:dbCAN_4                         -2.255519e-01 -0.55195147
## AA:CUPP-PL:dbCAN_4                         -2.450547e-01 -0.57726757
## CBM:CUPP-PL:dbCAN_4                        -9.135157e-01 -1.16691767
## AA:dbCAN_4-CE:dbCAN_4                       6.110290e-02 -0.28952883
## CBM:dbCAN_4-CE:dbCAN_4                      1.289283e-02 -0.26360619
## GH:dbCAN_4:HMMER-CE:dbCAN_4                 9.118868e-02 -0.16444271
## GT:dbCAN_4:HMMER-CE:dbCAN_4                 4.887133e-02 -0.21829898
## PL:dbCAN_4:HMMER-CE:dbCAN_4                 1.120392e-01 -0.20910473
## CE:dbCAN_4:HMMER-CE:dbCAN_4                -1.093052e-02 -0.35109326
## AA:dbCAN_4:HMMER-CE:dbCAN_4                 5.625383e-02 -0.29437790
## CBM:dbCAN_4:HMMER-CE:dbCAN_4               -6.661662e-02 -0.34311564
## GH:dbCAN_4:DIAMOND-CE:dbCAN_4               1.469842e-01 -0.10908103
## GT:dbCAN_4:DIAMOND-CE:dbCAN_4               1.247740e-01 -0.14272916
## PL:dbCAN_4:DIAMOND-CE:dbCAN_4               1.474555e-01 -0.17368846
## CE:dbCAN_4:DIAMOND-CE:dbCAN_4               1.026561e-01 -0.24247281
## AA:dbCAN_4:DIAMOND-CE:dbCAN_4               9.575817e-02 -0.25487356
## CBM:dbCAN_4:DIAMOND-CE:dbCAN_4              5.664487e-02 -0.22046490
## GH:dbCAN_4:dbCAN-sub-CE:dbCAN_4             1.064040e-01 -0.14933357
## GT:dbCAN_4:dbCAN-sub-CE:dbCAN_4             9.006767e-02 -0.17743546
## PL:dbCAN_4:dbCAN-sub-CE:dbCAN_4             1.123870e-01 -0.20875695
## CE:dbCAN_4:dbCAN-sub-CE:dbCAN_4             3.387534e-05 -0.34012887
## AA:dbCAN_4:dbCAN-sub-CE:dbCAN_4             5.849467e-02 -0.29213706
## CBM:dbCAN_4:dbCAN-sub-CE:dbCAN_4           -1.827625e-02 -0.29477526
## GH:CUPP-CE:dbCAN_4                         -9.817108e-04 -0.25704692
## GT:CUPP-CE:dbCAN_4                          2.153401e-02 -0.24631040
## PL:CUPP-CE:dbCAN_4                         -7.077576e-02 -0.39191972
## CE:CUPP-CE:dbCAN_4                         -1.135126e-01 -0.45864153
## AA:CUPP-CE:dbCAN_4                         -1.330155e-01 -0.48364724
## CBM:CUPP-CE:dbCAN_4                        -8.014764e-01 -1.07858621
## CBM:dbCAN_4-AA:dbCAN_4                     -4.821007e-02 -0.33749129
## GH:dbCAN_4:HMMER-AA:dbCAN_4                 3.008578e-02 -0.23931972
## GT:dbCAN_4:HMMER-AA:dbCAN_4                -1.223157e-02 -0.29260969
## PL:dbCAN_4:HMMER-AA:dbCAN_4                 5.093633e-02 -0.28127649
## CE:dbCAN_4:HMMER-AA:dbCAN_4                -7.203342e-02 -0.42266515
## AA:dbCAN_4:HMMER-AA:dbCAN_4                -4.849067e-03 -0.36564614
## CBM:dbCAN_4:HMMER-AA:dbCAN_4               -1.277195e-01 -0.41700074
## GH:dbCAN_4:DIAMOND-AA:dbCAN_4               8.588128e-02 -0.18393590
## GT:dbCAN_4:DIAMOND-AA:dbCAN_4               6.367108e-02 -0.21702421
## PL:dbCAN_4:DIAMOND-AA:dbCAN_4               8.635260e-02 -0.24586022
## CE:dbCAN_4:DIAMOND-AA:dbCAN_4               4.155318e-02 -0.31389846
## AA:dbCAN_4:DIAMOND-AA:dbCAN_4               3.465527e-02 -0.32614181
## CBM:dbCAN_4:DIAMOND-AA:dbCAN_4             -4.458028e-03 -0.29432307
## GH:dbCAN_4:dbCAN-sub-AA:dbCAN_4             4.530109e-02 -0.22420515
## GT:dbCAN_4:dbCAN-sub-AA:dbCAN_4             2.896478e-02 -0.25173051
## PL:dbCAN_4:dbCAN-sub-AA:dbCAN_4             5.128411e-02 -0.28092871
## CE:dbCAN_4:dbCAN-sub-AA:dbCAN_4            -6.106902e-02 -0.41170075
## AA:dbCAN_4:dbCAN-sub-AA:dbCAN_4            -2.608228e-03 -0.36340530
## CBM:dbCAN_4:dbCAN-sub-AA:dbCAN_4           -7.937914e-02 -0.36866037
## GH:CUPP-AA:dbCAN_4                         -6.208461e-02 -0.33190179
## GT:CUPP-AA:dbCAN_4                         -3.956889e-02 -0.32058943
## PL:CUPP-AA:dbCAN_4                         -1.318787e-01 -0.46409148
## CE:CUPP-AA:dbCAN_4                         -1.746155e-01 -0.53006718
## AA:CUPP-AA:dbCAN_4                         -1.941184e-01 -0.55491549
## CBM:CUPP-AA:dbCAN_4                        -8.625793e-01 -1.15244438
## GH:dbCAN_4:HMMER-CBM:dbCAN_4                7.829585e-02 -0.08322325
## GT:dbCAN_4:HMMER-CBM:dbCAN_4                3.597850e-02 -0.14324479
## PL:dbCAN_4:HMMER-CBM:dbCAN_4                9.914640e-02 -0.15358757
## CE:dbCAN_4:HMMER-CBM:dbCAN_4               -2.382335e-02 -0.30032237
## AA:dbCAN_4:HMMER-CBM:dbCAN_4                4.336100e-02 -0.24592022
## CBM:dbCAN_4:HMMER-CBM:dbCAN_4              -7.950945e-02 -0.27236359
## GH:dbCAN_4:DIAMOND-CBM:dbCAN_4              1.340913e-01 -0.02811348
## GT:dbCAN_4:DIAMOND-CBM:dbCAN_4              1.118812e-01 -0.06783792
## PL:dbCAN_4:DIAMOND-CBM:dbCAN_4              1.345627e-01 -0.11817129
## CE:dbCAN_4:DIAMOND-CBM:dbCAN_4              8.976325e-02 -0.19282295
## AA:dbCAN_4:DIAMOND-CBM:dbCAN_4              8.286534e-02 -0.20641588
## CBM:dbCAN_4:DIAMOND-CBM:dbCAN_4             4.375204e-02 -0.14997673
## GH:dbCAN_4:dbCAN-sub-CBM:dbCAN_4            9.351116e-02 -0.06817592
## GT:dbCAN_4:dbCAN-sub-CBM:dbCAN_4            7.717485e-02 -0.10254422
## PL:dbCAN_4:dbCAN-sub-CBM:dbCAN_4            9.949418e-02 -0.15323978
## CE:dbCAN_4:dbCAN-sub-CBM:dbCAN_4           -1.285895e-02 -0.28935797
## AA:dbCAN_4:dbCAN-sub-CBM:dbCAN_4            4.560184e-02 -0.24367938
## CBM:dbCAN_4:dbCAN-sub-CBM:dbCAN_4          -3.116907e-02 -0.22402322
## GH:CUPP-CBM:dbCAN_4                        -1.387454e-02 -0.17607937
## GT:CUPP-CBM:dbCAN_4                         8.641184e-03 -0.17158546
## PL:CUPP-CBM:dbCAN_4                        -8.366858e-02 -0.33640255
## CE:CUPP-CBM:dbCAN_4                        -1.264055e-01 -0.40899168
## AA:CUPP-CBM:dbCAN_4                        -1.459083e-01 -0.43518956
## CBM:CUPP-CBM:dbCAN_4                       -8.143693e-01 -1.00809805
## GT:dbCAN_4:HMMER-GH:dbCAN_4:HMMER          -4.231735e-02 -0.18728868
## PL:dbCAN_4:HMMER-GH:dbCAN_4:HMMER           2.085055e-02 -0.20886701
## CE:dbCAN_4:HMMER-GH:dbCAN_4:HMMER          -1.021192e-01 -0.35775058
## AA:dbCAN_4:HMMER-GH:dbCAN_4:HMMER          -3.493485e-02 -0.30434035
## CBM:dbCAN_4:HMMER-GH:dbCAN_4:HMMER         -1.578053e-01 -0.31932440
## GH:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER         5.579550e-02 -0.06751754
## GT:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER         3.358530e-02 -0.11199849
## PL:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER         5.626682e-02 -0.17345073
## CE:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER         1.146740e-02 -0.25073607
## AA:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER         4.569487e-03 -0.26483601
## CBM:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER       -3.454381e-02 -0.19710621
## GH:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER       1.521531e-02 -0.10741588
## GT:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER      -1.121005e-03 -0.14670480
## PL:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER       2.119833e-02 -0.20851922
## CE:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER      -9.115480e-02 -0.34678619
## AA:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER      -3.269401e-02 -0.30209951
## CBM:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER     -1.094649e-01 -0.27098403
## GH:CUPP-GH:dbCAN_4:HMMER                   -9.217039e-02 -0.21548343
## GT:CUPP-GH:dbCAN_4:HMMER                   -6.965467e-02 -0.21586459
## PL:CUPP-GH:dbCAN_4:HMMER                   -1.619644e-01 -0.39168199
## CE:CUPP-GH:dbCAN_4:HMMER                   -2.047013e-01 -0.46690479
## AA:CUPP-GH:dbCAN_4:HMMER                   -2.242042e-01 -0.49360969
## CBM:CUPP-GH:dbCAN_4:HMMER                  -8.926651e-01 -1.05522753
## PL:dbCAN_4:HMMER-GT:dbCAN_4:HMMER           6.316790e-02 -0.17932483
## CE:dbCAN_4:HMMER-GT:dbCAN_4:HMMER          -5.980185e-02 -0.32697215
## AA:dbCAN_4:HMMER-GT:dbCAN_4:HMMER           7.382505e-03 -0.27299561
## CBM:dbCAN_4:HMMER-GT:dbCAN_4:HMMER         -1.154879e-01 -0.29471123
## GH:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER         9.811285e-02 -0.04762209
## GT:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER         7.590265e-02 -0.08910404
## PL:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER         9.858418e-02 -0.14390855
## CE:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER         5.378475e-02 -0.21968047
## AA:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER         4.688684e-02 -0.23349128
## CBM:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER        7.773543e-03 -0.17239056
## GH:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER       5.753266e-02 -0.08762579
## GT:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER       4.119635e-02 -0.12381034
## PL:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER       6.351568e-02 -0.17897704
## CE:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER      -4.883745e-02 -0.31600776
## AA:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER       9.623344e-03 -0.27075478
## CBM:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER     -6.714757e-02 -0.24637086
## GH:CUPP-GT:dbCAN_4:HMMER                   -4.985304e-02 -0.19558798
## GT:CUPP-GT:dbCAN_4:HMMER                   -2.733731e-02 -0.19289670
## PL:CUPP-GT:dbCAN_4:HMMER                   -1.196471e-01 -0.36213981
## CE:CUPP-GT:dbCAN_4:HMMER                   -1.623840e-01 -0.43584919
## AA:CUPP-GT:dbCAN_4:HMMER                   -1.818868e-01 -0.46226496
## CBM:CUPP-GT:dbCAN_4:HMMER                  -8.503478e-01 -1.03051187
## CE:dbCAN_4:HMMER-PL:dbCAN_4:HMMER          -1.229697e-01 -0.44411371
## AA:dbCAN_4:HMMER-PL:dbCAN_4:HMMER          -5.578540e-02 -0.38799822
## CBM:dbCAN_4:HMMER-PL:dbCAN_4:HMMER         -1.786558e-01 -0.43138981
## GH:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER         3.494495e-02 -0.19525528
## GT:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER         1.273475e-02 -0.23012463
## PL:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER         3.541627e-02 -0.26550929
## CE:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER        -9.383152e-03 -0.33578275
## AA:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER        -1.628106e-02 -0.34849389
## CBM:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER       -5.539436e-02 -0.30879636
## GH:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER      -5.635243e-03 -0.23547094
## GT:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER      -2.197155e-02 -0.26483093
## PL:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER       3.477826e-04 -0.30057778
## CE:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER      -1.120054e-01 -0.43314931
## AA:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER      -5.354456e-02 -0.38575738
## CBM:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER     -1.303155e-01 -0.38304944
## GH:CUPP-PL:dbCAN_4:HMMER                   -1.130209e-01 -0.34322116
## GT:CUPP-PL:dbCAN_4:HMMER                   -9.050522e-02 -0.33374045
## PL:CUPP-PL:dbCAN_4:HMMER                   -1.828150e-01 -0.48374055
## CE:CUPP-PL:dbCAN_4:HMMER                   -2.255519e-01 -0.55195147
## AA:CUPP-PL:dbCAN_4:HMMER                   -2.450547e-01 -0.57726757
## CBM:CUPP-PL:dbCAN_4:HMMER                  -9.135157e-01 -1.16691767
## AA:dbCAN_4:HMMER-CE:dbCAN_4:HMMER           6.718435e-02 -0.28344738
## CBM:dbCAN_4:HMMER-CE:dbCAN_4:HMMER         -5.568610e-02 -0.33218511
## GH:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER         1.579147e-01 -0.09815051
## GT:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER         1.357045e-01 -0.13179864
## PL:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER         1.583860e-01 -0.16275793
## CE:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER         1.135866e-01 -0.23154229
## AA:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER         1.066887e-01 -0.24394304
## CBM:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER        6.757539e-02 -0.20953437
## GH:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER       1.173345e-01 -0.13840304
## GT:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER       1.009982e-01 -0.16650494
## PL:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER       1.233175e-01 -0.19782643
## CE:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER       1.096440e-02 -0.32919835
## AA:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER       6.942519e-02 -0.28120654
## CBM:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER     -7.345724e-03 -0.28384474
## GH:CUPP-CE:dbCAN_4:HMMER                    9.948810e-03 -0.24611640
## GT:CUPP-CE:dbCAN_4:HMMER                    3.246453e-02 -0.23537988
## PL:CUPP-CE:dbCAN_4:HMMER                   -5.984524e-02 -0.38098919
## CE:CUPP-CE:dbCAN_4:HMMER                   -1.025821e-01 -0.44771101
## AA:CUPP-CE:dbCAN_4:HMMER                   -1.220850e-01 -0.47271672
## CBM:CUPP-CE:dbCAN_4:HMMER                  -7.905459e-01 -1.06765569
## CBM:dbCAN_4:HMMER-AA:dbCAN_4:HMMER         -1.228705e-01 -0.41215167
## GH:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER         9.073034e-02 -0.17908684
## GT:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER         6.852015e-02 -0.21217514
## PL:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER         9.120167e-02 -0.24101115
## CE:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER         4.640224e-02 -0.30904939
## AA:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER         3.950433e-02 -0.32129274
## CBM:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER        3.910384e-04 -0.28947400
## GH:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER       5.015015e-02 -0.21935609
## GT:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER       3.381384e-02 -0.24688145
## PL:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER       5.613318e-02 -0.27607965
## CE:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER      -5.621996e-02 -0.40685169
## AA:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER       2.240839e-03 -0.35855623
## CBM:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER     -7.453008e-02 -0.36381130
## GH:CUPP-AA:dbCAN_4:HMMER                   -5.723554e-02 -0.32705272
## GT:CUPP-AA:dbCAN_4:HMMER                   -3.471982e-02 -0.31574036
## PL:CUPP-AA:dbCAN_4:HMMER                   -1.270296e-01 -0.45924241
## CE:CUPP-AA:dbCAN_4:HMMER                   -1.697665e-01 -0.52521811
## AA:CUPP-AA:dbCAN_4:HMMER                   -1.892693e-01 -0.55006642
## CBM:CUPP-AA:dbCAN_4:HMMER                  -8.577303e-01 -1.14759532
## GH:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER        2.136008e-01  0.05139596
## GT:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER        1.913906e-01  0.01167153
## PL:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER        2.140721e-01 -0.03866185
## CE:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER        1.692727e-01 -0.11331351
## AA:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER        1.623748e-01 -0.12690644
## CBM:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER       1.232615e-01 -0.07046729
## GH:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER      1.730206e-01  0.01133353
## GT:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER      1.566843e-01 -0.02303477
## PL:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER      1.790036e-01 -0.07373034
## CE:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER      6.665049e-02 -0.20984852
## AA:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER      1.251113e-01 -0.16416993
## CBM:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER     4.834037e-02 -0.14451378
## GH:CUPP-CBM:dbCAN_4:HMMER                   6.563491e-02 -0.09656992
## GT:CUPP-CBM:dbCAN_4:HMMER                   8.815063e-02 -0.09207602
## PL:CUPP-CBM:dbCAN_4:HMMER                  -4.159139e-03 -0.25689310
## CE:CUPP-CBM:dbCAN_4:HMMER                  -4.689603e-02 -0.32948223
## AA:CUPP-CBM:dbCAN_4:HMMER                  -6.639890e-02 -0.35568012
## CBM:CUPP-CBM:dbCAN_4:HMMER                 -7.348598e-01 -0.92858860
## GT:dbCAN_4:DIAMOND-GH:dbCAN_4:DIAMOND      -2.221020e-02 -0.16855441
## PL:dbCAN_4:DIAMOND-GH:dbCAN_4:DIAMOND       4.713275e-04 -0.22972890
## CE:dbCAN_4:DIAMOND-GH:dbCAN_4:DIAMOND      -4.432810e-02 -0.30695454
## AA:dbCAN_4:DIAMOND-GH:dbCAN_4:DIAMOND      -5.122601e-02 -0.32104319
## CBM:dbCAN_4:DIAMOND-GH:dbCAN_4:DIAMOND     -9.033930e-02 -0.25358306
## GH:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND    -4.058019e-02 -0.16411316
## GT:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND    -5.691650e-02 -0.20326071
## PL:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND    -3.459716e-02 -0.26479739
## CE:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND    -1.469503e-01 -0.40301551
## AA:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND    -8.848950e-02 -0.35830668
## CBM:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND   -1.652604e-01 -0.32746525
## GH:CUPP-GH:dbCAN_4:DIAMOND                 -1.479659e-01 -0.27217576
## GT:CUPP-GH:dbCAN_4:DIAMOND                 -1.254502e-01 -0.27241726
## PL:CUPP-GH:dbCAN_4:DIAMOND                 -2.177599e-01 -0.44796015
## CE:CUPP-GH:dbCAN_4:DIAMOND                 -2.604968e-01 -0.52312326
## AA:CUPP-GH:dbCAN_4:DIAMOND                 -2.799997e-01 -0.54981687
## CBM:CUPP-GH:dbCAN_4:DIAMOND                -9.484606e-01 -1.11170437
## PL:dbCAN_4:DIAMOND-GT:dbCAN_4:DIAMOND       2.268152e-02 -0.22017786
## CE:dbCAN_4:DIAMOND-GT:dbCAN_4:DIAMOND      -2.211790e-02 -0.29590830
## AA:dbCAN_4:DIAMOND-GT:dbCAN_4:DIAMOND      -2.901581e-02 -0.30971110
## CBM:dbCAN_4:DIAMOND-GT:dbCAN_4:DIAMOND     -6.812911e-02 -0.24878640
## GH:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND    -1.836999e-02 -0.16414013
## GT:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND    -3.470630e-02 -0.20025136
## PL:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND    -1.238697e-02 -0.25524635
## CE:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND    -1.247401e-01 -0.39224324
## AA:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND    -6.627931e-02 -0.34697460
## CBM:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND   -1.430502e-01 -0.32276929
## GH:CUPP-GT:dbCAN_4:DIAMOND                 -1.257557e-01 -0.27209990
## GT:CUPP-GT:dbCAN_4:DIAMOND                 -1.032400e-01 -0.26933592
## PL:CUPP-GT:dbCAN_4:DIAMOND                 -1.955497e-01 -0.43840912
## CE:CUPP-GT:dbCAN_4:DIAMOND                 -2.382866e-01 -0.51207702
## AA:CUPP-GT:dbCAN_4:DIAMOND                 -2.577895e-01 -0.53848478
## CBM:CUPP-GT:dbCAN_4:DIAMOND                -9.262504e-01 -1.10690772
## CE:dbCAN_4:DIAMOND-PL:dbCAN_4:DIAMOND      -4.479943e-02 -0.37119902
## AA:dbCAN_4:DIAMOND-PL:dbCAN_4:DIAMOND      -5.169734e-02 -0.38391016
## CBM:dbCAN_4:DIAMOND-PL:dbCAN_4:DIAMOND     -9.081063e-02 -0.34421263
## GH:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND    -4.105152e-02 -0.27088721
## GT:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND    -5.738783e-02 -0.30024721
## PL:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND    -3.506849e-02 -0.33599405
## CE:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND    -1.474216e-01 -0.46856559
## AA:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND    -8.896083e-02 -0.42117366
## CBM:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND   -1.657317e-01 -0.41846571
## GH:CUPP-PL:dbCAN_4:DIAMOND                 -1.484372e-01 -0.37863744
## GT:CUPP-PL:dbCAN_4:DIAMOND                 -1.259215e-01 -0.36915673
## PL:CUPP-PL:dbCAN_4:DIAMOND                 -2.182313e-01 -0.51915682
## CE:CUPP-PL:dbCAN_4:DIAMOND                 -2.609681e-01 -0.58736775
## AA:CUPP-PL:dbCAN_4:DIAMOND                 -2.804710e-01 -0.61268384
## CBM:CUPP-PL:dbCAN_4:DIAMOND                -9.489319e-01 -1.20233395
## AA:dbCAN_4:DIAMOND-CE:dbCAN_4:DIAMOND      -6.897911e-03 -0.36234955
## CBM:dbCAN_4:DIAMOND-CE:dbCAN_4:DIAMOND     -4.601121e-02 -0.32919503
## GH:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND     3.747908e-03 -0.25855907
## GT:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND    -1.258840e-02 -0.28637880
## PL:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND     9.730934e-03 -0.31666866
## CE:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND    -1.026222e-01 -0.44775109
## AA:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND    -4.416141e-02 -0.39961304
## CBM:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND   -1.209323e-01 -0.40351853
## GH:CUPP-CE:dbCAN_4:DIAMOND                 -1.036378e-01 -0.36626423
## GT:CUPP-CE:dbCAN_4:DIAMOND                 -8.112206e-02 -0.35524591
## PL:CUPP-CE:dbCAN_4:DIAMOND                 -1.734318e-01 -0.49983143
## CE:CUPP-CE:dbCAN_4:DIAMOND                 -2.161687e-01 -0.56619329
## AA:CUPP-CE:dbCAN_4:DIAMOND                 -2.356716e-01 -0.59112323
## CBM:CUPP-CE:dbCAN_4:DIAMOND                -9.041325e-01 -1.18731635
## CBM:dbCAN_4:DIAMOND-AA:dbCAN_4:DIAMOND     -3.911330e-02 -0.32897833
## GH:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND     1.064582e-02 -0.25886042
## GT:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND    -5.690492e-03 -0.28638578
## PL:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND     1.662884e-02 -0.31558398
## CE:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND    -9.572429e-02 -0.44635602
## AA:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND    -3.726349e-02 -0.39806057
## CBM:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND   -1.140344e-01 -0.40331563
## GH:CUPP-AA:dbCAN_4:DIAMOND                 -9.673988e-02 -0.36655706
## GT:CUPP-AA:dbCAN_4:DIAMOND                 -7.422415e-02 -0.35524470
## PL:CUPP-AA:dbCAN_4:DIAMOND                 -1.665339e-01 -0.49874675
## CE:CUPP-AA:dbCAN_4:DIAMOND                 -2.092708e-01 -0.56472245
## AA:CUPP-AA:dbCAN_4:DIAMOND                 -2.287737e-01 -0.58957075
## CBM:CUPP-AA:dbCAN_4:DIAMOND                -8.972346e-01 -1.18709965
## GH:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND    4.975911e-02 -0.11297019
## GT:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND    3.342280e-02 -0.14723449
## PL:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND    5.574214e-02 -0.19765986
## CE:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND   -5.661100e-02 -0.33372076
## AA:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND    1.849801e-03 -0.28801524
## CBM:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND  -7.492112e-02 -0.26864989
## GH:CUPP-CBM:dbCAN_4:DIAMOND                -5.762658e-02 -0.22087033
## GT:CUPP-CBM:dbCAN_4:DIAMOND                -3.511086e-02 -0.21627310
## PL:CUPP-CBM:dbCAN_4:DIAMOND                -1.274206e-01 -0.38082263
## CE:CUPP-CBM:dbCAN_4:DIAMOND                -1.701575e-01 -0.45334134
## AA:CUPP-CBM:dbCAN_4:DIAMOND                -1.896604e-01 -0.47952542
## CBM:CUPP-CBM:dbCAN_4:DIAMOND               -8.581213e-01 -1.05272078
## GT:dbCAN_4:dbCAN-sub-GH:dbCAN_4:dbCAN-sub  -1.633631e-02 -0.16210644
## PL:dbCAN_4:dbCAN-sub-GH:dbCAN_4:dbCAN-sub   5.983026e-03 -0.22385267
## CE:dbCAN_4:dbCAN-sub-GH:dbCAN_4:dbCAN-sub  -1.063701e-01 -0.36210766
## AA:dbCAN_4:dbCAN-sub-GH:dbCAN_4:dbCAN-sub  -4.790931e-02 -0.31741555
## CBM:dbCAN_4:dbCAN-sub-GH:dbCAN_4:dbCAN-sub -1.246802e-01 -0.28636731
## GH:CUPP-GH:dbCAN_4:dbCAN-sub               -1.073857e-01 -0.23091867
## GT:CUPP-GH:dbCAN_4:dbCAN-sub               -8.486997e-02 -0.23126544
## PL:CUPP-GH:dbCAN_4:dbCAN-sub               -1.771797e-01 -0.40701544
## CE:CUPP-GH:dbCAN_4:dbCAN-sub               -2.199166e-01 -0.48222361
## AA:CUPP-GH:dbCAN_4:dbCAN-sub               -2.394195e-01 -0.50892574
## CBM:CUPP-GH:dbCAN_4:dbCAN-sub              -9.078804e-01 -1.07060973
## PL:dbCAN_4:dbCAN-sub-GT:dbCAN_4:dbCAN-sub   2.231934e-02 -0.22054004
## CE:dbCAN_4:dbCAN-sub-GT:dbCAN_4:dbCAN-sub  -9.003380e-02 -0.35753693
## AA:dbCAN_4:dbCAN-sub-GT:dbCAN_4:dbCAN-sub  -3.157300e-02 -0.31226829
## CBM:dbCAN_4:dbCAN-sub-GT:dbCAN_4:dbCAN-sub -1.083439e-01 -0.28806299
## GH:CUPP-GT:dbCAN_4:dbCAN-sub               -9.104939e-02 -0.23739360
## GT:CUPP-GT:dbCAN_4:dbCAN-sub               -6.853366e-02 -0.23462961
## PL:CUPP-GT:dbCAN_4:dbCAN-sub               -1.608434e-01 -0.40370281
## CE:CUPP-GT:dbCAN_4:dbCAN-sub               -2.035803e-01 -0.47737072
## AA:CUPP-GT:dbCAN_4:dbCAN-sub               -2.230832e-01 -0.50377848
## CBM:CUPP-GT:dbCAN_4:dbCAN-sub              -8.915441e-01 -1.07220142
## CE:dbCAN_4:dbCAN-sub-PL:dbCAN_4:dbCAN-sub  -1.123531e-01 -0.43349709
## AA:dbCAN_4:dbCAN-sub-PL:dbCAN_4:dbCAN-sub  -5.389234e-02 -0.38610516
## CBM:dbCAN_4:dbCAN-sub-PL:dbCAN_4:dbCAN-sub -1.306633e-01 -0.38339722
## GH:CUPP-PL:dbCAN_4:dbCAN-sub               -1.133687e-01 -0.34356894
## GT:CUPP-PL:dbCAN_4:dbCAN-sub               -9.085300e-02 -0.33408823
## PL:CUPP-PL:dbCAN_4:dbCAN-sub               -1.831628e-01 -0.48408833
## CE:CUPP-PL:dbCAN_4:dbCAN-sub               -2.258997e-01 -0.55229925
## AA:CUPP-PL:dbCAN_4:dbCAN-sub               -2.454025e-01 -0.57761535
## CBM:CUPP-PL:dbCAN_4:dbCAN-sub              -9.138635e-01 -1.16726546
## AA:dbCAN_4:dbCAN-sub-CE:dbCAN_4:dbCAN-sub   5.846080e-02 -0.29217093
## CBM:dbCAN_4:dbCAN-sub-CE:dbCAN_4:dbCAN-sub -1.831012e-02 -0.29480914
## GH:CUPP-CE:dbCAN_4:dbCAN-sub               -1.015586e-03 -0.25708080
## GT:CUPP-CE:dbCAN_4:dbCAN-sub                2.150014e-02 -0.24634427
## PL:CUPP-CE:dbCAN_4:dbCAN-sub               -7.080963e-02 -0.39195359
## CE:CUPP-CE:dbCAN_4:dbCAN-sub               -1.135465e-01 -0.45867540
## AA:CUPP-CE:dbCAN_4:dbCAN-sub               -1.330494e-01 -0.48368112
## CBM:CUPP-CE:dbCAN_4:dbCAN-sub              -8.015103e-01 -1.07862009
## CBM:dbCAN_4:dbCAN-sub-AA:dbCAN_4:dbCAN-sub -7.677092e-02 -0.36605214
## GH:CUPP-AA:dbCAN_4:dbCAN-sub               -5.947638e-02 -0.32929356
## GT:CUPP-AA:dbCAN_4:dbCAN-sub               -3.696066e-02 -0.31798120
## PL:CUPP-AA:dbCAN_4:dbCAN-sub               -1.292704e-01 -0.46148325
## CE:CUPP-AA:dbCAN_4:dbCAN-sub               -1.720073e-01 -0.52745895
## AA:CUPP-AA:dbCAN_4:dbCAN-sub               -1.915102e-01 -0.55230726
## CBM:CUPP-AA:dbCAN_4:dbCAN-sub              -8.599711e-01 -1.14983615
## GH:CUPP-CBM:dbCAN_4:dbCAN-sub               1.729453e-02 -0.14491030
## GT:CUPP-CBM:dbCAN_4:dbCAN-sub               3.981026e-02 -0.14041639
## PL:CUPP-CBM:dbCAN_4:dbCAN-sub              -5.249951e-02 -0.30523348
## CE:CUPP-CBM:dbCAN_4:dbCAN-sub              -9.523640e-02 -0.37782260
## AA:CUPP-CBM:dbCAN_4:dbCAN-sub              -1.147393e-01 -0.40402049
## CBM:CUPP-CBM:dbCAN_4:dbCAN-sub             -7.832002e-01 -0.97692897
## GT:CUPP-GH:CUPP                             2.251572e-02 -0.12445138
## PL:CUPP-GH:CUPP                            -6.979405e-02 -0.29999427
## CE:CUPP-GH:CUPP                            -1.125309e-01 -0.37515737
## AA:CUPP-GH:CUPP                            -1.320338e-01 -0.40185098
## CBM:CUPP-GH:CUPP                           -8.004947e-01 -0.96373849
## PL:CUPP-GT:CUPP                            -9.230977e-02 -0.33554500
## CE:CUPP-GT:CUPP                            -1.350467e-01 -0.40917050
## AA:CUPP-GT:CUPP                            -1.545495e-01 -0.43557007
## CBM:CUPP-GT:CUPP                           -8.230105e-01 -1.00417270
## CE:CUPP-PL:CUPP                            -4.273689e-02 -0.36913649
## AA:CUPP-PL:CUPP                            -6.223976e-02 -0.39445258
## CBM:CUPP-PL:CUPP                           -7.307007e-01 -0.98410269
## AA:CUPP-CE:CUPP                            -1.950287e-02 -0.37495451
## CBM:CUPP-CE:CUPP                           -6.879638e-01 -0.97114762
## CBM:CUPP-AA:CUPP                           -6.684609e-01 -0.95832597
##                                                     upr     p adj
## GT:dbCAN_4-GH:dbCAN_4                       0.118238197 1.0000000
## PL:dbCAN_4-GH:dbCAN_4                       0.223426768 1.0000000
## CE:dbCAN_4-GH:dbCAN_4                       0.137277269 0.9972009
## AA:dbCAN_4-GH:dbCAN_4                       0.212143358 1.0000000
## CBM:dbCAN_4-GH:dbCAN_4                      0.056182199 0.8118457
## GH:dbCAN_4:HMMER-GH:dbCAN_4                 0.095476297 1.0000000
## GT:dbCAN_4:HMMER-GH:dbCAN_4                 0.075651434 0.9952089
## PL:dbCAN_4:HMMER-GH:dbCAN_4                 0.223426768 1.0000000
## CE:dbCAN_4:HMMER-GH:dbCAN_4                 0.126346748 0.9893199
## AA:dbCAN_4:HMMER-GH:dbCAN_4                 0.207294291 1.0000000
## CBM:dbCAN_4:HMMER-GH:dbCAN_4               -0.023327247 0.0064695
## GH:dbCAN_4:DIAMOND-GH:dbCAN_4               0.152171943 1.0000000
## GT:dbCAN_4:DIAMOND-GH:dbCAN_4               0.152164972 1.0000000
## PL:dbCAN_4:DIAMOND-GH:dbCAN_4               0.258843043 1.0000000
## CE:dbCAN_4:DIAMOND-GH:dbCAN_4               0.246500077 1.0000000
## AA:dbCAN_4:DIAMOND-GH:dbCAN_4               0.246798625 1.0000000
## CBM:dbCAN_4:DIAMOND-GH:dbCAN_4              0.100975380 0.9999206
## GH:dbCAN_4:dbCAN-sub-GH:dbCAN_4             0.110912356 1.0000000
## GT:dbCAN_4:dbCAN-sub-GH:dbCAN_4             0.117458668 1.0000000
## PL:dbCAN_4:dbCAN-sub-GH:dbCAN_4             0.223774551 1.0000000
## CE:dbCAN_4:dbCAN-sub-GH:dbCAN_4             0.137311144 0.9972137
## AA:dbCAN_4:dbCAN-sub-GH:dbCAN_4             0.209535130 1.0000000
## CBM:dbCAN_4:dbCAN-sub-GH:dbCAN_4            0.025013125 0.2648265
## GH:CUPP-GH:dbCAN_4                          0.004206056 0.0759209
## GT:CUPP-GH:dbCAN_4                          0.049549535 0.7897391
## PL:CUPP-GH:dbCAN_4                          0.040611783 0.3188611
## CE:CUPP-GH:dbCAN_4                          0.030331356 0.1844727
## AA:CUPP-GH:dbCAN_4                          0.018024945 0.1107805
## CBM:CUPP-GH:dbCAN_4                        -0.757145936 0.0000000
## PL:dbCAN_4-GT:dbCAN_4                       0.264051405 1.0000000
## CE:dbCAN_4-GT:dbCAN_4                       0.176655932 0.9999922
## AA:dbCAN_4-GT:dbCAN_4                       0.250950985 1.0000000
## CBM:dbCAN_4-GT:dbCAN_4                      0.101764691 0.9990772
## GH:dbCAN_4:HMMER-GT:dbCAN_4                 0.145925269 1.0000000
## GT:dbCAN_4:HMMER-GT:dbCAN_4                 0.123030815 1.0000000
## PL:dbCAN_4:HMMER-GT:dbCAN_4                 0.264051405 1.0000000
## CE:dbCAN_4:HMMER-GT:dbCAN_4                 0.165725411 0.9999192
## AA:dbCAN_4:HMMER-GT:dbCAN_4                 0.246101918 1.0000000
## CBM:dbCAN_4:HMMER-GT:dbCAN_4                0.022255245 0.1998503
## GH:dbCAN_4:DIAMOND-GT:dbCAN_4               0.202481182 0.9999052
## GT:dbCAN_4:DIAMOND-GT:dbCAN_4               0.199471826 1.0000000
## PL:dbCAN_4:DIAMOND-GT:dbCAN_4               0.299467679 1.0000000
## CE:dbCAN_4:DIAMOND-GT:dbCAN_4               0.285599273 1.0000000
## AA:dbCAN_4:DIAMOND-GT:dbCAN_4               0.285606252 1.0000000
## CBM:dbCAN_4:DIAMOND-GT:dbCAN_4              0.146454963 1.0000000
## GH:dbCAN_4:dbCAN-sub-GT:dbCAN_4             0.161326913 1.0000000
## GT:dbCAN_4:dbCAN-sub-GT:dbCAN_4             0.164765521 1.0000000
## PL:dbCAN_4:dbCAN-sub-GT:dbCAN_4             0.264399187 1.0000000
## CE:dbCAN_4:dbCAN-sub-GT:dbCAN_4             0.176689807 0.9999922
## AA:dbCAN_4:dbCAN-sub-GT:dbCAN_4             0.248342757 1.0000000
## CBM:dbCAN_4:dbCAN-sub-GT:dbCAN_4            0.070595618 0.9027306
## GH:CUPP-GT:dbCAN_4                          0.054515296 0.8667405
## GT:CUPP-GT:dbCAN_4                          0.096782760 0.9995357
## PL:CUPP-GT:dbCAN_4                          0.081236420 0.7808200
## CE:CUPP-GT:dbCAN_4                          0.069430552 0.5433115
## AA:CUPP-GT:dbCAN_4                          0.056832572 0.3891704
## CBM:CUPP-GT:dbCAN_4                        -0.711666352 0.0000000
## CE:dbCAN_4-PL:dbCAN_4                       0.209104730 0.9999862
## AA:dbCAN_4-PL:dbCAN_4                       0.281276494 1.0000000
## CBM:dbCAN_4-PL:dbCAN_4                      0.153587566 0.9998535
## GH:dbCAN_4:HMMER-PL:dbCAN_4                 0.208867007 1.0000000
## GT:dbCAN_4:HMMER-PL:dbCAN_4                 0.179324826 1.0000000
## PL:dbCAN_4:HMMER-PL:dbCAN_4                 0.300925561 1.0000000
## CE:dbCAN_4:HMMER-PL:dbCAN_4                 0.198174209 0.9999084
## AA:dbCAN_4:HMMER-PL:dbCAN_4                 0.276427428 1.0000000
## CBM:dbCAN_4:HMMER-PL:dbCAN_4                0.074078120 0.6650318
## GH:dbCAN_4:DIAMOND-PL:dbCAN_4               0.265145170 1.0000000
## GT:dbCAN_4:DIAMOND-PL:dbCAN_4               0.255594131 1.0000000
## PL:dbCAN_4:DIAMOND-PL:dbCAN_4               0.336341835 1.0000000
## CE:dbCAN_4:DIAMOND-PL:dbCAN_4               0.317016447 1.0000000
## AA:dbCAN_4:DIAMOND-PL:dbCAN_4               0.315931762 1.0000000
## CBM:dbCAN_4:DIAMOND-PL:dbCAN_4              0.198007642 1.0000000
## GH:dbCAN_4:dbCAN-sub-PL:dbCAN_4             0.224200450 1.0000000
## GT:dbCAN_4:dbCAN-sub-PL:dbCAN_4             0.220887826 1.0000000
## PL:dbCAN_4:dbCAN-sub-PL:dbCAN_4             0.301273343 1.0000000
## CE:dbCAN_4:dbCAN-sub-PL:dbCAN_4             0.209138606 0.9999863
## AA:dbCAN_4:dbCAN-sub-PL:dbCAN_4             0.278668267 1.0000000
## CBM:dbCAN_4:dbCAN-sub-PL:dbCAN_4            0.122418492 0.9861501
## GH:CUPP-PL:dbCAN_4                          0.117179284 0.9931489
## GT:CUPP-PL:dbCAN_4                          0.152730019 0.9999481
## PL:CUPP-PL:dbCAN_4                          0.118110576 0.9022185
## CE:CUPP-PL:dbCAN_4                          0.100847726 0.7115242
## AA:CUPP-PL:dbCAN_4                          0.087158081 0.5706236
## CBM:CUPP-PL:dbCAN_4                        -0.660113674 0.0000000
## AA:dbCAN_4-CE:dbCAN_4                       0.411734628 1.0000000
## CBM:dbCAN_4-CE:dbCAN_4                      0.289391846 1.0000000
## GH:dbCAN_4:HMMER-CE:dbCAN_4                 0.346820064 0.9999780
## GT:dbCAN_4:HMMER-CE:dbCAN_4                 0.316041632 1.0000000
## PL:dbCAN_4:HMMER-CE:dbCAN_4                 0.433183187 0.9999862
## CE:dbCAN_4:HMMER-CE:dbCAN_4                 0.329232221 1.0000000
## AA:dbCAN_4:HMMER-CE:dbCAN_4                 0.406885561 1.0000000
## CBM:dbCAN_4:HMMER-CE:dbCAN_4                0.209882400 1.0000000
## GH:dbCAN_4:DIAMOND-CE:dbCAN_4               0.403049385 0.9465460
## GT:dbCAN_4:DIAMOND-CE:dbCAN_4               0.392277114 0.9968952
## PL:dbCAN_4:DIAMOND-CE:dbCAN_4               0.468599462 0.9975915
## CE:dbCAN_4:DIAMOND-CE:dbCAN_4               0.447784961 0.9999996
## AA:dbCAN_4:DIAMOND-CE:dbCAN_4               0.446389895 0.9999999
## CBM:dbCAN_4:DIAMOND-CE:dbCAN_4              0.333754637 1.0000000
## GH:dbCAN_4:dbCAN-sub-CE:dbCAN_4             0.362141536 0.9995602
## GT:dbCAN_4:dbCAN-sub-CE:dbCAN_4             0.357570810 0.9999935
## PL:dbCAN_4:dbCAN-sub-CE:dbCAN_4             0.433530970 0.9999852
## CE:dbCAN_4:dbCAN-sub-CE:dbCAN_4             0.340196618 1.0000000
## AA:dbCAN_4:dbCAN-sub-CE:dbCAN_4             0.409126400 1.0000000
## CBM:dbCAN_4:dbCAN-sub-CE:dbCAN_4            0.258222772 1.0000000
## GH:CUPP-CE:dbCAN_4                          0.255083499 1.0000000
## GT:CUPP-CE:dbCAN_4                          0.289378424 1.0000000
## PL:CUPP-CE:dbCAN_4                          0.250368202 1.0000000
## CE:CUPP-CE:dbCAN_4                          0.231616240 0.9999961
## AA:CUPP-CE:dbCAN_4                          0.217616215 0.9999238
## CBM:CUPP-CE:dbCAN_4                        -0.524366679 0.0000000
## CBM:dbCAN_4-AA:dbCAN_4                      0.241071150 1.0000000
## GH:dbCAN_4:HMMER-AA:dbCAN_4                 0.299491279 1.0000000
## GT:dbCAN_4:HMMER-AA:dbCAN_4                 0.268146548 1.0000000
## PL:dbCAN_4:HMMER-AA:dbCAN_4                 0.383149153 1.0000000
## CE:dbCAN_4:HMMER-AA:dbCAN_4                 0.278598309 1.0000000
## AA:dbCAN_4:HMMER-AA:dbCAN_4                 0.355948006 1.0000000
## CBM:dbCAN_4:HMMER-AA:dbCAN_4                0.161561704 0.9987478
## GH:dbCAN_4:DIAMOND-AA:dbCAN_4               0.355698455 0.9999981
## GT:dbCAN_4:DIAMOND-AA:dbCAN_4               0.344366370 1.0000000
## PL:dbCAN_4:DIAMOND-AA:dbCAN_4               0.418565428 1.0000000
## CE:dbCAN_4:DIAMOND-AA:dbCAN_4               0.397004813 1.0000000
## AA:dbCAN_4:DIAMOND-AA:dbCAN_4               0.395452340 1.0000000
## CBM:dbCAN_4:DIAMOND-AA:dbCAN_4              0.285407010 1.0000000
## GH:dbCAN_4:dbCAN-sub-AA:dbCAN_4             0.314807326 1.0000000
## GT:dbCAN_4:dbCAN-sub-AA:dbCAN_4             0.309660065 1.0000000
## PL:dbCAN_4:dbCAN-sub-AA:dbCAN_4             0.383496936 1.0000000
## CE:dbCAN_4:dbCAN-sub-AA:dbCAN_4             0.289562705 1.0000000
## AA:dbCAN_4:dbCAN-sub-AA:dbCAN_4             0.358188845 1.0000000
## CBM:dbCAN_4:dbCAN-sub-AA:dbCAN_4            0.209902077 0.9999999
## GH:CUPP-AA:dbCAN_4                          0.207732569 1.0000000
## GT:CUPP-AA:dbCAN_4                          0.241451659 1.0000000
## PL:CUPP-AA:dbCAN_4                          0.200334168 0.9998164
## CE:CUPP-AA:dbCAN_4                          0.180836092 0.9930901
## AA:CUPP-AA:dbCAN_4                          0.166678659 0.9755729
## CBM:CUPP-AA:dbCAN_4                        -0.572714305 0.0000000
## GH:dbCAN_4:HMMER-CBM:dbCAN_4                0.239814953 0.9943443
## GT:dbCAN_4:HMMER-CBM:dbCAN_4                0.215201788 1.0000000
## PL:dbCAN_4:HMMER-CBM:dbCAN_4                0.351880366 0.9998535
## CE:dbCAN_4:HMMER-CBM:dbCAN_4                0.252675668 1.0000000
## AA:dbCAN_4:HMMER-CBM:dbCAN_4                0.332642225 1.0000000
## CBM:dbCAN_4:HMMER-CBM:dbCAN_4               0.113344701 0.9996278
## GH:dbCAN_4:DIAMOND-CBM:dbCAN_4              0.296296178 0.3104456
## GT:dbCAN_4:DIAMOND-CBM:dbCAN_4              0.291600218 0.8761784
## PL:dbCAN_4:DIAMOND-CBM:dbCAN_4              0.387296641 0.9786729
## CE:dbCAN_4:DIAMOND-CBM:dbCAN_4              0.372349452 0.9999982
## AA:dbCAN_4:DIAMOND-CBM:dbCAN_4              0.372146559 0.9999998
## CBM:dbCAN_4:DIAMOND-CBM:dbCAN_4             0.237480816 1.0000000
## GH:dbCAN_4:dbCAN-sub-CBM:dbCAN_4            0.255198233 0.9418281
## GT:dbCAN_4:dbCAN-sub-CBM:dbCAN_4            0.256893913 0.9992261
## PL:dbCAN_4:dbCAN-sub-CBM:dbCAN_4            0.352228149 0.9998434
## CE:dbCAN_4:dbCAN-sub-CBM:dbCAN_4            0.263640065 1.0000000
## AA:dbCAN_4:dbCAN-sub-CBM:dbCAN_4            0.334883064 1.0000000
## CBM:dbCAN_4:dbCAN-sub-CBM:dbCAN_4           0.161685074 1.0000000
## GH:CUPP-CBM:dbCAN_4                         0.148330292 1.0000000
## GT:CUPP-CBM:dbCAN_4                         0.188867831 1.0000000
## PL:CUPP-CBM:dbCAN_4                         0.169065381 0.9999955
## CE:CUPP-CBM:dbCAN_4                         0.156180731 0.9984373
## AA:CUPP-CBM:dbCAN_4                         0.143372879 0.9898428
## CBM:CUPP-CBM:dbCAN_4                       -0.620640499 0.0000000
## GT:dbCAN_4:HMMER-GH:dbCAN_4:HMMER           0.102653974 0.9999997
## PL:dbCAN_4:HMMER-GH:dbCAN_4:HMMER           0.250568105 1.0000000
## CE:dbCAN_4:HMMER-GH:dbCAN_4:HMMER           0.153512184 0.9997931
## AA:dbCAN_4:HMMER-GH:dbCAN_4:HMMER           0.234470652 1.0000000
## CBM:dbCAN_4:HMMER-GH:dbCAN_4:HMMER          0.003713805 0.0665209
## GH:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER         0.179108534 0.9981078
## GT:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER         0.179169094 1.0000000
## PL:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER         0.285984380 1.0000000
## CE:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER         0.273670869 1.0000000
## AA:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER         0.273974986 1.0000000
## CBM:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER        0.128018598 1.0000000
## GH:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER       0.137846495 1.0000000
## GT:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER       0.144462789 1.0000000
## PL:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER       0.250915888 1.0000000
## CE:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER       0.164476581 0.9999782
## AA:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER       0.236711491 1.0000000
## CBM:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER      0.052054177 0.7486330
## GH:CUPP-GH:dbCAN_4:HMMER                    0.031142647 0.5400710
## GT:CUPP-GH:dbCAN_4:HMMER                    0.076555258 0.9956682
## PL:CUPP-GH:dbCAN_4:HMMER                    0.067753120 0.6705109
## CE:CUPP-GH:dbCAN_4:HMMER                    0.057502148 0.4382602
## AA:CUPP-GH:dbCAN_4:HMMER                    0.045201306 0.2965472
## CBM:CUPP-GH:dbCAN_4:HMMER                  -0.730102718 0.0000000
## PL:dbCAN_4:HMMER-GT:dbCAN_4:HMMER           0.305660628 1.0000000
## CE:dbCAN_4:HMMER-GT:dbCAN_4:HMMER           0.207368457 1.0000000
## AA:dbCAN_4:HMMER-GT:dbCAN_4:HMMER           0.287760625 1.0000000
## CBM:dbCAN_4:HMMER-GT:dbCAN_4:HMMER          0.063735344 0.8314125
## GH:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER         0.243847787 0.7606931
## GT:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER         0.240909343 0.9975187
## PL:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER         0.341076903 0.9997126
## CE:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER         0.327249971 1.0000000
## AA:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER         0.327264959 1.0000000
## CBM:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER        0.187937644 1.0000000
## GH:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER       0.202691108 0.9998218
## GT:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER       0.206203038 1.0000000
## PL:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER       0.306008411 1.0000000
## CE:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER       0.218332853 1.0000000
## AA:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER       0.290001464 1.0000000
## CBM:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER      0.112075716 0.9999405
## GH:CUPP-GT:dbCAN_4:HMMER                    0.095881900 0.9999909
## GT:CUPP-GT:dbCAN_4:HMMER                    0.138222068 1.0000000
## PL:CUPP-GT:dbCAN_4:HMMER                    0.122845643 0.9926263
## CE:CUPP-GT:dbCAN_4:HMMER                    0.111081250 0.9225932
## AA:CUPP-GT:dbCAN_4:HMMER                    0.098491278 0.8215784
## CBM:CUPP-GT:dbCAN_4:HMMER                  -0.670183672 0.0000000
## CE:dbCAN_4:HMMER-PL:dbCAN_4:HMMER           0.198174209 0.9999084
## AA:dbCAN_4:HMMER-PL:dbCAN_4:HMMER           0.276427428 1.0000000
## CBM:dbCAN_4:HMMER-PL:dbCAN_4:HMMER          0.074078120 0.6650318
## GH:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER         0.265145170 1.0000000
## GT:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER         0.255594131 1.0000000
## PL:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER         0.336341835 1.0000000
## CE:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER         0.317016447 1.0000000
## AA:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER         0.315931762 1.0000000
## CBM:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER        0.198007642 1.0000000
## GH:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER       0.224200450 1.0000000
## GT:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER       0.220887826 1.0000000
## PL:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER       0.301273343 1.0000000
## CE:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER       0.209138606 0.9999863
## AA:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER       0.278668267 1.0000000
## CBM:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER      0.122418492 0.9861501
## GH:CUPP-PL:dbCAN_4:HMMER                    0.117179284 0.9931489
## GT:CUPP-PL:dbCAN_4:HMMER                    0.152730019 0.9999481
## PL:CUPP-PL:dbCAN_4:HMMER                    0.118110576 0.9022185
## CE:CUPP-PL:dbCAN_4:HMMER                    0.100847726 0.7115242
## AA:CUPP-PL:dbCAN_4:HMMER                    0.087158081 0.5706236
## CBM:CUPP-PL:dbCAN_4:HMMER                  -0.660113674 0.0000000
## AA:dbCAN_4:HMMER-CE:dbCAN_4:HMMER           0.417816082 1.0000000
## CBM:dbCAN_4:HMMER-CE:dbCAN_4:HMMER          0.220812921 1.0000000
## GH:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER         0.413979906 0.8867578
## GT:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER         0.403207635 0.9889725
## PL:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER         0.479529982 0.9926729
## CE:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER         0.458715482 0.9999960
## AA:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER         0.457320416 0.9999993
## CBM:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER        0.344685158 1.0000000
## GH:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER       0.373072057 0.9976212
## GT:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER       0.368501331 0.9999306
## PL:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER       0.444461491 0.9999032
## CE:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER       0.351127138 1.0000000
## AA:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER       0.420056921 1.0000000
## CBM:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER      0.269153293 1.0000000
## GH:CUPP-CE:dbCAN_4:HMMER                    0.266014020 1.0000000
## GT:CUPP-CE:dbCAN_4:HMMER                    0.300308945 1.0000000
## PL:CUPP-CE:dbCAN_4:HMMER                    0.261298723 1.0000000
## CE:CUPP-CE:dbCAN_4:HMMER                    0.242546761 0.9999996
## AA:CUPP-CE:dbCAN_4:HMMER                    0.228546736 0.9999867
## CBM:CUPP-CE:dbCAN_4:HMMER                  -0.513436158 0.0000000
## CBM:dbCAN_4:HMMER-AA:dbCAN_4:HMMER          0.166410771 0.9993624
## GH:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER         0.360547522 0.9999937
## GT:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER         0.349215436 1.0000000
## PL:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER         0.423414494 0.9999999
## CE:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER         0.401853880 1.0000000
## AA:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER         0.400301406 1.0000000
## CBM:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER        0.290256077 1.0000000
## GH:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER       0.319656392 1.0000000
## GT:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER       0.314509132 1.0000000
## PL:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER       0.388346003 1.0000000
## CE:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER       0.294411772 1.0000000
## AA:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER       0.363037911 1.0000000
## CBM:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER      0.214751143 1.0000000
## GH:CUPP-AA:dbCAN_4:HMMER                    0.212581635 1.0000000
## GT:CUPP-AA:dbCAN_4:HMMER                    0.246300725 1.0000000
## PL:CUPP-AA:dbCAN_4:HMMER                    0.205183235 0.9999109
## CE:CUPP-AA:dbCAN_4:HMMER                    0.185685159 0.9954949
## AA:CUPP-AA:dbCAN_4:HMMER                    0.171527726 0.9824831
## CBM:CUPP-AA:dbCAN_4:HMMER                  -0.567865239 0.0000000
## GH:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER        0.375805624 0.0003375
## GT:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER        0.371109663 0.0209634
## PL:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER        0.466806087 0.2612253
## CE:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER        0.451858898 0.9152227
## AA:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER        0.451656005 0.9587676
## CBM:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER       0.316990262 0.8489937
## GH:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER      0.334707679 0.0194924
## GT:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER      0.336403359 0.2082904
## PL:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER      0.431737595 0.6609050
## CE:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER      0.343149511 1.0000000
## AA:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER      0.414392510 0.9991231
## CBM:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER     0.241194520 1.0000000
## GH:CUPP-CBM:dbCAN_4:HMMER                   0.227839738 0.9997367
## GT:CUPP-CBM:dbCAN_4:HMMER                   0.268377277 0.9935262
## PL:CUPP-CBM:dbCAN_4:HMMER                   0.248574827 1.0000000
## CE:CUPP-CBM:dbCAN_4:HMMER                   0.235690177 1.0000000
## AA:CUPP-CBM:dbCAN_4:HMMER                   0.222882325 1.0000000
## CBM:CUPP-CBM:dbCAN_4:HMMER                 -0.541131053 0.0000000
## GT:dbCAN_4:DIAMOND-GH:dbCAN_4:DIAMOND       0.124134014 1.0000000
## PL:dbCAN_4:DIAMOND-GH:dbCAN_4:DIAMOND       0.230671550 1.0000000
## CE:dbCAN_4:DIAMOND-GH:dbCAN_4:DIAMOND       0.218298342 1.0000000
## AA:dbCAN_4:DIAMOND-GH:dbCAN_4:DIAMOND       0.218591169 1.0000000
## CBM:dbCAN_4:DIAMOND-GH:dbCAN_4:DIAMOND      0.072904448 0.9652341
## GH:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND     0.082952783 0.9999962
## GT:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND     0.089427709 0.9998760
## PL:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND     0.195603058 1.0000000
## CE:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND     0.109114910 0.9466855
## AA:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND     0.181327674 0.9999963
## CBM:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND   -0.003055590 0.0392222
## GH:CUPP-GH:dbCAN_4:DIAMOND                 -0.023756015 0.0030393
## GT:CUPP-GH:dbCAN_4:DIAMOND                  0.021516939 0.2464378
## PL:CUPP-GH:dbCAN_4:DIAMOND                  0.012440291 0.0959065
## CE:CUPP-GH:dbCAN_4:DIAMOND                  0.002129621 0.0553727
## AA:CUPP-GH:dbCAN_4:DIAMOND                 -0.010182511 0.0305041
## CBM:CUPP-GH:dbCAN_4:DIAMOND                -0.785216868 0.0000000
## PL:dbCAN_4:DIAMOND-GT:dbCAN_4:DIAMOND       0.265540904 1.0000000
## CE:dbCAN_4:DIAMOND-GT:dbCAN_4:DIAMOND       0.251672497 1.0000000
## AA:dbCAN_4:DIAMOND-GT:dbCAN_4:DIAMOND       0.251679477 1.0000000
## CBM:dbCAN_4:DIAMOND-GT:dbCAN_4:DIAMOND      0.112528188 0.9999322
## GH:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND     0.127400138 1.0000000
## GT:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND     0.130838746 1.0000000
## PL:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND     0.230472412 1.0000000
## CE:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND     0.142763032 0.9969087
## AA:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND     0.214415982 1.0000000
## CBM:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND    0.036668842 0.3936321
## GH:CUPP-GT:dbCAN_4:DIAMOND                  0.020588520 0.2340075
## GT:CUPP-GT:dbCAN_4:DIAMOND                  0.062855984 0.8779689
## PL:CUPP-GT:dbCAN_4:DIAMOND                  0.047309644 0.3676153
## CE:CUPP-GT:dbCAN_4:DIAMOND                  0.035503777 0.2112738
## AA:CUPP-GT:dbCAN_4:DIAMOND                  0.022905796 0.1301099
## CBM:CUPP-GT:dbCAN_4:DIAMOND                -0.745593128 0.0000000
## CE:dbCAN_4:DIAMOND-PL:dbCAN_4:DIAMOND       0.281600172 1.0000000
## AA:dbCAN_4:DIAMOND-PL:dbCAN_4:DIAMOND       0.280515487 1.0000000
## CBM:dbCAN_4:DIAMOND-PL:dbCAN_4:DIAMOND      0.162591367 0.9999758
## GH:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND     0.188784176 1.0000000
## GT:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND     0.185471551 1.0000000
## PL:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND     0.265857069 1.0000000
## CE:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND     0.173722331 0.9976005
## AA:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND     0.243251992 1.0000000
## CBM:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND    0.087002218 0.8050037
## GH:CUPP-PL:dbCAN_4:DIAMOND                  0.081763009 0.8304345
## GT:CUPP-PL:dbCAN_4:DIAMOND                  0.117313745 0.9853636
## PL:CUPP-PL:dbCAN_4:DIAMOND                  0.082694301 0.6092504
## CE:CUPP-PL:dbCAN_4:DIAMOND                  0.065431451 0.3834771
## AA:CUPP-PL:dbCAN_4:DIAMOND                  0.051741807 0.2676363
## CBM:CUPP-PL:dbCAN_4:DIAMOND                -0.695529948 0.0000000
## AA:dbCAN_4:DIAMOND-CE:dbCAN_4:DIAMOND       0.348553725 1.0000000
## CBM:dbCAN_4:DIAMOND-CE:dbCAN_4:DIAMOND      0.237172618 1.0000000
## GH:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND     0.266054886 1.0000000
## GT:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND     0.261201997 1.0000000
## PL:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND     0.336130533 1.0000000
## CE:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND     0.242506683 0.9999996
## AA:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND     0.311290230 1.0000000
## CBM:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND    0.161653881 0.9992715
## GH:CUPP-CE:dbCAN_4:DIAMOND                  0.158988653 0.9998360
## GT:CUPP-CE:dbCAN_4:DIAMOND                  0.193001784 0.9999996
## PL:CUPP-CE:dbCAN_4:DIAMOND                  0.152967765 0.9792335
## CE:CUPP-CE:dbCAN_4:DIAMOND                  0.133855853 0.8851927
## AA:CUPP-CE:dbCAN_4:DIAMOND                  0.119780044 0.7871054
## CBM:CUPP-CE:dbCAN_4:DIAMOND                -0.620948698 0.0000000
## CBM:dbCAN_4:DIAMOND-AA:dbCAN_4:DIAMOND      0.250751743 1.0000000
## GH:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND     0.280152059 1.0000000
## GT:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND     0.275004798 1.0000000
## PL:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND     0.348841669 1.0000000
## CE:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND     0.254907438 0.9999999
## AA:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND     0.323533578 1.0000000
## CBM:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND    0.175246810 0.9998393
## GH:CUPP-AA:dbCAN_4:DIAMOND                  0.173077302 0.9999756
## GT:CUPP-AA:dbCAN_4:DIAMOND                  0.206796391 1.0000000
## PL:CUPP-AA:dbCAN_4:DIAMOND                  0.165678901 0.9907034
## CE:CUPP-AA:dbCAN_4:DIAMOND                  0.146180825 0.9293104
## AA:CUPP-AA:dbCAN_4:DIAMOND                  0.132023392 0.8535246
## CBM:CUPP-AA:dbCAN_4:DIAMOND                -0.607369573 0.0000000
## GH:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND    0.212488418 0.9999992
## GT:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND    0.214080099 1.0000000
## PL:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND    0.309144140 1.0000000
## CE:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND    0.220498770 1.0000000
## AA:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND    0.291714839 1.0000000
## CBM:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND   0.118807658 0.9998889
## GH:CUPP-CBM:dbCAN_4:DIAMOND                 0.105617171 0.9999823
## GT:CUPP-CBM:dbCAN_4:DIAMOND                 0.146051389 1.0000000
## PL:CUPP-CBM:dbCAN_4:DIAMOND                 0.125981372 0.9902795
## CE:CUPP-CBM:dbCAN_4:DIAMOND                 0.113026309 0.9124805
## AA:CUPP-CBM:dbCAN_4:DIAMOND                 0.100204654 0.8084818
## CBM:CUPP-CBM:dbCAN_4:DIAMOND               -0.663521846 0.0000000
## GT:dbCAN_4:dbCAN-sub-GH:dbCAN_4:dbCAN-sub   0.129433821 1.0000000
## PL:dbCAN_4:dbCAN-sub-GH:dbCAN_4:dbCAN-sub   0.235818719 1.0000000
## CE:dbCAN_4:dbCAN-sub-GH:dbCAN_4:dbCAN-sub   0.149367441 0.9995627
## AA:dbCAN_4:dbCAN-sub-GH:dbCAN_4:dbCAN-sub   0.221596926 1.0000000
## CBM:dbCAN_4:dbCAN-sub-GH:dbCAN_4:dbCAN-sub  0.037006845 0.4670808
## GH:CUPP-GH:dbCAN_4:dbCAN-sub                0.016147277 0.2133485
## GT:CUPP-GH:dbCAN_4:dbCAN-sub                0.061525493 0.9402606
## PL:CUPP-GH:dbCAN_4:dbCAN-sub                0.052655952 0.4677587
## CE:CUPP-GH:dbCAN_4:dbCAN-sub                0.042390349 0.2814861
## AA:CUPP-GH:dbCAN_4:dbCAN-sub                0.030086740 0.1774155
## CBM:CUPP-GH:dbCAN_4:dbCAN-sub              -0.745151127 0.0000000
## PL:dbCAN_4:dbCAN-sub-GT:dbCAN_4:dbCAN-sub   0.265178717 1.0000000
## CE:dbCAN_4:dbCAN-sub-GT:dbCAN_4:dbCAN-sub   0.177469336 0.9999936
## AA:dbCAN_4:dbCAN-sub-GT:dbCAN_4:dbCAN-sub   0.249122287 1.0000000
## CBM:dbCAN_4:dbCAN-sub-GT:dbCAN_4:dbCAN-sub  0.071375147 0.9094997
## GH:CUPP-GT:dbCAN_4:dbCAN-sub                0.055294825 0.8768748
## GT:CUPP-GT:dbCAN_4:dbCAN-sub                0.097562289 0.9996222
## PL:CUPP-GT:dbCAN_4:dbCAN-sub                0.082015949 0.7889382
## CE:CUPP-GT:dbCAN_4:dbCAN-sub                0.070210082 0.5521815
## AA:CUPP-GT:dbCAN_4:dbCAN-sub                0.057612101 0.3971101
## CBM:CUPP-GT:dbCAN_4:dbCAN-sub              -0.710886823 0.0000000
## CE:dbCAN_4:dbCAN-sub-PL:dbCAN_4:dbCAN-sub   0.208790823 0.9999853
## AA:dbCAN_4:dbCAN-sub-PL:dbCAN_4:dbCAN-sub   0.278320484 1.0000000
## CBM:dbCAN_4:dbCAN-sub-PL:dbCAN_4:dbCAN-sub  0.122070710 0.9856315
## GH:CUPP-PL:dbCAN_4:dbCAN-sub                0.116831501 0.9928286
## GT:CUPP-PL:dbCAN_4:dbCAN-sub                0.152382236 0.9999440
## PL:CUPP-PL:dbCAN_4:dbCAN-sub                0.117762793 0.9003540
## CE:CUPP-PL:dbCAN_4:dbCAN-sub                0.100499943 0.7084716
## AA:CUPP-PL:dbCAN_4:dbCAN-sub                0.086810299 0.5673627
## CBM:CUPP-PL:dbCAN_4:dbCAN-sub              -0.660461456 0.0000000
## AA:dbCAN_4:dbCAN-sub-CE:dbCAN_4:dbCAN-sub   0.409092525 1.0000000
## CBM:dbCAN_4:dbCAN-sub-CE:dbCAN_4:dbCAN-sub  0.258188897 1.0000000
## GH:CUPP-CE:dbCAN_4:dbCAN-sub                0.255049624 1.0000000
## GT:CUPP-CE:dbCAN_4:dbCAN-sub                0.289344548 1.0000000
## PL:CUPP-CE:dbCAN_4:dbCAN-sub                0.250334327 1.0000000
## CE:CUPP-CE:dbCAN_4:dbCAN-sub                0.231582365 0.9999961
## AA:CUPP-CE:dbCAN_4:dbCAN-sub                0.217582340 0.9999234
## CBM:CUPP-CE:dbCAN_4:dbCAN-sub              -0.524400554 0.0000000
## CBM:dbCAN_4:dbCAN-sub-AA:dbCAN_4:dbCAN-sub  0.212510304 1.0000000
## GH:CUPP-AA:dbCAN_4:dbCAN-sub                0.210340796 1.0000000
## GT:CUPP-AA:dbCAN_4:dbCAN-sub                0.244059886 1.0000000
## PL:CUPP-AA:dbCAN_4:dbCAN-sub                0.202942396 0.9998748
## CE:CUPP-AA:dbCAN_4:dbCAN-sub                0.183444320 0.9944905
## AA:CUPP-AA:dbCAN_4:dbCAN-sub                0.169286887 0.9795148
## CBM:CUPP-AA:dbCAN_4:dbCAN-sub              -0.570106078 0.0000000
## GH:CUPP-CBM:dbCAN_4:dbCAN-sub               0.179499365 1.0000000
## GT:CUPP-CBM:dbCAN_4:dbCAN-sub               0.220036904 1.0000000
## PL:CUPP-CBM:dbCAN_4:dbCAN-sub               0.200234455 1.0000000
## CE:CUPP-CBM:dbCAN_4:dbCAN-sub               0.187349805 0.9999934
## AA:CUPP-CBM:dbCAN_4:dbCAN-sub               0.174541952 0.9998193
## CBM:CUPP-CBM:dbCAN_4:dbCAN-sub             -0.589471426 0.0000000
## GT:CUPP-GH:CUPP                             0.169482825 1.0000000
## PL:CUPP-GH:CUPP                             0.160406177 0.9999994
## CE:CUPP-GH:CUPP                             0.150095507 0.9992553
## AA:CUPP-GH:CUPP                             0.137783375 0.9934794
## CBM:CUPP-GH:CUPP                           -0.637250981 0.0000000
## PL:CUPP-GT:CUPP                             0.150925466 0.9999232
## CE:CUPP-GT:CUPP                             0.139077192 0.9927919
## AA:CUPP-GT:CUPP                             0.126471018 0.9677972
## CBM:CUPP-GT:CUPP                           -0.641848211 0.0000000
## CE:CUPP-PL:CUPP                             0.283662711 1.0000000
## AA:CUPP-PL:CUPP                             0.269973066 1.0000000
## CBM:CUPP-PL:CUPP                           -0.477298689 0.0000000
## AA:CUPP-CE:CUPP                             0.335948765 1.0000000
## CBM:CUPP-CE:CUPP                           -0.404779977 0.0000000
## CBM:CUPP-AA:CUPP                           -0.378595892 0.0000000

10.2.6 Accuracy

Table 10.7: Accuracy of CAZy family classification per CAZyme classifier
CAZy_class Prediction_tool Mean Standard Deviation Lower CI Upper CI
GH dbCAN_4 0.9998 0.0013 0.9995 1.0000
GH dbCAN_4:HMMER 0.9996 0.0014 0.9994 0.9999
GH dbCAN_4:DIAMOND 0.9998 0.0005 0.9997 0.9999
GH dbCAN_4:dbCAN-sub 0.9997 0.0013 0.9995 1.0000
GH CUPP 0.9996 0.0013 0.9994 0.9998
GT dbCAN_4 0.9996 0.0013 0.9993 0.9999
GT dbCAN_4:HMMER 0.9992 0.0021 0.9987 0.9997
GT dbCAN_4:DIAMOND 0.9997 0.0007 0.9995 0.9999
GT dbCAN_4:dbCAN-sub 0.9996 0.0013 0.9992 0.9999
GT CUPP 0.9992 0.0018 0.9988 0.9996
PL dbCAN_4 1.0000 0.0001 0.9999 1.0000
PL dbCAN_4:HMMER 1.0000 0.0001 0.9999 1.0000
PL dbCAN_4:DIAMOND 1.0000 0.0001 0.9999 1.0000
PL dbCAN_4:dbCAN-sub 1.0000 0.0001 0.9999 1.0000
PL CUPP 0.9999 0.0003 0.9997 1.0000
CE dbCAN_4 0.9993 0.0012 0.9988 0.9999
CE dbCAN_4:HMMER 0.9992 0.0013 0.9986 0.9999
CE dbCAN_4:DIAMOND 0.9994 0.0009 0.9990 0.9999
CE dbCAN_4:dbCAN-sub 0.9993 0.0012 0.9988 0.9999
CE CUPP 0.9992 0.0012 0.9985 0.9998
AA dbCAN_4 0.9996 0.0007 0.9992 0.9999
AA dbCAN_4:HMMER 0.9996 0.0007 0.9992 0.9999
AA dbCAN_4:DIAMOND 0.9995 0.0006 0.9992 0.9999
AA dbCAN_4:dbCAN-sub 0.9996 0.0007 0.9992 0.9999
AA CUPP 0.9993 0.0009 0.9989 0.9998
CBM dbCAN_4 0.9995 0.0012 0.9992 0.9998
CBM dbCAN_4:HMMER 0.9989 0.0030 0.9981 0.9997
CBM dbCAN_4:DIAMOND 0.9997 0.0009 0.9994 0.9999
CBM dbCAN_4:dbCAN-sub 0.9995 0.0011 0.9992 0.9998
CBM CUPP 0.9978 0.0037 0.9968 0.9988
95% confidence intervals of the accuarcy of CAZy family classification across all CAZy families per CAZy class, for each CAZyme classifier.

Figure 10.11: 95% confidence intervals of the accuarcy of CAZy family classification across all CAZy families per CAZy class, for each CAZyme classifier.

Scatter plot of overlaying a one-dimensional box-and-whisker plot of the accuracy for each CAZy family for each CAZyme classifier. Each CAZy family is represented as a single point on the plot.

Figure 10.12: Scatter plot of overlaying a one-dimensional box-and-whisker plot of the accuracy for each CAZy family for each CAZyme classifier. Each CAZy family is represented as a single point on the plot.

Test for significant differences between the means of the tools using a one-way ANOVA.

##                   Df   Sum Sq   Mean Sq F value   Pr(>F)    
## Prediction_tool    4 0.000065 1.637e-05   7.268 8.46e-06 ***
## Residuals       1620 0.003649 2.252e-06                     
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

The means are statistically significantly different, therefore, use a post hoc Turkey HSD test to determine between which tools the means are significantly difference.

##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = Statistical_parameter ~ Prediction_tool, data = fam_subset_acc_all)
## 
## $Prediction_tool
##                                            diff           lwr           upr
## dbCAN_4:HMMER-dbCAN_4             -2.440928e-04 -5.643730e-04  7.618737e-05
## dbCAN_4:DIAMOND-dbCAN_4            8.830431e-05 -2.337039e-04  4.103125e-04
## dbCAN_4:dbCAN-sub-dbCAN_4         -8.719975e-06 -3.294873e-04  3.120473e-04
## CUPP-dbCAN_4                      -4.628920e-04 -7.851524e-04 -1.406315e-04
## dbCAN_4:DIAMOND-dbCAN_4:HMMER      3.323971e-04  1.111927e-05  6.536750e-04
## dbCAN_4:dbCAN-sub-dbCAN_4:HMMER    2.353728e-04 -8.466127e-05  5.554070e-04
## CUPP-dbCAN_4:HMMER                -2.187992e-04 -5.403298e-04  1.027315e-04
## dbCAN_4:dbCAN-sub-dbCAN_4:DIAMOND -9.702428e-05 -4.187877e-04  2.247392e-04
## CUPP-dbCAN_4:DIAMOND              -5.511963e-04 -8.744483e-04 -2.279443e-04
## CUPP-dbCAN_4:dbCAN-sub            -4.541720e-04 -7.761879e-04 -1.321561e-04
##                                       p adj
## dbCAN_4:HMMER-dbCAN_4             0.2286580
## dbCAN_4:DIAMOND-dbCAN_4           0.9448178
## dbCAN_4:dbCAN-sub-dbCAN_4         0.9999931
## CUPP-dbCAN_4                      0.0008667
## dbCAN_4:DIAMOND-dbCAN_4:HMMER     0.0384046
## dbCAN_4:dbCAN-sub-dbCAN_4:HMMER   0.2622881
## CUPP-dbCAN_4:HMMER                0.3405174
## dbCAN_4:dbCAN-sub-dbCAN_4:DIAMOND 0.9234433
## CUPP-dbCAN_4:DIAMOND              0.0000342
## CUPP-dbCAN_4:dbCAN-sub            0.0011512

Now test for statistically significant differences between CAZy classes using a two-way ANOVA.

##                              Df   Sum Sq   Mean Sq F value   Pr(>F)    
## CAZy_class                    5 0.000106 2.128e-05   9.813 2.99e-09 ***
## Prediction_tool               4 0.000066 1.641e-05   7.565 4.91e-06 ***
## CAZy_class:Prediction_tool   20 0.000083 4.136e-06   1.907   0.0091 ** 
## Residuals                  1595 0.003460 2.169e-06                     
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

Statistically significant difference was detected so follow up with a Tukey test to determine if there are differences between specific groups.

##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = Statistical_parameter ~ CAZy_class * Prediction_tool, data = fam_subset_acc_all)
## 
## $`CAZy_class:Prediction_tool`
##                                                     diff           lwr
## GT:dbCAN_4-GH:dbCAN_4                      -1.940838e-04 -9.851816e-04
## PL:dbCAN_4-GH:dbCAN_4                       1.959374e-04 -1.050422e-03
## CE:dbCAN_4-GH:dbCAN_4                      -4.087401e-04 -1.795422e-03
## AA:dbCAN_4-GH:dbCAN_4                      -1.767771e-04 -1.638055e-03
## CBM:dbCAN_4-GH:dbCAN_4                     -2.608955e-04 -1.138163e-03
## GH:dbCAN_4:HMMER-GH:dbCAN_4                -1.157649e-04 -7.816425e-04
## GT:dbCAN_4:HMMER-GH:dbCAN_4                -5.548472e-04 -1.342634e-03
## PL:dbCAN_4:HMMER-GH:dbCAN_4                 1.958787e-04 -1.050481e-03
## CE:dbCAN_4:HMMER-GH:dbCAN_4                -5.116261e-04 -1.898308e-03
## AA:dbCAN_4:HMMER-GH:dbCAN_4                -2.002618e-04 -1.661540e-03
## CBM:dbCAN_4:HMMER-GH:dbCAN_4               -8.740337e-04 -1.751301e-03
## GH:dbCAN_4:DIAMOND-GH:dbCAN_4               5.742013e-05 -6.133362e-04
## GT:dbCAN_4:DIAMOND-GH:dbCAN_4              -5.703685e-05 -8.481347e-04
## PL:dbCAN_4:DIAMOND-GH:dbCAN_4               1.964761e-04 -1.049883e-03
## CE:dbCAN_4:DIAMOND-GH:dbCAN_4              -3.112581e-04 -1.733532e-03
## AA:dbCAN_4:DIAMOND-GH:dbCAN_4              -2.174116e-04 -1.678690e-03
## CBM:dbCAN_4:DIAMOND-GH:dbCAN_4             -9.712150e-05 -9.800316e-04
## GH:dbCAN_4:dbCAN-sub-GH:dbCAN_4            -1.131407e-05 -6.783881e-04
## GT:dbCAN_4:dbCAN-sub-GH:dbCAN_4            -2.017518e-04 -9.928496e-04
## PL:dbCAN_4:dbCAN-sub-GH:dbCAN_4             2.012936e-04 -1.045066e-03
## CE:dbCAN_4:dbCAN-sub-GH:dbCAN_4            -4.081817e-04 -1.794863e-03
## AA:dbCAN_4:dbCAN-sub-GH:dbCAN_4            -1.993389e-04 -1.660617e-03
## CBM:dbCAN_4:dbCAN-sub-GH:dbCAN_4           -2.713788e-04 -1.148646e-03
## GH:CUPP-GH:dbCAN_4                         -1.608370e-04 -8.315934e-04
## GT:CUPP-GH:dbCAN_4                         -5.369362e-04 -1.331419e-03
## PL:CUPP-GH:dbCAN_4                          9.436858e-05 -1.151991e-03
## CE:CUPP-GH:dbCAN_4                         -5.866177e-04 -2.008891e-03
## AA:CUPP-GH:dbCAN_4                         -4.160180e-04 -1.877296e-03
## CBM:CUPP-GH:dbCAN_4                        -1.939074e-03 -2.821985e-03
## PL:dbCAN_4-GT:dbCAN_4                       3.900212e-04 -9.262773e-04
## CE:dbCAN_4-GT:dbCAN_4                      -2.146563e-04 -1.664524e-03
## AA:dbCAN_4-GT:dbCAN_4                       1.730666e-05 -1.504063e-03
## CBM:dbCAN_4-GT:dbCAN_4                     -6.681177e-05 -1.040890e-03
## GH:dbCAN_4:HMMER-GT:dbCAN_4                 7.831883e-05 -7.107457e-04
## GT:dbCAN_4:HMMER-GT:dbCAN_4                -3.607635e-04 -1.255100e-03
## PL:dbCAN_4:HMMER-GT:dbCAN_4                 3.899625e-04 -9.263359e-04
## CE:dbCAN_4:HMMER-GT:dbCAN_4                -3.175424e-04 -1.767410e-03
## AA:dbCAN_4:HMMER-GT:dbCAN_4                -6.178074e-06 -1.527547e-03
## CBM:dbCAN_4:HMMER-GT:dbCAN_4               -6.799500e-04 -1.654028e-03
## GH:dbCAN_4:DIAMOND-GT:dbCAN_4               2.515039e-04 -5.416821e-04
## GT:dbCAN_4:DIAMOND-GT:dbCAN_4               1.370469e-04 -7.602077e-04
## PL:dbCAN_4:DIAMOND-GT:dbCAN_4               3.905598e-04 -9.257386e-04
## CE:dbCAN_4:DIAMOND-GT:dbCAN_4              -1.171744e-04 -1.601119e-03
## AA:dbCAN_4:DIAMOND-GT:dbCAN_4              -2.332785e-05 -1.544697e-03
## CBM:dbCAN_4:DIAMOND-GT:dbCAN_4              9.696227e-05 -8.822007e-04
## GH:dbCAN_4:dbCAN-sub-GT:dbCAN_4             1.827697e-04 -6.073048e-04
## GT:dbCAN_4:dbCAN-sub-GT:dbCAN_4            -7.667993e-06 -9.049226e-04
## PL:dbCAN_4:dbCAN-sub-GT:dbCAN_4             3.953773e-04 -9.209211e-04
## CE:dbCAN_4:dbCAN-sub-GT:dbCAN_4            -2.140979e-04 -1.663966e-03
## AA:dbCAN_4:dbCAN-sub-GT:dbCAN_4            -5.255176e-06 -1.526624e-03
## CBM:dbCAN_4:dbCAN-sub-GT:dbCAN_4           -7.729499e-05 -1.051373e-03
## GH:CUPP-GT:dbCAN_4                          3.324672e-05 -7.599393e-04
## GT:CUPP-GT:dbCAN_4                         -3.428524e-04 -1.243093e-03
## PL:CUPP-GT:dbCAN_4                          2.884523e-04 -1.027846e-03
## CE:CUPP-GT:dbCAN_4                         -3.925340e-04 -1.876479e-03
## AA:CUPP-GT:dbCAN_4                         -2.219342e-04 -1.743303e-03
## CBM:CUPP-GT:dbCAN_4                        -1.744991e-03 -2.724154e-03
## CE:dbCAN_4-PL:dbCAN_4                      -6.046775e-04 -2.345279e-03
## AA:dbCAN_4-PL:dbCAN_4                      -3.727145e-04 -2.173309e-03
## CBM:dbCAN_4-PL:dbCAN_4                     -4.568329e-04 -1.826652e-03
## GH:dbCAN_4:HMMER-PL:dbCAN_4                -3.117023e-04 -1.556772e-03
## GT:dbCAN_4:HMMER-PL:dbCAN_4                -7.507846e-04 -2.065096e-03
## PL:dbCAN_4:HMMER-PL:dbCAN_4                -5.865207e-08 -1.631076e-03
## CE:dbCAN_4:HMMER-PL:dbCAN_4                -7.075635e-04 -2.448165e-03
## AA:dbCAN_4:HMMER-PL:dbCAN_4                -3.961992e-04 -2.196794e-03
## CBM:dbCAN_4:HMMER-PL:dbCAN_4               -1.069971e-03 -2.439790e-03
## GH:dbCAN_4:DIAMOND-PL:dbCAN_4              -1.385173e-04 -1.386203e-03
## GT:dbCAN_4:DIAMOND-PL:dbCAN_4              -2.529742e-04 -1.569273e-03
## PL:dbCAN_4:DIAMOND-PL:dbCAN_4               5.386674e-07 -1.630479e-03
## CE:dbCAN_4:DIAMOND-PL:dbCAN_4              -5.071955e-04 -2.276282e-03
## AA:dbCAN_4:DIAMOND-PL:dbCAN_4              -4.133490e-04 -2.213943e-03
## CBM:dbCAN_4:DIAMOND-PL:dbCAN_4             -2.930589e-04 -1.666498e-03
## GH:dbCAN_4:dbCAN-sub-PL:dbCAN_4            -2.072515e-04 -1.452962e-03
## GT:dbCAN_4:dbCAN-sub-PL:dbCAN_4            -3.976892e-04 -1.713988e-03
## PL:dbCAN_4:dbCAN-sub-PL:dbCAN_4             5.356162e-06 -1.625661e-03
## CE:dbCAN_4:dbCAN-sub-PL:dbCAN_4            -6.041191e-04 -2.344720e-03
## AA:dbCAN_4:dbCAN-sub-PL:dbCAN_4            -3.952763e-04 -2.195871e-03
## CBM:dbCAN_4:dbCAN-sub-PL:dbCAN_4           -4.673162e-04 -1.837135e-03
## GH:CUPP-PL:dbCAN_4                         -3.567744e-04 -1.604460e-03
## GT:CUPP-PL:dbCAN_4                         -7.328736e-04 -2.051209e-03
## PL:CUPP-PL:dbCAN_4                         -1.015688e-04 -1.732586e-03
## CE:CUPP-PL:dbCAN_4                         -7.825551e-04 -2.551642e-03
## AA:CUPP-PL:dbCAN_4                         -6.119554e-04 -2.412550e-03
## CBM:CUPP-PL:dbCAN_4                        -2.135012e-03 -3.508451e-03
## AA:dbCAN_4-CE:dbCAN_4                       2.319630e-04 -1.668462e-03
## CBM:dbCAN_4-CE:dbCAN_4                      1.478445e-04 -1.350781e-03
## GH:dbCAN_4:HMMER-CE:dbCAN_4                 2.929751e-04 -1.092548e-03
## GT:dbCAN_4:HMMER-CE:dbCAN_4                -1.461072e-04 -1.594171e-03
## PL:dbCAN_4:HMMER-CE:dbCAN_4                 6.046188e-04 -1.135982e-03
## CE:dbCAN_4:HMMER-CE:dbCAN_4                -1.028861e-04 -1.946569e-03
## AA:dbCAN_4:HMMER-CE:dbCAN_4                 2.084782e-04 -1.691947e-03
## CBM:dbCAN_4:HMMER-CE:dbCAN_4               -4.652937e-04 -1.963919e-03
## GH:dbCAN_4:DIAMOND-CE:dbCAN_4               4.661602e-04 -9.217139e-04
## GT:dbCAN_4:DIAMOND-CE:dbCAN_4               3.517032e-04 -1.098164e-03
## PL:dbCAN_4:DIAMOND-CE:dbCAN_4               6.052161e-04 -1.135385e-03
## CE:dbCAN_4:DIAMOND-CE:dbCAN_4               9.748193e-05 -1.773117e-03
## AA:dbCAN_4:DIAMOND-CE:dbCAN_4               1.913284e-04 -1.709096e-03
## CBM:dbCAN_4:DIAMOND-CE:dbCAN_4              3.116186e-04 -1.190317e-03
## GH:dbCAN_4:dbCAN-sub-CE:dbCAN_4             3.974260e-04 -9.886722e-04
## GT:dbCAN_4:dbCAN-sub-CE:dbCAN_4             2.069883e-04 -1.242879e-03
## PL:dbCAN_4:dbCAN-sub-CE:dbCAN_4             6.100336e-04 -1.130567e-03
## CE:dbCAN_4:dbCAN-sub-CE:dbCAN_4             5.584213e-07 -1.843125e-03
## AA:dbCAN_4:dbCAN-sub-CE:dbCAN_4             2.094011e-04 -1.691024e-03
## CBM:dbCAN_4:dbCAN-sub-CE:dbCAN_4            1.373613e-04 -1.361264e-03
## GH:CUPP-CE:dbCAN_4                          2.479030e-04 -1.139971e-03
## GT:CUPP-CE:dbCAN_4                         -1.281961e-04 -1.579914e-03
## PL:CUPP-CE:dbCAN_4                          5.031086e-04 -1.237492e-03
## CE:CUPP-CE:dbCAN_4                         -1.778777e-04 -2.048477e-03
## AA:CUPP-CE:dbCAN_4                         -7.277886e-06 -1.907703e-03
## CBM:CUPP-CE:dbCAN_4                        -1.530334e-03 -3.032270e-03
## CBM:dbCAN_4-AA:dbCAN_4                     -8.411844e-05 -1.652023e-03
## GH:dbCAN_4:HMMER-AA:dbCAN_4                 6.101216e-05 -1.399166e-03
## GT:dbCAN_4:HMMER-AA:dbCAN_4                -3.780701e-04 -1.897720e-03
## PL:dbCAN_4:HMMER-AA:dbCAN_4                 3.726559e-04 -1.427938e-03
## CE:dbCAN_4:HMMER-AA:dbCAN_4                -3.348490e-04 -2.235274e-03
## AA:dbCAN_4:HMMER-AA:dbCAN_4                -2.348474e-05 -1.979006e-03
## CBM:dbCAN_4:HMMER-AA:dbCAN_4               -6.972566e-04 -2.265162e-03
## GH:dbCAN_4:DIAMOND-AA:dbCAN_4               2.341972e-04 -1.228213e-03
## GT:dbCAN_4:DIAMOND-AA:dbCAN_4               1.197403e-04 -1.401629e-03
## PL:dbCAN_4:DIAMOND-AA:dbCAN_4               3.732532e-04 -1.427341e-03
## CE:dbCAN_4:DIAMOND-AA:dbCAN_4              -1.344810e-04 -2.061030e-03
## AA:dbCAN_4:DIAMOND-AA:dbCAN_4              -4.063452e-05 -1.996156e-03
## CBM:dbCAN_4:DIAMOND-AA:dbCAN_4              7.965561e-05 -1.491414e-03
## GH:dbCAN_4:dbCAN-sub-AA:dbCAN_4             1.654630e-04 -1.295261e-03
## GT:dbCAN_4:dbCAN-sub-AA:dbCAN_4            -2.497466e-05 -1.546344e-03
## PL:dbCAN_4:dbCAN-sub-AA:dbCAN_4             3.780707e-04 -1.422524e-03
## CE:dbCAN_4:dbCAN-sub-AA:dbCAN_4            -2.314045e-04 -2.131829e-03
## AA:dbCAN_4:dbCAN-sub-AA:dbCAN_4            -2.256184e-05 -1.978083e-03
## CBM:dbCAN_4:dbCAN-sub-AA:dbCAN_4           -9.460166e-05 -1.662507e-03
## GH:CUPP-AA:dbCAN_4                          1.594006e-05 -1.446470e-03
## GT:CUPP-AA:dbCAN_4                         -3.601591e-04 -1.883291e-03
## PL:CUPP-AA:dbCAN_4                          2.711457e-04 -1.529449e-03
## CE:CUPP-AA:dbCAN_4                         -4.098406e-04 -2.336389e-03
## AA:CUPP-AA:dbCAN_4                         -2.392409e-04 -2.194762e-03
## CBM:CUPP-AA:dbCAN_4                        -1.762297e-03 -3.333367e-03
## GH:dbCAN_4:HMMER-CBM:dbCAN_4                1.451306e-04 -7.303033e-04
## GT:dbCAN_4:HMMER-CBM:dbCAN_4               -2.939517e-04 -1.265342e-03
## PL:dbCAN_4:HMMER-CBM:dbCAN_4                4.567743e-04 -9.130444e-04
## CE:dbCAN_4:HMMER-CBM:dbCAN_4               -2.507306e-04 -1.749356e-03
## AA:dbCAN_4:HMMER-CBM:dbCAN_4                6.063370e-05 -1.507271e-03
## CBM:dbCAN_4:HMMER-CBM:dbCAN_4              -6.131382e-04 -1.658408e-03
## GH:dbCAN_4:DIAMOND-CBM:dbCAN_4              3.183157e-04 -5.608349e-04
## GT:dbCAN_4:DIAMOND-CBM:dbCAN_4              2.038587e-04 -7.702191e-04
## PL:dbCAN_4:DIAMOND-CBM:dbCAN_4              4.573716e-04 -9.124471e-04
## CE:dbCAN_4:DIAMOND-CBM:dbCAN_4             -5.036259e-05 -1.581981e-03
## AA:dbCAN_4:DIAMOND-CBM:dbCAN_4              4.348392e-05 -1.524421e-03
## CBM:dbCAN_4:DIAMOND-CBM:dbCAN_4             1.637740e-04 -8.862364e-04
## GH:dbCAN_4:dbCAN-sub-CBM:dbCAN_4            2.495815e-04 -6.267629e-04
## GT:dbCAN_4:dbCAN-sub-CBM:dbCAN_4            5.914378e-05 -9.149340e-04
## PL:dbCAN_4:dbCAN-sub-CBM:dbCAN_4            4.621891e-04 -9.076296e-04
## CE:dbCAN_4:dbCAN-sub-CBM:dbCAN_4           -1.472861e-04 -1.645911e-03
## AA:dbCAN_4:dbCAN-sub-CBM:dbCAN_4            6.155660e-05 -1.506348e-03
## CBM:dbCAN_4:dbCAN-sub-CBM:dbCAN_4          -1.048322e-05 -1.055753e-03
## GH:CUPP-CBM:dbCAN_4                         1.000585e-04 -7.790921e-04
## GT:CUPP-CBM:dbCAN_4                        -2.760407e-04 -1.252870e-03
## PL:CUPP-CBM:dbCAN_4                         3.552641e-04 -1.014555e-03
## CE:CUPP-CBM:dbCAN_4                        -3.257222e-04 -1.857340e-03
## AA:CUPP-CBM:dbCAN_4                        -1.551224e-04 -1.723027e-03
## CBM:CUPP-CBM:dbCAN_4                       -1.678179e-03 -2.728189e-03
## GT:dbCAN_4:HMMER-GH:dbCAN_4:HMMER          -4.390823e-04 -1.224827e-03
## PL:dbCAN_4:HMMER-GH:dbCAN_4:HMMER           3.116437e-04 -9.334260e-04
## CE:dbCAN_4:HMMER-GH:dbCAN_4:HMMER          -3.958612e-04 -1.781384e-03
## AA:dbCAN_4:HMMER-GH:dbCAN_4:HMMER          -8.449690e-05 -1.544675e-03
## CBM:dbCAN_4:HMMER-GH:dbCAN_4:HMMER         -7.582688e-04 -1.633703e-03
## GH:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER         1.731851e-04 -4.951719e-04
## GT:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER         5.872810e-05 -7.303364e-04
## PL:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER         3.122410e-04 -9.328287e-04
## CE:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER        -1.954932e-04 -1.616637e-03
## AA:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER        -1.016467e-04 -1.561825e-03
## CBM:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER        1.864345e-05 -8.624452e-04
## GH:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER       1.044509e-04 -5.602105e-04
## GT:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER      -8.598682e-05 -8.750514e-04
## PL:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER       3.170585e-04 -9.280112e-04
## CE:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER      -2.924167e-04 -1.677939e-03
## AA:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER      -8.357400e-05 -1.543752e-03
## CBM:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER     -1.556138e-04 -1.031048e-03
## GH:CUPP-GH:dbCAN_4:HMMER                   -4.507210e-05 -7.134291e-04
## GT:CUPP-GH:dbCAN_4:HMMER                   -4.211713e-04 -1.213629e-03
## PL:CUPP-GH:dbCAN_4:HMMER                    2.101335e-04 -1.034936e-03
## CE:CUPP-GH:dbCAN_4:HMMER                   -4.708528e-04 -1.891996e-03
## AA:CUPP-GH:dbCAN_4:HMMER                   -3.002530e-04 -1.760432e-03
## CBM:CUPP-GH:dbCAN_4:HMMER                  -1.823310e-03 -2.704398e-03
## PL:dbCAN_4:HMMER-GT:dbCAN_4:HMMER           7.507260e-04 -5.635852e-04
## CE:dbCAN_4:HMMER-GT:dbCAN_4:HMMER           4.322110e-05 -1.404843e-03
## AA:dbCAN_4:HMMER-GT:dbCAN_4:HMMER           3.545854e-04 -1.165065e-03
## CBM:dbCAN_4:HMMER-GT:dbCAN_4:HMMER         -3.191865e-04 -1.290577e-03
## GH:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER         6.122674e-04 -1.776164e-04
## GT:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER         4.978104e-04 -3.965263e-04
## PL:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER         7.513233e-04 -5.629879e-04
## CE:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER         2.435891e-04 -1.238593e-03
## AA:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER         3.374356e-04 -1.182215e-03
## CBM:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER        4.577257e-04 -5.187641e-04
## GH:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER       5.435332e-04 -2.432260e-04
## GT:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER       3.530955e-04 -5.412412e-04
## PL:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER       7.561408e-04 -5.581704e-04
## CE:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER       1.466656e-04 -1.301398e-03
## AA:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER       3.555083e-04 -1.164142e-03
## CBM:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER      2.834685e-04 -6.879222e-04
## GH:CUPP-GT:dbCAN_4:HMMER                    3.940102e-04 -3.958736e-04
## GT:CUPP-GT:dbCAN_4:HMMER                    1.791103e-05 -8.794212e-04
## PL:CUPP-GT:dbCAN_4:HMMER                    6.492158e-04 -6.650954e-04
## CE:CUPP-GT:dbCAN_4:HMMER                   -3.177052e-05 -1.513953e-03
## AA:CUPP-GT:dbCAN_4:HMMER                    1.388293e-04 -1.380821e-03
## CBM:CUPP-GT:dbCAN_4:HMMER                  -1.384227e-03 -2.360717e-03
## CE:dbCAN_4:HMMER-PL:dbCAN_4:HMMER          -7.075049e-04 -2.448106e-03
## AA:dbCAN_4:HMMER-PL:dbCAN_4:HMMER          -3.961406e-04 -2.196735e-03
## CBM:dbCAN_4:HMMER-PL:dbCAN_4:HMMER         -1.069912e-03 -2.439731e-03
## GH:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER        -1.384586e-04 -1.386144e-03
## GT:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER        -2.529156e-04 -1.569214e-03
## PL:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER         5.973195e-07 -1.630420e-03
## CE:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER        -5.071369e-04 -2.276224e-03
## AA:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER        -4.132904e-04 -2.213885e-03
## CBM:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER       -2.930002e-04 -1.666440e-03
## GH:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER      -2.071928e-04 -1.452903e-03
## GT:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER      -3.976305e-04 -1.713929e-03
## PL:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER       5.414814e-06 -1.625602e-03
## CE:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER      -6.040604e-04 -2.344661e-03
## AA:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER      -3.952177e-04 -2.195812e-03
## CBM:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER     -4.672575e-04 -1.837076e-03
## GH:CUPP-PL:dbCAN_4:HMMER                   -3.567158e-04 -1.604402e-03
## GT:CUPP-PL:dbCAN_4:HMMER                   -7.328149e-04 -2.051151e-03
## PL:CUPP-PL:dbCAN_4:HMMER                   -1.015102e-04 -1.732527e-03
## CE:CUPP-PL:dbCAN_4:HMMER                   -7.824965e-04 -2.551583e-03
## AA:CUPP-PL:dbCAN_4:HMMER                   -6.118967e-04 -2.412491e-03
## CBM:CUPP-PL:dbCAN_4:HMMER                  -2.134953e-03 -3.508393e-03
## AA:dbCAN_4:HMMER-CE:dbCAN_4:HMMER           3.113643e-04 -1.589061e-03
## CBM:dbCAN_4:HMMER-CE:dbCAN_4:HMMER         -3.624076e-04 -1.861033e-03
## GH:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER         5.690463e-04 -8.188278e-04
## GT:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER         4.545893e-04 -9.952784e-04
## PL:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER         7.081022e-04 -1.032499e-03
## CE:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER         2.003680e-04 -1.670231e-03
## AA:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER         2.942145e-04 -1.606210e-03
## CBM:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER        4.145046e-04 -1.087431e-03
## GH:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER       5.003121e-04 -8.857861e-04
## GT:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER       3.098744e-04 -1.139993e-03
## PL:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER       7.129197e-04 -1.027681e-03
## CE:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER       1.034445e-04 -1.740238e-03
## AA:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER       3.122872e-04 -1.588138e-03
## CBM:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER      2.402474e-04 -1.258378e-03
## GH:CUPP-CE:dbCAN_4:HMMER                    3.507891e-04 -1.037085e-03
## GT:CUPP-CE:dbCAN_4:HMMER                   -2.531007e-05 -1.477027e-03
## PL:CUPP-CE:dbCAN_4:HMMER                    6.059947e-04 -1.134606e-03
## CE:CUPP-CE:dbCAN_4:HMMER                   -7.499162e-05 -1.945591e-03
## AA:CUPP-CE:dbCAN_4:HMMER                    9.560817e-05 -1.804817e-03
## CBM:CUPP-CE:dbCAN_4:HMMER                  -1.427448e-03 -2.929384e-03
## CBM:dbCAN_4:HMMER-AA:dbCAN_4:HMMER         -6.737719e-04 -2.241677e-03
## GH:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER         2.576820e-04 -1.204728e-03
## GT:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER         1.432250e-04 -1.378144e-03
## PL:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER         3.967379e-04 -1.403856e-03
## CE:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER        -1.109963e-04 -2.037545e-03
## AA:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER        -1.714978e-05 -1.972671e-03
## CBM:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER        1.031403e-04 -1.467929e-03
## GH:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER       1.889478e-04 -1.271777e-03
## GT:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER      -1.489919e-06 -1.522859e-03
## PL:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER       4.015554e-04 -1.399039e-03
## CE:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER      -2.079198e-04 -2.108345e-03
## AA:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER       9.228983e-07 -1.954598e-03
## CBM:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER     -7.111692e-05 -1.639022e-03
## GH:CUPP-AA:dbCAN_4:HMMER                    3.942480e-05 -1.422985e-03
## GT:CUPP-AA:dbCAN_4:HMMER                   -3.366744e-04 -1.859806e-03
## PL:CUPP-AA:dbCAN_4:HMMER                    2.946304e-04 -1.505964e-03
## CE:CUPP-AA:dbCAN_4:HMMER                   -3.863559e-04 -2.312905e-03
## AA:CUPP-AA:dbCAN_4:HMMER                   -2.157561e-04 -2.171277e-03
## CBM:CUPP-AA:dbCAN_4:HMMER                  -1.738813e-03 -3.309882e-03
## GH:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER        9.314539e-04  5.230327e-05
## GT:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER        8.169969e-04 -1.570809e-04
## PL:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER        1.070510e-03 -2.993089e-04
## CE:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER        5.627756e-04 -9.688423e-04
## AA:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER        6.566221e-04 -9.112828e-04
## CBM:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER       7.769122e-04 -2.730982e-04
## GH:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER      8.627197e-04 -1.362469e-05
## GT:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER      6.722820e-04 -3.017958e-04
## PL:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER      1.075327e-03 -2.944914e-04
## CE:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER      4.658521e-04 -1.032773e-03
## AA:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER      6.746948e-04 -8.932102e-04
## CBM:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER     6.026550e-04 -4.426150e-04
## GH:CUPP-CBM:dbCAN_4:HMMER                   7.131967e-04 -1.659539e-04
## GT:CUPP-CBM:dbCAN_4:HMMER                   3.370975e-04 -6.397313e-04
## PL:CUPP-CBM:dbCAN_4:HMMER                   9.684023e-04 -4.014164e-04
## CE:CUPP-CBM:dbCAN_4:HMMER                   2.874160e-04 -1.244202e-03
## AA:CUPP-CBM:dbCAN_4:HMMER                   4.580158e-04 -1.109889e-03
## CBM:CUPP-CBM:dbCAN_4:HMMER                 -1.065041e-03 -2.115051e-03
## GT:dbCAN_4:DIAMOND-GH:dbCAN_4:DIAMOND      -1.144570e-04 -9.076430e-04
## PL:dbCAN_4:DIAMOND-GH:dbCAN_4:DIAMOND       1.390559e-04 -1.108630e-03
## CE:dbCAN_4:DIAMOND-GH:dbCAN_4:DIAMOND      -3.686783e-04 -1.792114e-03
## AA:dbCAN_4:DIAMOND-GH:dbCAN_4:DIAMOND      -2.748318e-04 -1.737242e-03
## CBM:dbCAN_4:DIAMOND-GH:dbCAN_4:DIAMOND     -1.545416e-04 -1.039323e-03
## GH:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND    -6.873420e-05 -7.382832e-04
## GT:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND    -2.591719e-04 -1.052358e-03
## PL:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND     1.438734e-04 -1.103812e-03
## CE:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND    -4.656018e-04 -1.853476e-03
## AA:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND    -2.567591e-04 -1.719169e-03
## CBM:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND   -3.287989e-04 -1.207949e-03
## GH:CUPP-GH:dbCAN_4:DIAMOND                 -2.182572e-04 -8.914750e-04
## GT:CUPP-GH:dbCAN_4:DIAMOND                 -5.943563e-04 -1.390918e-03
## PL:CUPP-GH:dbCAN_4:DIAMOND                  3.694845e-05 -1.210737e-03
## CE:CUPP-GH:dbCAN_4:DIAMOND                 -6.440379e-04 -2.067474e-03
## AA:CUPP-GH:dbCAN_4:DIAMOND                 -4.734381e-04 -1.935848e-03
## CBM:CUPP-GH:dbCAN_4:DIAMOND                -1.996495e-03 -2.881276e-03
## PL:dbCAN_4:DIAMOND-GT:dbCAN_4:DIAMOND       2.535129e-04 -1.062786e-03
## CE:dbCAN_4:DIAMOND-GT:dbCAN_4:DIAMOND      -2.542213e-04 -1.738166e-03
## AA:dbCAN_4:DIAMOND-GT:dbCAN_4:DIAMOND      -1.603748e-04 -1.681744e-03
## CBM:dbCAN_4:DIAMOND-GT:dbCAN_4:DIAMOND     -4.008465e-05 -1.019248e-03
## GH:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND     4.572278e-05 -7.443517e-04
## GT:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND    -1.447149e-04 -1.041970e-03
## PL:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND     2.583304e-04 -1.057968e-03
## CE:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND    -3.511448e-04 -1.801012e-03
## AA:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND    -1.423021e-04 -1.663671e-03
## CBM:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND   -2.143419e-04 -1.188420e-03
## GH:CUPP-GT:dbCAN_4:DIAMOND                 -1.038002e-04 -8.969862e-04
## GT:CUPP-GT:dbCAN_4:DIAMOND                 -4.798994e-04 -1.380140e-03
## PL:CUPP-GT:dbCAN_4:DIAMOND                  1.514054e-04 -1.164893e-03
## CE:CUPP-GT:dbCAN_4:DIAMOND                 -5.295809e-04 -2.013526e-03
## AA:CUPP-GT:dbCAN_4:DIAMOND                 -3.589811e-04 -1.880350e-03
## CBM:CUPP-GT:dbCAN_4:DIAMOND                -1.882038e-03 -2.861201e-03
## CE:dbCAN_4:DIAMOND-PL:dbCAN_4:DIAMOND      -5.077342e-04 -2.276821e-03
## AA:dbCAN_4:DIAMOND-PL:dbCAN_4:DIAMOND      -4.138877e-04 -2.214482e-03
## CBM:dbCAN_4:DIAMOND-PL:dbCAN_4:DIAMOND     -2.935976e-04 -1.667037e-03
## GH:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND    -2.077901e-04 -1.453500e-03
## GT:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND    -3.982278e-04 -1.714526e-03
## PL:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND     4.817495e-06 -1.626200e-03
## CE:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND    -6.046577e-04 -2.345259e-03
## AA:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND    -3.958150e-04 -2.196409e-03
## CBM:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND   -4.678548e-04 -1.837674e-03
## GH:CUPP-PL:dbCAN_4:DIAMOND                 -3.573131e-04 -1.604999e-03
## GT:CUPP-PL:dbCAN_4:DIAMOND                 -7.334123e-04 -2.051748e-03
## PL:CUPP-PL:dbCAN_4:DIAMOND                 -1.021075e-04 -1.733125e-03
## CE:CUPP-PL:dbCAN_4:DIAMOND                 -7.830938e-04 -2.552180e-03
## AA:CUPP-PL:dbCAN_4:DIAMOND                 -6.124940e-04 -2.413088e-03
## CBM:CUPP-PL:dbCAN_4:DIAMOND                -2.135551e-03 -3.508990e-03
## AA:dbCAN_4:DIAMOND-CE:dbCAN_4:DIAMOND       9.384652e-05 -1.832702e-03
## CBM:dbCAN_4:DIAMOND-CE:dbCAN_4:DIAMOND      2.141366e-04 -1.320720e-03
## GH:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND     2.999441e-04 -1.121760e-03
## GT:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND     1.095064e-04 -1.374438e-03
## PL:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND     5.125517e-04 -1.256535e-03
## CE:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND    -9.692351e-05 -1.967523e-03
## AA:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND     1.119192e-04 -1.814630e-03
## CBM:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND    3.987937e-05 -1.491739e-03
## GH:CUPP-CE:dbCAN_4:DIAMOND                  1.504211e-04 -1.273015e-03
## GT:CUPP-CE:dbCAN_4:DIAMOND                 -2.256781e-04 -1.711430e-03
## PL:CUPP-CE:dbCAN_4:DIAMOND                  4.056267e-04 -1.363460e-03
## CE:CUPP-CE:dbCAN_4:DIAMOND                 -2.753596e-04 -2.172494e-03
## AA:CUPP-CE:dbCAN_4:DIAMOND                 -1.047598e-04 -2.031309e-03
## CBM:CUPP-CE:dbCAN_4:DIAMOND                -1.627816e-03 -3.162673e-03
## CBM:dbCAN_4:DIAMOND-AA:dbCAN_4:DIAMOND      1.202901e-04 -1.450779e-03
## GH:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND     2.060976e-04 -1.254627e-03
## GT:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND     1.565986e-05 -1.505709e-03
## PL:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND     4.187052e-04 -1.381889e-03
## CE:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND    -1.907700e-04 -2.091195e-03
## AA:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND     1.807268e-05 -1.937448e-03
## CBM:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND   -5.396714e-05 -1.621872e-03
## GH:CUPP-AA:dbCAN_4:DIAMOND                  5.657458e-05 -1.405835e-03
## GT:CUPP-AA:dbCAN_4:DIAMOND                 -3.195246e-04 -1.842657e-03
## PL:CUPP-AA:dbCAN_4:DIAMOND                  3.117802e-04 -1.488814e-03
## CE:CUPP-AA:dbCAN_4:DIAMOND                 -3.692061e-04 -2.295755e-03
## AA:CUPP-AA:dbCAN_4:DIAMOND                 -1.986063e-04 -2.154127e-03
## CBM:CUPP-AA:dbCAN_4:DIAMOND                -1.721663e-03 -3.292732e-03
## GH:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND    8.580743e-05 -7.961858e-04
## GT:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND   -1.046303e-04 -1.083793e-03
## PL:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND    2.984151e-04 -1.075024e-03
## CE:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND   -3.110602e-04 -1.812996e-03
## AA:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND   -1.022174e-04 -1.673287e-03
## CBM:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND  -1.742573e-04 -1.224268e-03
## GH:CUPP-CBM:dbCAN_4:DIAMOND                -6.371555e-05 -9.484971e-04
## GT:CUPP-CBM:dbCAN_4:DIAMOND                -4.398147e-04 -1.421715e-03
## PL:CUPP-CBM:dbCAN_4:DIAMOND                 1.914901e-04 -1.181949e-03
## CE:CUPP-CBM:dbCAN_4:DIAMOND                -4.894963e-04 -2.024353e-03
## AA:CUPP-CBM:dbCAN_4:DIAMOND                -3.188965e-04 -1.889966e-03
## CBM:CUPP-CBM:dbCAN_4:DIAMOND               -1.841953e-03 -2.896683e-03
## GT:dbCAN_4:dbCAN-sub-GH:dbCAN_4:dbCAN-sub  -1.904377e-04 -9.805122e-04
## PL:dbCAN_4:dbCAN-sub-GH:dbCAN_4:dbCAN-sub   2.126076e-04 -1.033102e-03
## CE:dbCAN_4:dbCAN-sub-GH:dbCAN_4:dbCAN-sub  -3.968676e-04 -1.782966e-03
## AA:dbCAN_4:dbCAN-sub-GH:dbCAN_4:dbCAN-sub  -1.880249e-04 -1.648749e-03
## CBM:dbCAN_4:dbCAN-sub-GH:dbCAN_4:dbCAN-sub -2.600647e-04 -1.136409e-03
## GH:CUPP-GH:dbCAN_4:dbCAN-sub               -1.495230e-04 -8.190720e-04
## GT:CUPP-GH:dbCAN_4:dbCAN-sub               -5.256221e-04 -1.319086e-03
## PL:CUPP-GH:dbCAN_4:dbCAN-sub                1.056826e-04 -1.140027e-03
## CE:CUPP-GH:dbCAN_4:dbCAN-sub               -5.753037e-04 -1.997008e-03
## AA:CUPP-GH:dbCAN_4:dbCAN-sub               -4.047039e-04 -1.865428e-03
## CBM:CUPP-GH:dbCAN_4:dbCAN-sub              -1.927760e-03 -2.809754e-03
## PL:dbCAN_4:dbCAN-sub-GT:dbCAN_4:dbCAN-sub   4.030453e-04 -9.132531e-04
## CE:dbCAN_4:dbCAN-sub-GT:dbCAN_4:dbCAN-sub  -2.064299e-04 -1.656298e-03
## AA:dbCAN_4:dbCAN-sub-GT:dbCAN_4:dbCAN-sub   2.412817e-06 -1.518956e-03
## CBM:dbCAN_4:dbCAN-sub-GT:dbCAN_4:dbCAN-sub -6.962700e-05 -1.043705e-03
## GH:CUPP-GT:dbCAN_4:dbCAN-sub                4.091472e-05 -7.522713e-04
## GT:CUPP-GT:dbCAN_4:dbCAN-sub               -3.351844e-04 -1.235425e-03
## PL:CUPP-GT:dbCAN_4:dbCAN-sub                2.961203e-04 -1.020178e-03
## CE:CUPP-GT:dbCAN_4:dbCAN-sub               -3.848660e-04 -1.868811e-03
## AA:CUPP-GT:dbCAN_4:dbCAN-sub               -2.142662e-04 -1.735635e-03
## CBM:CUPP-GT:dbCAN_4:dbCAN-sub              -1.737323e-03 -2.716486e-03
## CE:dbCAN_4:dbCAN-sub-PL:dbCAN_4:dbCAN-sub  -6.094752e-04 -2.350076e-03
## AA:dbCAN_4:dbCAN-sub-PL:dbCAN_4:dbCAN-sub  -4.006325e-04 -2.201227e-03
## CBM:dbCAN_4:dbCAN-sub-PL:dbCAN_4:dbCAN-sub -4.726723e-04 -1.842491e-03
## GH:CUPP-PL:dbCAN_4:dbCAN-sub               -3.621306e-04 -1.609816e-03
## GT:CUPP-PL:dbCAN_4:dbCAN-sub               -7.382298e-04 -2.056565e-03
## PL:CUPP-PL:dbCAN_4:dbCAN-sub               -1.069250e-04 -1.737942e-03
## CE:CUPP-PL:dbCAN_4:dbCAN-sub               -7.879113e-04 -2.556998e-03
## AA:CUPP-PL:dbCAN_4:dbCAN-sub               -6.173115e-04 -2.417906e-03
## CBM:CUPP-PL:dbCAN_4:dbCAN-sub              -2.140368e-03 -3.513807e-03
## AA:dbCAN_4:dbCAN-sub-CE:dbCAN_4:dbCAN-sub   2.088427e-04 -1.691582e-03
## CBM:dbCAN_4:dbCAN-sub-CE:dbCAN_4:dbCAN-sub  1.368029e-04 -1.361822e-03
## GH:CUPP-CE:dbCAN_4:dbCAN-sub                2.473446e-04 -1.140529e-03
## GT:CUPP-CE:dbCAN_4:dbCAN-sub               -1.287545e-04 -1.580472e-03
## PL:CUPP-CE:dbCAN_4:dbCAN-sub                5.025502e-04 -1.238051e-03
## CE:CUPP-CE:dbCAN_4:dbCAN-sub               -1.784361e-04 -2.049036e-03
## AA:CUPP-CE:dbCAN_4:dbCAN-sub               -7.836307e-06 -1.908261e-03
## CBM:CUPP-CE:dbCAN_4:dbCAN-sub              -1.530893e-03 -3.032828e-03
## CBM:dbCAN_4:dbCAN-sub-AA:dbCAN_4:dbCAN-sub -7.203982e-05 -1.639945e-03
## GH:CUPP-AA:dbCAN_4:dbCAN-sub                3.850190e-05 -1.423908e-03
## GT:CUPP-AA:dbCAN_4:dbCAN-sub               -3.375973e-04 -1.860729e-03
## PL:CUPP-AA:dbCAN_4:dbCAN-sub                2.937075e-04 -1.506887e-03
## CE:CUPP-AA:dbCAN_4:dbCAN-sub               -3.872788e-04 -2.313828e-03
## AA:CUPP-AA:dbCAN_4:dbCAN-sub               -2.166790e-04 -2.172200e-03
## CBM:CUPP-AA:dbCAN_4:dbCAN-sub              -1.739736e-03 -3.310805e-03
## GH:CUPP-CBM:dbCAN_4:dbCAN-sub               1.105417e-04 -7.686089e-04
## GT:CUPP-CBM:dbCAN_4:dbCAN-sub              -2.655574e-04 -1.242386e-03
## PL:CUPP-CBM:dbCAN_4:dbCAN-sub               3.657473e-04 -1.004071e-03
## CE:CUPP-CBM:dbCAN_4:dbCAN-sub              -3.152390e-04 -1.846857e-03
## AA:CUPP-CBM:dbCAN_4:dbCAN-sub              -1.446392e-04 -1.712544e-03
## CBM:CUPP-CBM:dbCAN_4:dbCAN-sub             -1.667696e-03 -2.717706e-03
## GT:CUPP-GH:CUPP                            -3.760992e-04 -1.172661e-03
## PL:CUPP-GH:CUPP                             2.552056e-04 -9.924802e-04
## CE:CUPP-GH:CUPP                            -4.257807e-04 -1.849217e-03
## AA:CUPP-GH:CUPP                            -2.551809e-04 -1.717591e-03
## CBM:CUPP-GH:CUPP                           -1.778237e-03 -2.663019e-03
## PL:CUPP-GT:CUPP                             6.313048e-04 -6.870308e-04
## CE:CUPP-GT:CUPP                            -4.968155e-05 -1.535434e-03
## AA:CUPP-GT:CUPP                             1.209182e-04 -1.402214e-03
## CBM:CUPP-GT:CUPP                           -1.402138e-03 -2.384038e-03
## CE:CUPP-PL:CUPP                            -6.809863e-04 -2.450073e-03
## AA:CUPP-PL:CUPP                            -5.103865e-04 -2.310981e-03
## CBM:CUPP-PL:CUPP                           -2.033443e-03 -3.406883e-03
## AA:CUPP-CE:CUPP                             1.705998e-04 -1.755949e-03
## CBM:CUPP-CE:CUPP                           -1.352457e-03 -2.887314e-03
## CBM:CUPP-AA:CUPP                           -1.523056e-03 -3.094126e-03
##                                                      upr     p adj
## GT:dbCAN_4-GH:dbCAN_4                       5.970141e-04 1.0000000
## PL:dbCAN_4-GH:dbCAN_4                       1.442297e-03 1.0000000
## CE:dbCAN_4-GH:dbCAN_4                       9.779417e-04 0.9999997
## AA:dbCAN_4-GH:dbCAN_4                       1.284501e-03 1.0000000
## CBM:dbCAN_4-GH:dbCAN_4                      6.163716e-04 0.9999996
## GH:dbCAN_4:HMMER-GH:dbCAN_4                 5.501126e-04 1.0000000
## GT:dbCAN_4:HMMER-GH:dbCAN_4                 2.329396e-04 0.6727377
## PL:dbCAN_4:HMMER-GH:dbCAN_4                 1.442238e-03 1.0000000
## CE:dbCAN_4:HMMER-GH:dbCAN_4                 8.750556e-04 0.9999562
## AA:dbCAN_4:HMMER-GH:dbCAN_4                 1.261016e-03 1.0000000
## CBM:dbCAN_4:HMMER-GH:dbCAN_4                3.233368e-06 0.0523838
## GH:dbCAN_4:DIAMOND-GH:dbCAN_4               7.281764e-04 1.0000000
## GT:dbCAN_4:DIAMOND-GH:dbCAN_4               7.340610e-04 1.0000000
## PL:dbCAN_4:DIAMOND-GH:dbCAN_4               1.442835e-03 1.0000000
## CE:dbCAN_4:DIAMOND-GH:dbCAN_4               1.111015e-03 1.0000000
## AA:dbCAN_4:DIAMOND-GH:dbCAN_4               1.243867e-03 1.0000000
## CBM:dbCAN_4:DIAMOND-GH:dbCAN_4              7.857886e-04 1.0000000
## GH:dbCAN_4:dbCAN-sub-GH:dbCAN_4             6.557599e-04 1.0000000
## GT:dbCAN_4:dbCAN-sub-GH:dbCAN_4             5.893461e-04 1.0000000
## PL:dbCAN_4:dbCAN-sub-GH:dbCAN_4             1.447653e-03 1.0000000
## CE:dbCAN_4:dbCAN-sub-GH:dbCAN_4             9.785001e-04 0.9999997
## AA:dbCAN_4:dbCAN-sub-GH:dbCAN_4             1.261939e-03 1.0000000
## CBM:dbCAN_4:dbCAN-sub-GH:dbCAN_4            6.058883e-04 0.9999990
## GH:CUPP-GH:dbCAN_4                          5.099193e-04 1.0000000
## GT:CUPP-GH:dbCAN_4                          2.575466e-04 0.7537370
## PL:CUPP-GH:dbCAN_4                          1.340728e-03 1.0000000
## CE:CUPP-GH:dbCAN_4                          8.356557e-04 0.9996250
## AA:CUPP-GH:dbCAN_4                          1.045260e-03 0.9999999
## CBM:CUPP-GH:dbCAN_4                        -1.056164e-03 0.0000000
## PL:dbCAN_4-GT:dbCAN_4                       1.706320e-03 0.9999996
## CE:dbCAN_4-GT:dbCAN_4                       1.235211e-03 1.0000000
## AA:dbCAN_4-GT:dbCAN_4                       1.538676e-03 1.0000000
## CBM:dbCAN_4-GT:dbCAN_4                      9.072660e-04 1.0000000
## GH:dbCAN_4:HMMER-GT:dbCAN_4                 8.673834e-04 1.0000000
## GT:dbCAN_4:HMMER-GT:dbCAN_4                 5.335732e-04 0.9997515
## PL:dbCAN_4:HMMER-GT:dbCAN_4                 1.706261e-03 0.9999996
## CE:dbCAN_4:HMMER-GT:dbCAN_4                 1.132325e-03 1.0000000
## AA:dbCAN_4:HMMER-GT:dbCAN_4                 1.515191e-03 1.0000000
## CBM:dbCAN_4:HMMER-GT:dbCAN_4                2.941278e-04 0.6912295
## GH:dbCAN_4:DIAMOND-GT:dbCAN_4               1.044690e-03 0.9999983
## GT:dbCAN_4:DIAMOND-GT:dbCAN_4               1.034302e-03 1.0000000
## PL:dbCAN_4:DIAMOND-GT:dbCAN_4               1.706858e-03 0.9999996
## CE:dbCAN_4:DIAMOND-GT:dbCAN_4               1.366770e-03 1.0000000
## AA:dbCAN_4:DIAMOND-GT:dbCAN_4               1.498041e-03 1.0000000
## CBM:dbCAN_4:DIAMOND-GT:dbCAN_4              1.076125e-03 1.0000000
## GH:dbCAN_4:dbCAN-sub-GT:dbCAN_4             9.728442e-04 1.0000000
## GT:dbCAN_4:dbCAN-sub-GT:dbCAN_4             8.895866e-04 1.0000000
## PL:dbCAN_4:dbCAN-sub-GT:dbCAN_4             1.711676e-03 0.9999995
## CE:dbCAN_4:dbCAN-sub-GT:dbCAN_4             1.235770e-03 1.0000000
## AA:dbCAN_4:dbCAN-sub-GT:dbCAN_4             1.516114e-03 1.0000000
## CBM:dbCAN_4:dbCAN-sub-GT:dbCAN_4            8.967828e-04 1.0000000
## GH:CUPP-GT:dbCAN_4                          8.264327e-04 1.0000000
## GT:CUPP-GT:dbCAN_4                          5.573880e-04 0.9999177
## PL:CUPP-GT:dbCAN_4                          1.604751e-03 1.0000000
## CE:CUPP-GT:dbCAN_4                          1.091411e-03 1.0000000
## AA:CUPP-GT:dbCAN_4                          1.299435e-03 1.0000000
## CBM:CUPP-GT:dbCAN_4                        -7.658277e-04 0.0000000
## CE:dbCAN_4-PL:dbCAN_4                       1.135924e-03 0.9999874
## AA:dbCAN_4-PL:dbCAN_4                       1.427880e-03 1.0000000
## CBM:dbCAN_4-PL:dbCAN_4                      9.129858e-04 0.9999947
## GH:dbCAN_4:HMMER-PL:dbCAN_4                 9.333674e-04 1.0000000
## GT:dbCAN_4:HMMER-PL:dbCAN_4                 5.635266e-04 0.9494137
## PL:dbCAN_4:HMMER-PL:dbCAN_4                 1.630959e-03 1.0000000
## CE:dbCAN_4:HMMER-PL:dbCAN_4                 1.033038e-03 0.9997131
## AA:dbCAN_4:HMMER-PL:dbCAN_4                 1.404395e-03 1.0000000
## CBM:dbCAN_4:HMMER-PL:dbCAN_4                2.998476e-04 0.4370459
## GH:dbCAN_4:DIAMOND-PL:dbCAN_4               1.109169e-03 1.0000000
## GT:dbCAN_4:DIAMOND-PL:dbCAN_4               1.063324e-03 1.0000000
## PL:dbCAN_4:DIAMOND-PL:dbCAN_4               1.631556e-03 1.0000000
## CE:dbCAN_4:DIAMOND-PL:dbCAN_4               1.261891e-03 0.9999998
## AA:dbCAN_4:DIAMOND-PL:dbCAN_4               1.387245e-03 1.0000000
## CBM:dbCAN_4:DIAMOND-PL:dbCAN_4              1.080381e-03 1.0000000
## GH:dbCAN_4:dbCAN-sub-PL:dbCAN_4             1.038459e-03 1.0000000
## GT:dbCAN_4:dbCAN-sub-PL:dbCAN_4             9.186093e-04 0.9999994
## PL:dbCAN_4:dbCAN-sub-PL:dbCAN_4             1.636373e-03 1.0000000
## CE:dbCAN_4:dbCAN-sub-PL:dbCAN_4             1.136482e-03 0.9999876
## AA:dbCAN_4:dbCAN-sub-PL:dbCAN_4             1.405318e-03 1.0000000
## CBM:dbCAN_4:dbCAN-sub-PL:dbCAN_4            9.025026e-04 0.9999914
## GH:CUPP-PL:dbCAN_4                          8.909113e-04 0.9999998
## GT:CUPP-PL:dbCAN_4                          5.854620e-04 0.9632725
## PL:CUPP-PL:dbCAN_4                          1.529448e-03 1.0000000
## CE:CUPP-PL:dbCAN_4                          9.865315e-04 0.9987064
## AA:CUPP-PL:dbCAN_4                          1.188639e-03 0.9999921
## CBM:CUPP-PL:dbCAN_4                        -7.615724e-04 0.0000027
## AA:dbCAN_4-CE:dbCAN_4                       2.132388e-03 1.0000000
## CBM:dbCAN_4-CE:dbCAN_4                      1.646470e-03 1.0000000
## GH:dbCAN_4:HMMER-CE:dbCAN_4                 1.678498e-03 1.0000000
## GT:dbCAN_4:HMMER-CE:dbCAN_4                 1.301957e-03 1.0000000
## PL:dbCAN_4:HMMER-CE:dbCAN_4                 2.345220e-03 0.9999874
## CE:dbCAN_4:HMMER-CE:dbCAN_4                 1.740797e-03 1.0000000
## AA:dbCAN_4:HMMER-CE:dbCAN_4                 2.108903e-03 1.0000000
## CBM:dbCAN_4:HMMER-CE:dbCAN_4                1.033332e-03 0.9999989
## GH:dbCAN_4:DIAMOND-CE:dbCAN_4               1.854034e-03 0.9999938
## GT:dbCAN_4:DIAMOND-CE:dbCAN_4               1.801571e-03 1.0000000
## PL:dbCAN_4:DIAMOND-CE:dbCAN_4               2.345817e-03 0.9999871
## CE:dbCAN_4:DIAMOND-CE:dbCAN_4               1.968081e-03 1.0000000
## AA:dbCAN_4:DIAMOND-CE:dbCAN_4               2.091753e-03 1.0000000
## CBM:dbCAN_4:DIAMOND-CE:dbCAN_4              1.813554e-03 1.0000000
## GH:dbCAN_4:dbCAN-sub-CE:dbCAN_4             1.783524e-03 0.9999998
## GT:dbCAN_4:dbCAN-sub-CE:dbCAN_4             1.656856e-03 1.0000000
## PL:dbCAN_4:dbCAN-sub-CE:dbCAN_4             2.350635e-03 0.9999848
## CE:dbCAN_4:dbCAN-sub-CE:dbCAN_4             1.844241e-03 1.0000000
## AA:dbCAN_4:dbCAN-sub-CE:dbCAN_4             2.109826e-03 1.0000000
## CBM:dbCAN_4:dbCAN-sub-CE:dbCAN_4            1.635987e-03 1.0000000
## GH:CUPP-CE:dbCAN_4                          1.635777e-03 1.0000000
## GT:CUPP-CE:dbCAN_4                          1.323521e-03 1.0000000
## PL:CUPP-CE:dbCAN_4                          2.243710e-03 0.9999998
## CE:CUPP-CE:dbCAN_4                          1.692722e-03 1.0000000
## AA:CUPP-CE:dbCAN_4                          1.893147e-03 1.0000000
## CBM:CUPP-CE:dbCAN_4                        -2.839874e-05 0.0391861
## CBM:dbCAN_4-AA:dbCAN_4                      1.483787e-03 1.0000000
## GH:dbCAN_4:HMMER-AA:dbCAN_4                 1.521191e-03 1.0000000
## GT:dbCAN_4:HMMER-AA:dbCAN_4                 1.141580e-03 1.0000000
## PL:dbCAN_4:HMMER-AA:dbCAN_4                 2.173250e-03 1.0000000
## CE:dbCAN_4:HMMER-AA:dbCAN_4                 1.565576e-03 1.0000000
## AA:dbCAN_4:HMMER-AA:dbCAN_4                 1.932036e-03 1.0000000
## CBM:dbCAN_4:HMMER-AA:dbCAN_4                8.706483e-04 0.9985843
## GH:dbCAN_4:DIAMOND-AA:dbCAN_4               1.696607e-03 1.0000000
## GT:dbCAN_4:DIAMOND-AA:dbCAN_4               1.641109e-03 1.0000000
## PL:dbCAN_4:DIAMOND-AA:dbCAN_4               2.173848e-03 1.0000000
## CE:dbCAN_4:DIAMOND-AA:dbCAN_4               1.792068e-03 1.0000000
## AA:dbCAN_4:DIAMOND-AA:dbCAN_4               1.914887e-03 1.0000000
## CBM:dbCAN_4:DIAMOND-AA:dbCAN_4              1.650725e-03 1.0000000
## GH:dbCAN_4:dbCAN-sub-AA:dbCAN_4             1.626188e-03 1.0000000
## GT:dbCAN_4:dbCAN-sub-AA:dbCAN_4             1.496395e-03 1.0000000
## PL:dbCAN_4:dbCAN-sub-AA:dbCAN_4             2.178665e-03 1.0000000
## CE:dbCAN_4:dbCAN-sub-AA:dbCAN_4             1.669020e-03 1.0000000
## AA:dbCAN_4:dbCAN-sub-AA:dbCAN_4             1.932959e-03 1.0000000
## CBM:dbCAN_4:dbCAN-sub-AA:dbCAN_4            1.473303e-03 1.0000000
## GH:CUPP-AA:dbCAN_4                          1.478350e-03 1.0000000
## GT:CUPP-AA:dbCAN_4                          1.162973e-03 1.0000000
## PL:CUPP-AA:dbCAN_4                          2.071740e-03 1.0000000
## CE:CUPP-AA:dbCAN_4                          1.516708e-03 1.0000000
## AA:CUPP-AA:dbCAN_4                          1.716280e-03 1.0000000
## CBM:CUPP-AA:dbCAN_4                        -1.912281e-04 0.0091337
## GH:dbCAN_4:HMMER-CBM:dbCAN_4                1.020565e-03 1.0000000
## GT:dbCAN_4:HMMER-CBM:dbCAN_4                6.774390e-04 0.9999994
## PL:dbCAN_4:HMMER-CBM:dbCAN_4                1.826593e-03 0.9999947
## CE:dbCAN_4:HMMER-CBM:dbCAN_4                1.247895e-03 1.0000000
## AA:dbCAN_4:HMMER-CBM:dbCAN_4                1.628539e-03 1.0000000
## CBM:dbCAN_4:HMMER-CBM:dbCAN_4               4.321318e-04 0.9320562
## GH:dbCAN_4:DIAMOND-CBM:dbCAN_4              1.197466e-03 0.9999701
## GT:dbCAN_4:DIAMOND-CBM:dbCAN_4              1.177936e-03 1.0000000
## PL:dbCAN_4:DIAMOND-CBM:dbCAN_4              1.827190e-03 0.9999946
## CE:dbCAN_4:DIAMOND-CBM:dbCAN_4              1.481255e-03 1.0000000
## AA:dbCAN_4:DIAMOND-CBM:dbCAN_4              1.611389e-03 1.0000000
## CBM:dbCAN_4:DIAMOND-CBM:dbCAN_4             1.213784e-03 1.0000000
## GH:dbCAN_4:dbCAN-sub-CBM:dbCAN_4            1.125926e-03 0.9999998
## GT:dbCAN_4:dbCAN-sub-CBM:dbCAN_4            1.033222e-03 1.0000000
## PL:dbCAN_4:dbCAN-sub-CBM:dbCAN_4            1.832008e-03 0.9999932
## CE:dbCAN_4:dbCAN-sub-CBM:dbCAN_4            1.351339e-03 1.0000000
## AA:dbCAN_4:dbCAN-sub-CBM:dbCAN_4            1.629462e-03 1.0000000
## CBM:dbCAN_4:dbCAN-sub-CBM:dbCAN_4           1.034787e-03 1.0000000
## GH:CUPP-CBM:dbCAN_4                         9.792091e-04 1.0000000
## GT:CUPP-CBM:dbCAN_4                         7.007882e-04 0.9999999
## PL:CUPP-CBM:dbCAN_4                         1.725083e-03 1.0000000
## CE:CUPP-CBM:dbCAN_4                         1.205896e-03 1.0000000
## AA:CUPP-CBM:dbCAN_4                         1.412783e-03 1.0000000
## CBM:CUPP-CBM:dbCAN_4                       -6.281685e-04 0.0000010
## GT:dbCAN_4:HMMER-GH:dbCAN_4:HMMER           3.466627e-04 0.9608985
## PL:dbCAN_4:HMMER-GH:dbCAN_4:HMMER           1.556713e-03 1.0000000
## CE:dbCAN_4:HMMER-GH:dbCAN_4:HMMER           9.896616e-04 0.9999998
## AA:dbCAN_4:HMMER-GH:dbCAN_4:HMMER           1.375682e-03 1.0000000
## CBM:dbCAN_4:HMMER-GH:dbCAN_4:HMMER          1.171651e-04 0.2196818
## GH:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER         8.415420e-04 1.0000000
## GT:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER         8.477926e-04 1.0000000
## PL:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER         1.557311e-03 1.0000000
## CE:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER         1.225650e-03 1.0000000
## AA:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER         1.358532e-03 1.0000000
## CBM:dbCAN_4:DIAMOND-GH:dbCAN_4:HMMER        8.997321e-04 1.0000000
## GH:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER       7.691122e-04 1.0000000
## GT:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER       7.030777e-04 1.0000000
## PL:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER       1.562128e-03 1.0000000
## CE:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER       1.093106e-03 1.0000000
## AA:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER       1.376604e-03 1.0000000
## CBM:dbCAN_4:dbCAN-sub-GH:dbCAN_4:HMMER      7.198201e-04 1.0000000
## GH:CUPP-GH:dbCAN_4:HMMER                    6.232849e-04 1.0000000
## GT:CUPP-GH:dbCAN_4:HMMER                    3.712869e-04 0.9791685
## PL:CUPP-GH:dbCAN_4:HMMER                    1.455203e-03 1.0000000
## CE:CUPP-GH:dbCAN_4:HMMER                    9.502907e-04 0.9999954
## AA:CUPP-GH:dbCAN_4:HMMER                    1.159925e-03 1.0000000
## CBM:CUPP-GH:dbCAN_4:HMMER                  -9.422209e-04 0.0000000
## PL:dbCAN_4:HMMER-GT:dbCAN_4:HMMER           2.065037e-03 0.9494589
## CE:dbCAN_4:HMMER-GT:dbCAN_4:HMMER           1.491285e-03 1.0000000
## AA:dbCAN_4:HMMER-GT:dbCAN_4:HMMER           1.874236e-03 1.0000000
## CBM:dbCAN_4:HMMER-GT:dbCAN_4:HMMER          6.522042e-04 0.9999962
## GH:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER         1.402151e-03 0.4549287
## GT:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER         1.392147e-03 0.9626963
## PL:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER         2.065634e-03 0.9489971
## CE:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER         1.725771e-03 1.0000000
## AA:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER         1.857086e-03 1.0000000
## CBM:dbCAN_4:DIAMOND-GT:dbCAN_4:HMMER        1.434216e-03 0.9966415
## GH:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER       1.330292e-03 0.7120363
## GT:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER       1.247432e-03 0.9998345
## PL:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER       2.070452e-03 0.9451588
## CE:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER       1.594729e-03 1.0000000
## AA:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER       1.875158e-03 1.0000000
## CBM:dbCAN_4:dbCAN-sub-GT:dbCAN_4:HMMER      1.254859e-03 0.9999997
## GH:CUPP-GT:dbCAN_4:HMMER                    1.183894e-03 0.9913451
## GT:CUPP-GT:dbCAN_4:HMMER                    9.152433e-04 1.0000000
## PL:CUPP-GT:dbCAN_4:HMMER                    1.963527e-03 0.9925029
## CE:CUPP-GT:dbCAN_4:HMMER                    1.450412e-03 1.0000000
## AA:CUPP-GT:dbCAN_4:HMMER                    1.658479e-03 1.0000000
## CBM:CUPP-GT:dbCAN_4:HMMER                  -4.077373e-04 0.0000484
## CE:dbCAN_4:HMMER-PL:dbCAN_4:HMMER           1.033096e-03 0.9997136
## AA:dbCAN_4:HMMER-PL:dbCAN_4:HMMER           1.404454e-03 1.0000000
## CBM:dbCAN_4:HMMER-PL:dbCAN_4:HMMER          2.999063e-04 0.4371734
## GH:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER         1.109227e-03 1.0000000
## GT:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER         1.063383e-03 1.0000000
## PL:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER         1.631615e-03 1.0000000
## CE:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER         1.261950e-03 0.9999998
## AA:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER         1.387304e-03 1.0000000
## CBM:dbCAN_4:DIAMOND-PL:dbCAN_4:HMMER        1.080439e-03 1.0000000
## GH:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER       1.038517e-03 1.0000000
## GT:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER       9.186679e-04 0.9999994
## PL:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER       1.636432e-03 1.0000000
## CE:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER       1.136541e-03 0.9999876
## AA:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER       1.405377e-03 1.0000000
## CBM:dbCAN_4:dbCAN-sub-PL:dbCAN_4:HMMER      9.025612e-04 0.9999914
## GH:CUPP-PL:dbCAN_4:HMMER                    8.909700e-04 0.9999998
## GT:CUPP-PL:dbCAN_4:HMMER                    5.855206e-04 0.9633080
## PL:CUPP-PL:dbCAN_4:HMMER                    1.529507e-03 1.0000000
## CE:CUPP-PL:dbCAN_4:HMMER                    9.865902e-04 0.9987080
## AA:CUPP-PL:dbCAN_4:HMMER                    1.188698e-03 0.9999921
## CBM:CUPP-PL:dbCAN_4:HMMER                  -7.615137e-04 0.0000027
## AA:dbCAN_4:HMMER-CE:dbCAN_4:HMMER           2.211789e-03 1.0000000
## CBM:dbCAN_4:HMMER-CE:dbCAN_4:HMMER          1.136218e-03 1.0000000
## GH:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER         1.956920e-03 0.9996637
## GT:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER         1.904457e-03 0.9999986
## PL:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER         2.448703e-03 0.9997091
## CE:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER         2.070967e-03 1.0000000
## AA:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER         2.194639e-03 1.0000000
## CBM:dbCAN_4:DIAMOND-CE:dbCAN_4:HMMER        1.916440e-03 0.9999999
## GH:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER       1.886410e-03 0.9999720
## GT:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER       1.759742e-03 1.0000000
## PL:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER       2.453521e-03 0.9996701
## CE:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER       1.947127e-03 1.0000000
## AA:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER       2.212712e-03 1.0000000
## CBM:dbCAN_4:dbCAN-sub-CE:dbCAN_4:HMMER      1.738873e-03 1.0000000
## GH:CUPP-CE:dbCAN_4:HMMER                    1.738663e-03 1.0000000
## GT:CUPP-CE:dbCAN_4:HMMER                    1.426407e-03 1.0000000
## PL:CUPP-CE:dbCAN_4:HMMER                    2.346596e-03 0.9999868
## CE:CUPP-CE:dbCAN_4:HMMER                    1.795608e-03 1.0000000
## AA:CUPP-CE:dbCAN_4:HMMER                    1.996033e-03 1.0000000
## CBM:CUPP-CE:dbCAN_4:HMMER                   7.448732e-05 0.0911399
## CBM:dbCAN_4:HMMER-AA:dbCAN_4:HMMER          8.941331e-04 0.9992163
## GH:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER         1.720092e-03 1.0000000
## GT:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER         1.664594e-03 1.0000000
## PL:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER         2.197332e-03 1.0000000
## CE:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER         1.815552e-03 1.0000000
## AA:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER         1.938371e-03 1.0000000
## CBM:dbCAN_4:DIAMOND-AA:dbCAN_4:HMMER        1.674210e-03 1.0000000
## GH:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER       1.649672e-03 1.0000000
## GT:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER       1.519879e-03 1.0000000
## PL:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER       2.202150e-03 1.0000000
## CE:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER       1.692505e-03 1.0000000
## AA:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER       1.956444e-03 1.0000000
## CBM:dbCAN_4:dbCAN-sub-AA:dbCAN_4:HMMER      1.496788e-03 1.0000000
## GH:CUPP-AA:dbCAN_4:HMMER                    1.501835e-03 1.0000000
## GT:CUPP-AA:dbCAN_4:HMMER                    1.186458e-03 1.0000000
## PL:CUPP-AA:dbCAN_4:HMMER                    2.095225e-03 1.0000000
## CE:CUPP-AA:dbCAN_4:HMMER                    1.540193e-03 1.0000000
## AA:CUPP-AA:dbCAN_4:HMMER                    1.739765e-03 1.0000000
## CBM:CUPP-AA:dbCAN_4:HMMER                  -1.677434e-04 0.0114366
## GH:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER        1.810604e-03 0.0226272
## GT:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER        1.791075e-03 0.2806591
## PL:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER        2.440329e-03 0.4358758
## CE:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER        2.094394e-03 0.9999597
## AA:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER        2.224527e-03 0.9995050
## CBM:dbCAN_4:DIAMOND-CBM:dbCAN_4:HMMER       1.826923e-03 0.5635668
## GH:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER      1.739064e-03 0.0607273
## GT:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER      1.646360e-03 0.7139715
## PL:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER      2.445146e-03 0.4254591
## CE:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER      1.964477e-03 0.9999989
## AA:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER      2.242600e-03 0.9991972
## CBM:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:HMMER     1.647925e-03 0.9438131
## GH:CUPP-CBM:dbCAN_4:HMMER                   1.592347e-03 0.3510512
## GT:CUPP-CBM:dbCAN_4:HMMER                   1.313926e-03 0.9999890
## PL:CUPP-CBM:dbCAN_4:HMMER                   2.338221e-03 0.6648412
## CE:CUPP-CBM:dbCAN_4:HMMER                   1.819034e-03 1.0000000
## AA:CUPP-CBM:dbCAN_4:HMMER                   2.025921e-03 0.9999997
## CBM:CUPP-CBM:dbCAN_4:HMMER                 -1.503026e-05 0.0416065
## GT:dbCAN_4:DIAMOND-GH:dbCAN_4:DIAMOND       6.787290e-04 1.0000000
## PL:dbCAN_4:DIAMOND-GH:dbCAN_4:DIAMOND       1.386742e-03 1.0000000
## CE:dbCAN_4:DIAMOND-GH:dbCAN_4:DIAMOND       1.054758e-03 1.0000000
## AA:dbCAN_4:DIAMOND-GH:dbCAN_4:DIAMOND       1.187578e-03 1.0000000
## CBM:dbCAN_4:DIAMOND-GH:dbCAN_4:DIAMOND      7.302399e-04 1.0000000
## GH:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND     6.008148e-04 1.0000000
## GT:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND     5.340141e-04 0.9999966
## PL:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND     1.391559e-03 1.0000000
## CE:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND     9.222723e-04 0.9999940
## AA:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND     1.205651e-03 1.0000000
## CBM:dbCAN_4:dbCAN-sub-GH:dbCAN_4:DIAMOND    5.503517e-04 0.9999425
## GH:CUPP-GH:dbCAN_4:DIAMOND                  4.549606e-04 0.9999971
## GT:CUPP-GH:dbCAN_4:DIAMOND                  2.022057e-04 0.5441147
## PL:CUPP-GH:dbCAN_4:DIAMOND                  1.284634e-03 1.0000000
## CE:CUPP-GH:dbCAN_4:DIAMOND                  7.793981e-04 0.9981090
## AA:CUPP-GH:dbCAN_4:DIAMOND                  9.889717e-04 0.9999972
## CBM:CUPP-GH:dbCAN_4:DIAMOND                -1.111713e-03 0.0000000
## PL:dbCAN_4:DIAMOND-GT:dbCAN_4:DIAMOND       1.569811e-03 1.0000000
## CE:dbCAN_4:DIAMOND-GT:dbCAN_4:DIAMOND       1.229723e-03 1.0000000
## AA:dbCAN_4:DIAMOND-GT:dbCAN_4:DIAMOND       1.360994e-03 1.0000000
## CBM:dbCAN_4:DIAMOND-GT:dbCAN_4:DIAMOND      9.390784e-04 1.0000000
## GH:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND     8.357973e-04 1.0000000
## GT:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND     7.525397e-04 1.0000000
## PL:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND     1.574629e-03 1.0000000
## CE:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND     1.098723e-03 1.0000000
## AA:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND     1.379067e-03 1.0000000
## CBM:dbCAN_4:dbCAN-sub-GT:dbCAN_4:DIAMOND    7.597359e-04 1.0000000
## GH:CUPP-GT:dbCAN_4:DIAMOND                  6.893858e-04 1.0000000
## GT:CUPP-GT:dbCAN_4:DIAMOND                  4.203411e-04 0.9783293
## PL:CUPP-GT:dbCAN_4:DIAMOND                  1.467704e-03 1.0000000
## CE:CUPP-GT:dbCAN_4:DIAMOND                  9.543638e-04 0.9999778
## AA:CUPP-GT:dbCAN_4:DIAMOND                  1.162388e-03 1.0000000
## CBM:CUPP-GT:dbCAN_4:DIAMOND                -9.028746e-04 0.0000000
## CE:dbCAN_4:DIAMOND-PL:dbCAN_4:DIAMOND       1.261352e-03 0.9999998
## AA:dbCAN_4:DIAMOND-PL:dbCAN_4:DIAMOND       1.386707e-03 1.0000000
## CBM:dbCAN_4:DIAMOND-PL:dbCAN_4:DIAMOND      1.079842e-03 1.0000000
## GH:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND     1.037920e-03 1.0000000
## GT:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND     9.180706e-04 0.9999994
## PL:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND     1.635835e-03 1.0000000
## CE:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND     1.135943e-03 0.9999874
## AA:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND     1.404779e-03 1.0000000
## CBM:dbCAN_4:dbCAN-sub-PL:dbCAN_4:DIAMOND    9.019639e-04 0.9999912
## GH:CUPP-PL:dbCAN_4:DIAMOND                  8.903727e-04 0.9999998
## GT:CUPP-PL:dbCAN_4:DIAMOND                  5.849233e-04 0.9629450
## PL:CUPP-PL:dbCAN_4:DIAMOND                  1.528910e-03 1.0000000
## CE:CUPP-PL:dbCAN_4:DIAMOND                  9.859928e-04 0.9986911
## AA:CUPP-PL:dbCAN_4:DIAMOND                  1.188100e-03 0.9999919
## CBM:CUPP-PL:dbCAN_4:DIAMOND                -7.621110e-04 0.0000027
## AA:dbCAN_4:DIAMOND-CE:dbCAN_4:DIAMOND       2.020395e-03 1.0000000
## CBM:dbCAN_4:DIAMOND-CE:dbCAN_4:DIAMOND      1.748994e-03 1.0000000
## GH:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND     1.721649e-03 1.0000000
## GT:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND     1.593451e-03 1.0000000
## PL:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND     2.281638e-03 0.9999998
## CE:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND     1.773676e-03 1.0000000
## AA:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND     2.038468e-03 1.0000000
## CBM:dbCAN_4:dbCAN-sub-CE:dbCAN_4:DIAMOND    1.571497e-03 1.0000000
## GH:CUPP-CE:dbCAN_4:DIAMOND                  1.573857e-03 1.0000000
## GT:CUPP-CE:dbCAN_4:DIAMOND                  1.260074e-03 1.0000000
## PL:CUPP-CE:dbCAN_4:DIAMOND                  2.174713e-03 1.0000000
## CE:CUPP-CE:dbCAN_4:DIAMOND                  1.621774e-03 1.0000000
## AA:CUPP-CE:dbCAN_4:DIAMOND                  1.821789e-03 1.0000000
## CBM:CUPP-CE:dbCAN_4:DIAMOND                -9.295927e-05 0.0222908
## CBM:dbCAN_4:DIAMOND-AA:dbCAN_4:DIAMOND      1.691359e-03 1.0000000
## GH:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND     1.666822e-03 1.0000000
## GT:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND     1.537029e-03 1.0000000
## PL:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND     2.219300e-03 1.0000000
## CE:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND     1.709655e-03 1.0000000
## AA:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND     1.973594e-03 1.0000000
## CBM:dbCAN_4:dbCAN-sub-AA:dbCAN_4:DIAMOND    1.513938e-03 1.0000000
## GH:CUPP-AA:dbCAN_4:DIAMOND                  1.518984e-03 1.0000000
## GT:CUPP-AA:dbCAN_4:DIAMOND                  1.203607e-03 1.0000000
## PL:CUPP-AA:dbCAN_4:DIAMOND                  2.112375e-03 1.0000000
## CE:CUPP-AA:dbCAN_4:DIAMOND                  1.557343e-03 1.0000000
## AA:CUPP-AA:dbCAN_4:DIAMOND                  1.756915e-03 1.0000000
## CBM:CUPP-AA:dbCAN_4:DIAMOND                -1.505936e-04 0.0134408
## GH:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND    9.678007e-04 1.0000000
## GT:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND    8.745327e-04 1.0000000
## PL:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND    1.671855e-03 1.0000000
## CE:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND    1.190875e-03 1.0000000
## AA:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND    1.468852e-03 1.0000000
## CBM:dbCAN_4:dbCAN-sub-CBM:dbCAN_4:DIAMOND   8.757532e-04 1.0000000
## GH:CUPP-CBM:dbCAN_4:DIAMOND                 8.210660e-04 1.0000000
## GT:CUPP-CBM:dbCAN_4:DIAMOND                 5.420851e-04 0.9984014
## PL:CUPP-CBM:dbCAN_4:DIAMOND                 1.564930e-03 1.0000000
## CE:CUPP-CBM:dbCAN_4:DIAMOND                 1.045361e-03 0.9999980
## AA:CUPP-CBM:dbCAN_4:DIAMOND                 1.252173e-03 1.0000000
## CBM:CUPP-CBM:dbCAN_4:DIAMOND               -7.872233e-04 0.0000000
## GT:dbCAN_4:dbCAN-sub-GH:dbCAN_4:dbCAN-sub   5.996368e-04 1.0000000
## PL:dbCAN_4:dbCAN-sub-GH:dbCAN_4:dbCAN-sub   1.458318e-03 1.0000000
## CE:dbCAN_4:dbCAN-sub-GH:dbCAN_4:dbCAN-sub   9.892306e-04 0.9999998
## AA:dbCAN_4:dbCAN-sub-GH:dbCAN_4:dbCAN-sub   1.272700e-03 1.0000000
## CBM:dbCAN_4:dbCAN-sub-GH:dbCAN_4:dbCAN-sub  6.162797e-04 0.9999996
## GH:CUPP-GH:dbCAN_4:dbCAN-sub                5.200261e-04 1.0000000
## GT:CUPP-GH:dbCAN_4:dbCAN-sub                2.678417e-04 0.7885631
## PL:CUPP-GH:dbCAN_4:dbCAN-sub                1.351393e-03 1.0000000
## CE:CUPP-GH:dbCAN_4:dbCAN-sub                8.464008e-04 0.9997365
## AA:CUPP-GH:dbCAN_4:dbCAN-sub                1.056021e-03 0.9999999
## CBM:CUPP-GH:dbCAN_4:dbCAN-sub              -1.045767e-03 0.0000000
## PL:dbCAN_4:dbCAN-sub-GT:dbCAN_4:dbCAN-sub   1.719344e-03 0.9999992
## CE:dbCAN_4:dbCAN-sub-GT:dbCAN_4:dbCAN-sub   1.243438e-03 1.0000000
## AA:dbCAN_4:dbCAN-sub-GT:dbCAN_4:dbCAN-sub   1.523782e-03 1.0000000
## CBM:dbCAN_4:dbCAN-sub-GT:dbCAN_4:dbCAN-sub  9.044508e-04 1.0000000
## GH:CUPP-GT:dbCAN_4:dbCAN-sub                8.341007e-04 1.0000000
## GT:CUPP-GT:dbCAN_4:dbCAN-sub                5.650560e-04 0.9999474
## PL:CUPP-GT:dbCAN_4:dbCAN-sub                1.612419e-03 1.0000000
## CE:CUPP-GT:dbCAN_4:dbCAN-sub                1.099079e-03 1.0000000
## AA:CUPP-GT:dbCAN_4:dbCAN-sub                1.307103e-03 1.0000000
## CBM:CUPP-GT:dbCAN_4:dbCAN-sub              -7.581597e-04 0.0000000
## CE:dbCAN_4:dbCAN-sub-PL:dbCAN_4:dbCAN-sub   1.131126e-03 0.9999851
## AA:dbCAN_4:dbCAN-sub-PL:dbCAN_4:dbCAN-sub   1.399962e-03 1.0000000
## CBM:dbCAN_4:dbCAN-sub-PL:dbCAN_4:dbCAN-sub  8.971464e-04 0.9999890
## GH:CUPP-PL:dbCAN_4:dbCAN-sub                8.855552e-04 0.9999998
## GT:CUPP-PL:dbCAN_4:dbCAN-sub                5.801058e-04 0.9599173
## PL:CUPP-PL:dbCAN_4:dbCAN-sub                1.524092e-03 1.0000000
## CE:CUPP-PL:dbCAN_4:dbCAN-sub                9.811753e-04 0.9985477
## AA:CUPP-PL:dbCAN_4:dbCAN-sub                1.183283e-03 0.9999904
## CBM:CUPP-PL:dbCAN_4:dbCAN-sub              -7.669285e-04 0.0000025
## AA:dbCAN_4:dbCAN-sub-CE:dbCAN_4:dbCAN-sub   2.109268e-03 1.0000000
## CBM:dbCAN_4:dbCAN-sub-CE:dbCAN_4:dbCAN-sub  1.635428e-03 1.0000000
## GH:CUPP-CE:dbCAN_4:dbCAN-sub                1.635219e-03 1.0000000
## GT:CUPP-CE:dbCAN_4:dbCAN-sub                1.322963e-03 1.0000000
## PL:CUPP-CE:dbCAN_4:dbCAN-sub                2.243151e-03 0.9999998
## CE:CUPP-CE:dbCAN_4:dbCAN-sub                1.692163e-03 1.0000000
## AA:CUPP-CE:dbCAN_4:dbCAN-sub                1.892589e-03 1.0000000
## CBM:CUPP-CE:dbCAN_4:dbCAN-sub              -2.895716e-05 0.0389957
## CBM:dbCAN_4:dbCAN-sub-AA:dbCAN_4:dbCAN-sub  1.495865e-03 1.0000000
## GH:CUPP-AA:dbCAN_4:dbCAN-sub                1.500912e-03 1.0000000
## GT:CUPP-AA:dbCAN_4:dbCAN-sub                1.185535e-03 1.0000000
## PL:CUPP-AA:dbCAN_4:dbCAN-sub                2.094302e-03 1.0000000
## CE:CUPP-AA:dbCAN_4:dbCAN-sub                1.539270e-03 1.0000000
## AA:CUPP-AA:dbCAN_4:dbCAN-sub                1.738842e-03 1.0000000
## CBM:CUPP-AA:dbCAN_4:dbCAN-sub              -1.686663e-04 0.0113369
## GH:CUPP-CBM:dbCAN_4:dbCAN-sub               9.896923e-04 1.0000000
## GT:CUPP-CBM:dbCAN_4:dbCAN-sub               7.112714e-04 1.0000000
## PL:CUPP-CBM:dbCAN_4:dbCAN-sub               1.735566e-03 1.0000000
## CE:CUPP-CBM:dbCAN_4:dbCAN-sub               1.216379e-03 1.0000000
## AA:CUPP-CBM:dbCAN_4:dbCAN-sub               1.423266e-03 1.0000000
## CBM:CUPP-CBM:dbCAN_4:dbCAN-sub             -6.176852e-04 0.0000013
## GT:CUPP-GH:CUPP                             4.204629e-04 0.9962343
## PL:CUPP-GH:CUPP                             1.502891e-03 1.0000000
## CE:CUPP-GH:CUPP                             9.976553e-04 0.9999995
## AA:CUPP-GH:CUPP                             1.207229e-03 1.0000000
## CBM:CUPP-GH:CUPP                           -8.934558e-04 0.0000000
## PL:CUPP-GT:CUPP                             1.949640e-03 0.9953081
## CE:CUPP-GT:CUPP                             1.436070e-03 1.0000000
## AA:CUPP-GT:CUPP                             1.644050e-03 1.0000000
## CBM:CUPP-GT:CUPP                           -4.202384e-04 0.0000393
## CE:CUPP-PL:CUPP                             1.088100e-03 0.9998985
## AA:CUPP-PL:CUPP                             1.290208e-03 0.9999999
## CBM:CUPP-PL:CUPP                           -6.600035e-04 0.0000133
## AA:CUPP-CE:CUPP                             2.097149e-03 1.0000000
## CBM:CUPP-CE:CUPP                            1.824003e-04 0.1904320
## CBM:CUPP-AA:CUPP                            4.801275e-05 0.0728793

10.3 CAZy family sensitivity against specificity

For better resolution we can group the CAZy families by their parent CAzy classes, and compare the performances of the tools CAZy class, by CAZy class. Owing to the minimal variation in specificity scores, specificity was plotted as the percentage specificity log10.

10.3.1 Glycoside Hydrolases

Figure 10.13 shows the plotting of sensitivity against specificity for each Glycoside Hydrolase CAZy family.

Scatter plot of recall (sensitivity) against specificity for predicting each CAZy family for each CAZyme classifier in the CAZy class Glycoside Hydrolases. Each GH CAZy family is represented as a single point on the plot.

Figure 10.13: Scatter plot of recall (sensitivity) against specificity for predicting each CAZy family for each CAZyme classifier in the CAZy class Glycoside Hydrolases. Each GH CAZy family is represented as a single point on the plot.

10.3.2 Glycosyltransferases

Figure 10.14 shows the plotting of sensitivity against specificity for each Glycosyltransferases CAZy family.

Scatter plot of recall (sensitivity) against specificity for predicting each CAZy family for each CAZyme classifier in the CAZy class Glycosyltransferases. Each GT CAZy family is represented as a single point on the plot.

Figure 10.14: Scatter plot of recall (sensitivity) against specificity for predicting each CAZy family for each CAZyme classifier in the CAZy class Glycosyltransferases. Each GT CAZy family is represented as a single point on the plot.

10.3.3 Polysaccharide Lyases

Figure 10.13 shows the plotting of sensitivity against specificity for each Polysaccharide Lyases CAZy family.

Scatter plot of recall (sensitivity) against specificity for predicting each CAZy family for each CAZyme classifier in the CAZy class Polysaccharide Lyases. Each PL CAZy family is represented as a single point on the plot.

Figure 10.15: Scatter plot of recall (sensitivity) against specificity for predicting each CAZy family for each CAZyme classifier in the CAZy class Polysaccharide Lyases. Each PL CAZy family is represented as a single point on the plot.

10.3.4 Carbohydrate Esterases

Figure 10.16 shows the plotting of sensitivity against specificity for each Carbohydrate Esterases CAZy family.

Scatter plot of recall (sensitivity) against specificity for predicting each CAZy family for each CAZyme classifier in the CAZy class Carbohydrate Esterases. Each CE CAZy family is represented as a single point on the plot.

Figure 10.16: Scatter plot of recall (sensitivity) against specificity for predicting each CAZy family for each CAZyme classifier in the CAZy class Carbohydrate Esterases. Each CE CAZy family is represented as a single point on the plot.

10.3.5 Auxillary Activities

The figure below shows the plotting of sensitivity against specificity for each Auxillary Activities CAZy family.

Scatter plot of recall (sensitivity) against specificity for predicting each CAZy family for each CAZyme classifier in the CAZy class Auxillary Activities. Each AA CAZy family is represented as a single point on the plot.

Figure 10.17: Scatter plot of recall (sensitivity) against specificity for predicting each CAZy family for each CAZyme classifier in the CAZy class Auxillary Activities. Each AA CAZy family is represented as a single point on the plot.

10.3.6 Carbohydate Binding Modules

Figure 10.18 shows the plotting of sensitivity against specificity for each Carbohydrate Binding Module CAZy family.

Scatter plot of recall (sensitivity) against specificity for predicting each CAZy family for each CAZyme classifier in the CAZy class Carbohydrate Binding Modules. Each CBM CAZy family is represented as a single point on the plot.

Figure 10.18: Scatter plot of recall (sensitivity) against specificity for predicting each CAZy family for each CAZyme classifier in the CAZy class Carbohydrate Binding Modules. Each CBM CAZy family is represented as a single point on the plot.

10.4 Consistently poor performing CAZy families

We can pull out CAZy families for which at least three of the evaluated classifiers (when including the individual tools incoporated into dbCAN) produce a sensitivity score of less than 0.75 for said CAZy family.

10.5 GH difficult families

10.6 GT difficult families

10.7 PL difficult families

10.8 CE difficult families

10.9 AA difficult families

10.10 CBM difficult families

10.11 All poor performing CAZyme families

11 Evaluation of multi-label CAZy family classification performance

CAZy annotates proteins in a domain-wise manner. Consequently, a single protein may be assigned to multiple CAZy families. The ability of a classifier to assign all the correct CAZy family annotations for a given protein when only evaluating the CAZy family classification performance per CAZy family, independently of all other CAZy classes.

Multilabel classification raises when a single instance can be assinged to multiple classes. In this evaluation a single instance is a protein and the classes are CAZy families, a single CAZyme can be assigned to multiple CAZy families. This is important to take into consideration because the same approaches for statistical evaluation of binary classification provided a limited view of the performance of the classifiers when applied to multilabel classification.

The CAZy family multi-label classification performance is represented by the Rand Index (RI) and Adjusted Rand Index (ARI). The RI is a quantitive measure of similarity between two clusterings by considering all pairs of samples and counting pairs that are assigned in the same or different clusters in the predicted and true clusterings. In this case the two clusters are the predicted and groud truth CAZy family annotations. The raw RI score is then “adjusted for chance” into the ARI score using the following scheme:
ARI = (RI - Expected_RI) / (max(RI) - Expected_RI) This produces a score between 1 and -1. A score of 1 is produced if all predicted and known CAZy family annotations are identical, 0 if completely random clustering of -1 if systematically incorrect clustering and the number of incorrect classifications of proteins is greater than would be expected from randomly annotating proteins with CAZy families.

Table 11.1: Rand Index of CAZyme classifier classification of CAZy family annotations
Prediction_tool Mean Standard Deviation Lower CI Upper CI
dbCAN_4 0.9998 0.0011 0.9997 0.9998
dbCAN_4:HMMER 0.9996 0.0014 0.9996 0.9996
dbCAN_4:DIAMOND 0.9998 0.0009 0.9998 0.9998
dbCAN_4:dbCAN-sub 0.9998 0.0011 0.9997 0.9998
CUPP 0.9994 0.0015 0.9994 0.9995
Table 11.2: Adjusted Rand Index of CAZyme classifier classification of CAZy family annotations
Prediction_tool Mean Standard Deviation Lower CI Upper CI
dbCAN_4 0.9538 0.2050 0.9507 0.9570
dbCAN_4:HMMER 0.9221 0.2598 0.9180 0.9261
dbCAN_4:DIAMOND 0.9636 0.1847 0.9608 0.9665
dbCAN_4:dbCAN-sub 0.9544 0.2032 0.9512 0.9575
CUPP 0.9012 0.2832 0.8968 0.9055

12 CAZy family taxonomic performance

12.1 Across all of CAZy

12.1.1 Specificity

Table 12.1: Overall performance (represented by the Specificity) of CAZy family classification by CAZy classifiers per taxonomy group
Prediction_tool Mean Standard Deviation Lower CI Upper CI Tax_group
dbCAN_4 0.9999 3e-04 0.9999 0.9999 All
dbCAN_4:HMMER 0.9999 4e-04 0.9998 0.9999 All
dbCAN_4:DIAMOND 0.9999 3e-04 0.9998 0.9999 All
dbCAN_4:dbCAN-sub 0.9999 4e-04 0.9998 0.9999 All
CUPP 0.9999 3e-04 0.9999 1.0000 All
dbCAN_4 0.9999 6e-04 0.9998 1.0000 Bacteria
dbCAN_4:HMMER 0.9999 5e-04 0.9998 0.9999 Bacteria
dbCAN_4:DIAMOND 0.9999 6e-04 0.9998 0.9999 Bacteria
dbCAN_4:dbCAN-sub 0.9998 6e-04 0.9998 0.9999 Bacteria
CUPP 0.9999 6e-04 0.9998 1.0000 Bacteria
dbCAN_4 0.9998 5e-04 0.9997 0.9999 Eukaryote
dbCAN_4:HMMER 0.9998 6e-04 0.9997 0.9999 Eukaryote
dbCAN_4:DIAMOND 0.9997 6e-04 0.9997 0.9998 Eukaryote
dbCAN_4:dbCAN-sub 0.9998 6e-04 0.9997 0.9999 Eukaryote
CUPP 0.9998 5e-04 0.9998 0.9999 Eukaryote

12.1.2 Sensitivity

Table 12.2: Overall performance (represented by the Sensitivity) of CAZy family classification by CAZy classifiers per taxonomy group
Prediction_tool Mean Standard Deviation Lower CI Upper CI Tax_group
dbCAN_4 0.9001 0.2615 0.8716 0.9286 All
dbCAN_4:HMMER 0.8576 0.2976 0.8253 0.8898 All
dbCAN_4:DIAMOND 0.9379 0.1941 0.9166 0.9591 All
dbCAN_4:dbCAN-sub 0.8905 0.2722 0.8609 0.9201 All
CUPP 0.6422 0.4389 0.5940 0.6904 All
dbCAN_4 0.8866 0.2805 0.8515 0.9218 Bacteria
dbCAN_4:HMMER 0.8367 0.3218 0.7969 0.8766 Bacteria
dbCAN_4:DIAMOND 0.9170 0.2264 0.8884 0.9456 Bacteria
dbCAN_4:dbCAN-sub 0.8855 0.2805 0.8503 0.9206 Bacteria
CUPP 0.6302 0.4547 0.5728 0.6877 Bacteria
dbCAN_4 0.9186 0.2378 0.8859 0.9512 Eukaryote
dbCAN_4:HMMER 0.8581 0.3004 0.8168 0.8994 Eukaryote
dbCAN_4:DIAMOND 0.9726 0.1110 0.9572 0.9879 Eukaryote
dbCAN_4:dbCAN-sub 0.9060 0.2565 0.8708 0.9411 Eukaryote
CUPP 0.7038 0.4122 0.6467 0.7610 Eukaryote

12.1.3 Precision

Table 12.3: Overall performance (represented by the Precision) of CAZy family classification by CAZy classifiers per taxonomy group
Prediction_tool Mean Standard Deviation Lower CI Upper CI Tax_group
dbCAN_4 0.8906 0.2705 0.8612 0.9201 All
dbCAN_4:HMMER 0.8695 0.2934 0.8377 0.9013 All
dbCAN_4:DIAMOND 0.9231 0.2059 0.9005 0.9457 All
dbCAN_4:dbCAN-sub 0.8811 0.2802 0.8506 0.9116 All
CUPP 0.6793 0.4519 0.6297 0.7290 All
dbCAN_4 0.8872 0.2897 0.8509 0.9235 Bacteria
dbCAN_4:HMMER 0.8606 0.3219 0.8208 0.9005 Bacteria
dbCAN_4:DIAMOND 0.9202 0.2297 0.8911 0.9492 Bacteria
dbCAN_4:dbCAN-sub 0.8817 0.2912 0.8452 0.9182 Bacteria
CUPP 0.6595 0.4672 0.6005 0.7186 Bacteria
dbCAN_4 0.9083 0.2388 0.8755 0.9411 Eukaryote
dbCAN_4:HMMER 0.8747 0.2840 0.8356 0.9137 Eukaryote
dbCAN_4:DIAMOND 0.9403 0.1526 0.9192 0.9615 Eukaryote
dbCAN_4:dbCAN-sub 0.8960 0.2557 0.8610 0.9310 Eukaryote
CUPP 0.7276 0.4212 0.6692 0.7861 Eukaryote

12.1.4 F1-score

Table 12.4: Overall performance (represented by the F1-score) of CAZy family classification by CAZy classifiers per taxonomy group
Prediction_tool Mean Standard Deviation Lower CI Upper CI Tax_group
dbCAN_4 0.8856 0.2636 0.8569 0.9143 All
dbCAN_4:HMMER 0.8501 0.2933 0.8183 0.8819 All
dbCAN_4:DIAMOND 0.9229 0.1985 0.9012 0.9447 All
dbCAN_4:dbCAN-sub 0.8750 0.2736 0.8452 0.9047 All
CUPP 0.6511 0.4385 0.6029 0.6992 All
dbCAN_4 0.8780 0.2819 0.8427 0.9133 Bacteria
dbCAN_4:HMMER 0.8382 0.3172 0.7989 0.8775 Bacteria
dbCAN_4:DIAMOND 0.9119 0.2237 0.8836 0.9402 Bacteria
dbCAN_4:dbCAN-sub 0.8740 0.2826 0.8386 0.9094 Bacteria
CUPP 0.6393 0.4557 0.5817 0.6969 Bacteria
dbCAN_4 0.9040 0.2366 0.8715 0.9365 Eukaryote
dbCAN_4:HMMER 0.8495 0.2926 0.8093 0.8897 Eukaryote
dbCAN_4:DIAMOND 0.9483 0.1321 0.9300 0.9666 Eukaryote
dbCAN_4:dbCAN-sub 0.8914 0.2540 0.8566 0.9262 Eukaryote
CUPP 0.7066 0.4104 0.6496 0.7635 Eukaryote

12.1.5 Accuracy

Table 12.5: Overall performance (represented by the Accuracy) of CAZy family classification by CAZy classifiers per taxonomy group
Prediction_tool Mean Standard Deviation Lower CI Upper CI Tax_group
dbCAN_4 0.9996 0.0012 0.9995 0.9998 All
dbCAN_4:HMMER 0.9994 0.0019 0.9992 0.9996 All
dbCAN_4:DIAMOND 0.9997 0.0007 0.9997 0.9998 All
dbCAN_4:dbCAN-sub 0.9996 0.0012 0.9995 0.9998 All
CUPP 0.9992 0.0021 0.9990 0.9994 All
dbCAN_4 0.9996 0.0013 0.9994 0.9997 Bacteria
dbCAN_4:HMMER 0.9992 0.0026 0.9989 0.9996 Bacteria
dbCAN_4:DIAMOND 0.9996 0.0012 0.9994 0.9997 Bacteria
dbCAN_4:dbCAN-sub 0.9996 0.0013 0.9994 0.9997 Bacteria
CUPP 0.9989 0.0030 0.9985 0.9993 Bacteria
dbCAN_4 0.9994 0.0019 0.9991 0.9997 Eukaryote
dbCAN_4:HMMER 0.9990 0.0026 0.9987 0.9994 Eukaryote
dbCAN_4:DIAMOND 0.9997 0.0007 0.9996 0.9998 Eukaryote
dbCAN_4:dbCAN-sub 0.9994 0.0020 0.9991 0.9996 Eukaryote
CUPP 0.9988 0.0028 0.9984 0.9991 Eukaryote

12.2 Per CAZy class

12.2.1 Specificity

Table 12.6: Overall performance (represented by the Specificity) of CAZy family classification by CAZy classifiers per taxonomy group
Prediction_tool Mean Standard Deviation LowerCI UpperCI Tax_group CAZy_class
dbCAN_4 1.0000 0.0002 0.9999 1.0000 All GH
dbCAN_4:HMMER 1.0000 0.0002 0.9999 1.0000 All GH
dbCAN_4:DIAMOND 0.9999 0.0004 0.9998 1.0000 All GH
dbCAN_4:dbCAN-sub 0.9999 0.0004 0.9999 1.0000 All GH
CUPP 0.9999 0.0004 0.9999 1.0000 All GH
dbCAN_4 0.9999 0.0002 0.9999 1.0000 Bacteria GH
dbCAN_4:HMMER 0.9999 0.0003 0.9998 1.0000 Bacteria GH
dbCAN_4:DIAMOND 0.9999 0.0003 0.9998 0.9999 Bacteria GH
dbCAN_4:dbCAN-sub 0.9999 0.0002 0.9999 1.0000 Bacteria GH
CUPP 0.9999 0.0002 0.9999 1.0000 Bacteria GH
dbCAN_4 1.0000 0.0001 0.9999 1.0000 Eukaryote GH
dbCAN_4:HMMER 0.9999 0.0001 0.9999 1.0000 Eukaryote GH
dbCAN_4:DIAMOND 0.9999 0.0002 0.9999 1.0000 Eukaryote GH
dbCAN_4:dbCAN-sub 0.9999 0.0002 0.9999 1.0000 Eukaryote GH
CUPP 0.9999 0.0002 0.9999 1.0000 Eukaryote GH
dbCAN_4 0.9999 0.0004 0.9997 1.0000 All GT
dbCAN_4:HMMER 0.9999 0.0002 0.9998 1.0000 All GT
dbCAN_4:DIAMOND 0.9999 0.0005 0.9997 1.0000 All GT
dbCAN_4:dbCAN-sub 0.9998 0.0006 0.9996 1.0000 All GT
CUPP 0.9999 0.0003 0.9998 1.0000 All GT
dbCAN_4 0.9997 0.0005 0.9996 0.9999 Bacteria GT
dbCAN_4:HMMER 0.9997 0.0006 0.9995 0.9999 Bacteria GT
dbCAN_4:DIAMOND 0.9997 0.0006 0.9996 0.9999 Bacteria GT
dbCAN_4:dbCAN-sub 0.9997 0.0005 0.9996 0.9999 Bacteria GT
CUPP 0.9998 0.0004 0.9997 0.9999 Bacteria GT
dbCAN_4 0.9999 0.0003 0.9998 0.9999 Eukaryote GT
dbCAN_4:HMMER 0.9999 0.0003 0.9998 0.9999 Eukaryote GT
dbCAN_4:DIAMOND 0.9999 0.0003 0.9998 0.9999 Eukaryote GT
dbCAN_4:dbCAN-sub 0.9998 0.0003 0.9998 0.9999 Eukaryote GT
CUPP 0.9999 0.0002 0.9999 1.0000 Eukaryote GT
dbCAN_4 1.0000 0.0001 0.9999 1.0000 All PL
dbCAN_4:HMMER 1.0000 0.0001 0.9999 1.0000 All PL
dbCAN_4:DIAMOND 1.0000 0.0001 0.9999 1.0000 All PL
dbCAN_4:dbCAN-sub 1.0000 0.0001 0.9999 1.0000 All PL
CUPP 1.0000 0.0000 1.0000 1.0000 All PL
dbCAN_4 0.9999 0.0001 0.9998 1.0000 Bacteria PL
dbCAN_4:HMMER 0.9999 0.0001 0.9998 1.0000 Bacteria PL
dbCAN_4:DIAMOND 0.9999 0.0002 0.9997 1.0000 Bacteria PL
dbCAN_4:dbCAN-sub 0.9999 0.0001 0.9998 1.0000 Bacteria PL
CUPP 0.9999 0.0001 0.9998 1.0000 Bacteria PL
dbCAN_4 1.0000 0.0000 1.0000 1.0000 Eukaryote PL
dbCAN_4:HMMER 1.0000 0.0000 1.0000 1.0000 Eukaryote PL
dbCAN_4:DIAMOND 1.0000 0.0001 0.9999 1.0000 Eukaryote PL
dbCAN_4:dbCAN-sub 1.0000 0.0000 1.0000 1.0000 Eukaryote PL
CUPP 1.0000 0.0000 1.0000 1.0000 Eukaryote PL
dbCAN_4 0.9993 0.0019 0.9982 1.0003 All CE
dbCAN_4:HMMER 0.9992 0.0019 0.9982 1.0003 All CE
dbCAN_4:DIAMOND 0.9993 0.0017 0.9984 1.0002 All CE
dbCAN_4:dbCAN-sub 0.9993 0.0019 0.9982 1.0003 All CE
CUPP 0.9993 0.0019 0.9982 1.0003 All CE
dbCAN_4 0.9998 0.0004 0.9996 1.0000 Bacteria CE
dbCAN_4:HMMER 0.9997 0.0004 0.9995 1.0000 Bacteria CE
dbCAN_4:DIAMOND 0.9996 0.0008 0.9991 1.0001 Bacteria CE
dbCAN_4:dbCAN-sub 0.9998 0.0004 0.9995 1.0000 Bacteria CE
CUPP 0.9998 0.0004 0.9996 1.0001 Bacteria CE
dbCAN_4 0.9996 0.0009 0.9991 1.0000 Eukaryote CE
dbCAN_4:HMMER 0.9996 0.0009 0.9991 1.0000 Eukaryote CE
dbCAN_4:DIAMOND 0.9996 0.0009 0.9991 1.0000 Eukaryote CE
dbCAN_4:dbCAN-sub 0.9996 0.0009 0.9991 1.0000 Eukaryote CE
CUPP 0.9996 0.0009 0.9991 1.0001 Eukaryote CE
dbCAN_4 1.0000 NA NaN NaN All AA
dbCAN_4:HMMER 1.0000 NA NaN NaN All AA
dbCAN_4:DIAMOND 1.0000 NA NaN NaN All AA
dbCAN_4:dbCAN-sub 1.0000 NA NaN NaN All AA
CUPP 1.0000 NA NaN NaN All AA
dbCAN_4 0.9992 0.0013 0.9985 1.0000 Bacteria AA
dbCAN_4:HMMER 0.9992 0.0013 0.9985 0.9999 Bacteria AA
dbCAN_4:DIAMOND 0.9992 0.0013 0.9985 0.9999 Bacteria AA
dbCAN_4:dbCAN-sub 0.9992 0.0014 0.9984 0.9999 Bacteria AA
CUPP 0.9993 0.0014 0.9985 1.0001 Bacteria AA
dbCAN_4 0.9996 0.0007 0.9993 1.0000 Eukaryote AA
dbCAN_4:HMMER 0.9996 0.0007 0.9993 1.0000 Eukaryote AA
dbCAN_4:DIAMOND 0.9996 0.0006 0.9993 0.9999 Eukaryote AA
dbCAN_4:dbCAN-sub 0.9996 0.0007 0.9993 1.0000 Eukaryote AA
CUPP 0.9997 0.0007 0.9993 1.0000 Eukaryote AA
dbCAN_4 0.9998 0.0005 0.9997 1.0000 All CBM
dbCAN_4:HMMER 0.9998 0.0005 0.9997 1.0000 All CBM
dbCAN_4:DIAMOND 0.9999 0.0002 0.9998 1.0000 All CBM
dbCAN_4:dbCAN-sub 0.9998 0.0005 0.9996 1.0000 All CBM
CUPP 1.0000 0.0000 1.0000 1.0000 All CBM
dbCAN_4 0.9998 0.0005 0.9996 1.0000 Bacteria CBM
dbCAN_4:HMMER 0.9999 0.0005 0.9997 1.0001 Bacteria CBM
dbCAN_4:DIAMOND 0.9997 0.0004 0.9996 0.9999 Bacteria CBM
dbCAN_4:dbCAN-sub 0.9997 0.0009 0.9993 1.0001 Bacteria CBM
CUPP 1.0000 0.0000 1.0000 1.0000 Bacteria CBM
dbCAN_4 0.9999 0.0004 0.9998 1.0000 Eukaryote CBM
dbCAN_4:HMMER 0.9999 0.0004 0.9998 1.0000 Eukaryote CBM
dbCAN_4:DIAMOND 0.9999 0.0002 0.9998 0.9999 Eukaryote CBM
dbCAN_4:dbCAN-sub 0.9998 0.0005 0.9997 1.0000 Eukaryote CBM
CUPP 1.0000 0.0000 1.0000 1.0000 Eukaryote CBM

12.2.2 Sensitivity

Table 12.7: Overall performance (represented by the Sensitivity) of CAZy family classification by CAZy classifiers per taxonomy group
Prediction_tool Mean Standard Deviation LowerCI UpperCI Tax_group CAZy_class
dbCAN_4 0.9197 0.2355 0.8799 0.9595 All GH
dbCAN_4:HMMER 0.8868 0.2684 0.8418 0.9318 All GH
dbCAN_4:DIAMOND 0.9489 0.1753 0.9191 0.9787 All GH
dbCAN_4:dbCAN-sub 0.9096 0.2496 0.8676 0.9516 All GH
CUPP 0.7845 0.3643 0.7225 0.8465 All GH
dbCAN_4 0.9037 0.2638 0.8566 0.9507 Bacteria GH
dbCAN_4:HMMER 0.8759 0.2875 0.8250 0.9268 Bacteria GH
dbCAN_4:DIAMOND 0.9336 0.2096 0.8959 0.9714 Bacteria GH
dbCAN_4:dbCAN-sub 0.9001 0.2661 0.8526 0.9476 Bacteria GH
CUPP 0.7845 0.3768 0.7167 0.8523 Bacteria GH
dbCAN_4 0.9610 0.1591 0.9273 0.9947 Eukaryote GH
dbCAN_4:HMMER 0.9137 0.2277 0.8655 0.9620 Eukaryote GH
dbCAN_4:DIAMOND 0.9809 0.0713 0.9658 0.9960 Eukaryote GH
dbCAN_4:dbCAN-sub 0.9496 0.1881 0.9100 0.9892 Eukaryote GH
CUPP 0.8280 0.3351 0.7570 0.8990 Eukaryote GH
dbCAN_4 0.9103 0.2389 0.8557 0.9649 All GT
dbCAN_4:HMMER 0.8644 0.2718 0.8027 0.9261 All GT
dbCAN_4:DIAMOND 0.9360 0.1867 0.8933 0.9787 All GT
dbCAN_4:dbCAN-sub 0.9105 0.2391 0.8558 0.9651 All GT
CUPP 0.8039 0.2981 0.7354 0.8725 All GT
dbCAN_4 0.8530 0.2927 0.7581 0.9478 Bacteria GT
dbCAN_4:HMMER 0.7406 0.3657 0.6280 0.8531 Bacteria GT
dbCAN_4:DIAMOND 0.8909 0.2160 0.8199 0.9619 Bacteria GT
dbCAN_4:dbCAN-sub 0.8523 0.2927 0.7574 0.9472 Bacteria GT
CUPP 0.7959 0.3361 0.6854 0.9063 Bacteria GT
dbCAN_4 0.9239 0.2370 0.8598 0.9880 Eukaryote GT
dbCAN_4:HMMER 0.8776 0.2613 0.8070 0.9483 Eukaryote GT
dbCAN_4:DIAMOND 0.9652 0.1518 0.9241 1.0062 Eukaryote GT
dbCAN_4:dbCAN-sub 0.9247 0.2372 0.8606 0.9888 Eukaryote GT
CUPP 0.8048 0.2757 0.7295 0.8800 Eukaryote GT
dbCAN_4 0.9232 0.2313 0.8232 1.0233 All PL
dbCAN_4:HMMER 0.9232 0.2313 0.8232 1.0233 All PL
dbCAN_4:DIAMOND 0.9776 0.1042 0.9325 1.0226 All PL
dbCAN_4:dbCAN-sub 0.9239 0.2315 0.8238 1.0240 All PL
CUPP 0.7051 0.4164 0.5251 0.8852 All PL
dbCAN_4 0.9195 0.2361 0.8148 1.0241 Bacteria PL
dbCAN_4:HMMER 0.9195 0.2361 0.8148 1.0241 Bacteria PL
dbCAN_4:DIAMOND 0.9763 0.1065 0.9291 1.0235 Bacteria PL
dbCAN_4:dbCAN-sub 0.9205 0.2364 0.8157 1.0253 Bacteria PL
CUPP 0.6912 0.4207 0.5047 0.8777 Bacteria PL
dbCAN_4 1.0000 0.0000 1.0000 1.0000 Eukaryote PL
dbCAN_4:HMMER 1.0000 0.0000 1.0000 1.0000 Eukaryote PL
dbCAN_4:DIAMOND 1.0000 0.0000 1.0000 1.0000 Eukaryote PL
dbCAN_4:dbCAN-sub 1.0000 0.0000 1.0000 1.0000 Eukaryote PL
CUPP 0.7500 0.4629 0.3630 1.1370 Eukaryote PL
dbCAN_4 0.8773 0.3199 0.7182 1.0364 All CE
dbCAN_4:HMMER 0.8670 0.3173 0.7091 1.0248 All CE
dbCAN_4:DIAMOND 0.9706 0.0472 0.9463 0.9949 All CE
dbCAN_4:dbCAN-sub 0.8787 0.3204 0.7193 1.0380 All CE
CUPP 0.7414 0.4256 0.5226 0.9602 All CE
dbCAN_4 0.9213 0.2560 0.7796 1.0631 Bacteria CE
dbCAN_4:HMMER 0.9122 0.2560 0.7705 1.0540 Bacteria CE
dbCAN_4:DIAMOND 0.9562 0.0802 0.9118 1.0006 Bacteria CE
dbCAN_4:dbCAN-sub 0.9213 0.2560 0.7796 1.0631 Bacteria CE
CUPP 0.7847 0.4074 0.5591 1.0103 Bacteria CE
dbCAN_4 0.7919 0.4106 0.5646 1.0193 Eukaryote CE
dbCAN_4:HMMER 0.7798 0.4066 0.5546 1.0050 Eukaryote CE
dbCAN_4:DIAMOND 0.9729 0.0664 0.9328 1.0130 Eukaryote CE
dbCAN_4:dbCAN-sub 0.7939 0.4116 0.5660 1.0219 Eukaryote CE
CUPP 0.7500 0.4294 0.4905 1.0094 Eukaryote CE
dbCAN_4 0.9102 0.2570 0.7732 1.0471 All AA
dbCAN_4:HMMER 0.9085 0.2565 0.7718 1.0452 All AA
dbCAN_4:DIAMOND 0.9567 0.1038 0.9014 1.0120 All AA
dbCAN_4:dbCAN-sub 0.9093 0.2567 0.7725 1.0461 All AA
CUPP 0.6941 0.4385 0.4604 0.9277 All AA
dbCAN_4 1.0000 NA NaN NaN Bacteria AA
dbCAN_4:HMMER 1.0000 NA NaN NaN Bacteria AA
dbCAN_4:DIAMOND 0.9375 NA NaN NaN Bacteria AA
dbCAN_4:dbCAN-sub 1.0000 NA NaN NaN Bacteria AA
CUPP 1.0000 NA NaN NaN Bacteria AA
dbCAN_4 0.9042 0.2648 0.7575 1.0508 Eukaryote AA
dbCAN_4:HMMER 0.9024 0.2643 0.7560 1.0488 Eukaryote AA
dbCAN_4:DIAMOND 0.9580 0.1073 0.8986 1.0174 Eukaryote AA
dbCAN_4:dbCAN-sub 0.9033 0.2645 0.7568 1.0498 Eukaryote AA
CUPP 0.6737 0.4459 0.4267 0.9207 Eukaryote AA
dbCAN_4 0.8332 0.3345 0.7436 0.9228 All CBM
dbCAN_4:HMMER 0.7311 0.3923 0.6261 0.8362 All CBM
dbCAN_4:DIAMOND 0.8811 0.2943 0.8016 0.9607 All CBM
dbCAN_4:dbCAN-sub 0.8012 0.3530 0.7066 0.8957 All CBM
CUPP 0.0000 0.0000 0.0000 0.0000 All CBM
dbCAN_4 0.8413 0.3390 0.7417 0.9408 Bacteria CBM
dbCAN_4:HMMER 0.7543 0.3894 0.6400 0.8687 Bacteria CBM
dbCAN_4:DIAMOND 0.8531 0.3242 0.7569 0.9494 Bacteria CBM
dbCAN_4:dbCAN-sub 0.8445 0.3353 0.7461 0.9429 Bacteria CBM
CUPP 0.0000 0.0000 0.0000 0.0000 Bacteria CBM
dbCAN_4 0.8158 0.3093 0.6882 0.9435 Eukaryote CBM
dbCAN_4:HMMER 0.5944 0.4421 0.4119 0.7769 Eukaryote CBM
dbCAN_4:DIAMOND 0.9588 0.1566 0.8927 1.0250 Eukaryote CBM
dbCAN_4:dbCAN-sub 0.7481 0.3526 0.6025 0.8936 Eukaryote CBM
CUPP 0.0000 0.0000 0.0000 0.0000 Eukaryote CBM

12.2.3 Precision

Table 12.8: Overall performance (represented by the Precision) of CAZy family classification by family classifiers per taxonomy group
Prediction_tool Mean Standard Deviation LowerCI UpperCI Tax_group CAZy_class
dbCAN_4 0.9123 0.2675 0.8646 0.9601 All GH
dbCAN_4:HMMER 0.8993 0.2878 0.8484 0.9503 All GH
dbCAN_4:DIAMOND 0.9395 0.2101 0.9017 0.9773 All GH
dbCAN_4:dbCAN-sub 0.9058 0.2703 0.8576 0.9541 All GH
CUPP 0.8186 0.3787 0.7504 0.8867 All GH
dbCAN_4 0.9582 0.1658 0.9230 0.9933 Bacteria GH
dbCAN_4:HMMER 0.9311 0.2227 0.8839 0.9782 Bacteria GH
dbCAN_4:DIAMOND 0.9767 0.0799 0.9598 0.9936 Bacteria GH
dbCAN_4:dbCAN-sub 0.9474 0.1936 0.9066 0.9882 Bacteria GH
CUPP 0.8541 0.3350 0.7831 0.9251 Bacteria GH
dbCAN_4 0.9245 0.2397 0.8840 0.9650 Eukaryote GH
dbCAN_4:HMMER 0.9102 0.2626 0.8662 0.9543 Eukaryote GH
dbCAN_4:DIAMOND 0.9509 0.1762 0.9209 0.9809 Eukaryote GH
dbCAN_4:dbCAN-sub 0.9127 0.2535 0.8700 0.9553 Eukaryote GH
CUPP 0.8331 0.3615 0.7715 0.8946 Eukaryote GH
dbCAN_4 0.9009 0.2717 0.8128 0.9889 All GT
dbCAN_4:HMMER 0.8150 0.3713 0.7007 0.9292 All GT
dbCAN_4:DIAMOND 0.9616 0.1679 0.9064 1.0168 All GT
dbCAN_4:dbCAN-sub 0.8935 0.2719 0.8054 0.9817 All GT
CUPP 0.8606 0.3419 0.7482 0.9729 All GT
dbCAN_4 0.8798 0.2651 0.8081 0.9514 Bacteria GT
dbCAN_4:HMMER 0.8664 0.2635 0.7952 0.9377 Bacteria GT
dbCAN_4:DIAMOND 0.9246 0.1979 0.8711 0.9781 Bacteria GT
dbCAN_4:dbCAN-sub 0.8790 0.2648 0.8074 0.9506 Bacteria GT
CUPP 0.8792 0.2704 0.8054 0.9531 Bacteria GT
dbCAN_4 0.8953 0.2508 0.8380 0.9526 Eukaryote GT
dbCAN_4:HMMER 0.8646 0.2758 0.8020 0.9272 Eukaryote GT
dbCAN_4:DIAMOND 0.9360 0.1985 0.8907 0.9814 Eukaryote GT
dbCAN_4:dbCAN-sub 0.8940 0.2511 0.8366 0.9513 Eukaryote GT
CUPP 0.8785 0.2933 0.8110 0.9460 Eukaryote GT
dbCAN_4 0.9091 0.2505 0.7980 1.0202 All PL
dbCAN_4:HMMER 0.9091 0.2505 0.7980 1.0202 All PL
dbCAN_4:DIAMOND 0.9318 0.1756 0.8540 1.0097 All PL
dbCAN_4:dbCAN-sub 0.9091 0.2505 0.7980 1.0202 All PL
CUPP 0.7727 0.4289 0.5825 0.9629 All PL
dbCAN_4 0.9514 0.1167 0.8538 1.0489 Bacteria PL
dbCAN_4:HMMER 0.9514 0.1167 0.8538 1.0489 Bacteria PL
dbCAN_4:DIAMOND 0.9014 0.1675 0.7614 1.0414 Bacteria PL
dbCAN_4:dbCAN-sub 0.9514 0.1167 0.8538 1.0489 Bacteria PL
CUPP 0.7326 0.4533 0.3537 1.1116 Bacteria PL
dbCAN_4 0.9210 0.2293 0.8219 1.0202 Eukaryote PL
dbCAN_4:HMMER 0.9210 0.2293 0.8219 1.0202 Eukaryote PL
dbCAN_4:DIAMOND 0.9329 0.1638 0.8620 1.0037 Eukaryote PL
dbCAN_4:dbCAN-sub 0.9211 0.2293 0.8219 1.0202 Eukaryote PL
CUPP 0.7796 0.4203 0.5979 0.9614 Eukaryote PL
dbCAN_4 0.8184 0.3054 0.6493 0.9875 All CE
dbCAN_4:HMMER 0.8113 0.3024 0.6438 0.9787 All CE
dbCAN_4:DIAMOND 0.8921 0.2058 0.7781 1.0061 All CE
dbCAN_4:dbCAN-sub 0.8184 0.3054 0.6493 0.9875 All CE
CUPP 0.7015 0.4142 0.4721 0.9309 All CE
dbCAN_4 0.7303 0.4233 0.4959 0.9647 Bacteria CE
dbCAN_4:HMMER 0.7262 0.4214 0.4929 0.9596 Bacteria CE
dbCAN_4:DIAMOND 0.8931 0.2307 0.7537 1.0325 Bacteria CE
dbCAN_4:dbCAN-sub 0.7285 0.4223 0.4947 0.9624 Bacteria CE
CUPP 0.6972 0.4468 0.4272 0.9672 Bacteria CE
dbCAN_4 0.7625 0.3416 0.5927 0.9324 Eukaryote CE
dbCAN_4:HMMER 0.7511 0.3412 0.5814 0.9208 Eukaryote CE
dbCAN_4:DIAMOND 0.8751 0.2163 0.7639 0.9863 Eukaryote CE
dbCAN_4:dbCAN-sub 0.7613 0.3408 0.5918 0.9307 Eukaryote CE
CUPP 0.6687 0.4313 0.4470 0.8905 Eukaryote CE
dbCAN_4 1.0000 NA NaN NaN All AA
dbCAN_4:HMMER 1.0000 NA NaN NaN All AA
dbCAN_4:DIAMOND 1.0000 NA NaN NaN All AA
dbCAN_4:dbCAN-sub 1.0000 NA NaN NaN All AA
CUPP 1.0000 NA NaN NaN All AA
dbCAN_4 0.8273 0.2732 0.6760 0.9786 Bacteria AA
dbCAN_4:HMMER 0.8210 0.2769 0.6677 0.9744 Bacteria AA
dbCAN_4:DIAMOND 0.8457 0.1809 0.7455 0.9459 Bacteria AA
dbCAN_4:dbCAN-sub 0.8238 0.2747 0.6717 0.9759 Bacteria AA
CUPP 0.6278 0.4369 0.3858 0.8698 Bacteria AA
dbCAN_4 0.8381 0.2675 0.6956 0.9806 Eukaryote AA
dbCAN_4:HMMER 0.8322 0.2712 0.6877 0.9767 Eukaryote AA
dbCAN_4:DIAMOND 0.8553 0.1790 0.7600 0.9507 Eukaryote AA
dbCAN_4:dbCAN-sub 0.8348 0.2690 0.6915 0.9781 Eukaryote AA
CUPP 0.6511 0.4322 0.4207 0.8814 Eukaryote AA
dbCAN_4 0.8194 0.3638 0.7125 0.9262 All CBM
dbCAN_4:HMMER 0.7895 0.3856 0.6763 0.9028 All CBM
dbCAN_4:DIAMOND 0.8369 0.3245 0.7405 0.9332 All CBM
dbCAN_4:dbCAN-sub 0.8138 0.3652 0.7065 0.9210 All CBM
CUPP 0.0000 0.0000 0.0000 0.0000 All CBM
dbCAN_4 0.9374 0.2020 0.8540 1.0208 Bacteria CBM
dbCAN_4:HMMER 0.7908 0.4051 0.6236 0.9580 Bacteria CBM
dbCAN_4:DIAMOND 0.9409 0.1372 0.8830 0.9988 Bacteria CBM
dbCAN_4:dbCAN-sub 0.8766 0.2852 0.7589 0.9943 Bacteria CBM
CUPP 0.0000 0.0000 0.0000 0.0000 Bacteria CBM
dbCAN_4 0.8451 0.3412 0.7537 0.9364 Eukaryote CBM
dbCAN_4:HMMER 0.8028 0.3786 0.7014 0.9042 Eukaryote CBM
dbCAN_4:DIAMOND 0.8676 0.2812 0.7916 0.9436 Eukaryote CBM
dbCAN_4:dbCAN-sub 0.8212 0.3608 0.7246 0.9179 Eukaryote CBM
CUPP 0.0000 0.0000 0.0000 0.0000 Eukaryote CBM

12.2.4 F1-score

##            X CAZy_family   Prediction_tool Statistic_parameter Statistic_value
## 401182 40117        AA10           dbCAN_4            F1-score       1.0000000
## 446852 44684        AA10     dbCAN_4:HMMER            F1-score       1.0000000
## 492612 49260        AA10   dbCAN_4:DIAMOND            F1-score       0.9677419
## 538352 53834        AA10 dbCAN_4:dbCAN-sub            F1-score       1.0000000
## 584112 58410        AA10              CUPP            F1-score       1.0000000
##        CAZy_class Tax_group
## 401182         AA  Bacteria
## 446852         AA  Bacteria
## 492612         AA  Bacteria
## 538352         AA  Bacteria
## 584112         AA  Bacteria
Table 12.9: Overall performance (represented by the F1-score) of CAZy family classification by CAZy classifiers per taxonomy group
Prediction_tool Mean Standard Deviation LowerCI UpperCI Tax_group CAZy_class
dbCAN_4 0.9200 0.2349 0.8804 0.9597 All GH
dbCAN_4:HMMER 0.8927 0.2643 0.8483 0.9370 All GH
dbCAN_4:DIAMOND 0.9485 0.1730 0.9190 0.9779 All GH
dbCAN_4:dbCAN-sub 0.9079 0.2481 0.8661 0.9496 All GH
CUPP 0.8005 0.3601 0.7392 0.8618 All GH
dbCAN_4 0.9047 0.2624 0.8579 0.9515 Bacteria GH
dbCAN_4:HMMER 0.8834 0.2834 0.8333 0.9336 Bacteria GH
dbCAN_4:DIAMOND 0.9340 0.2070 0.8968 0.9713 Bacteria GH
dbCAN_4:dbCAN-sub 0.8981 0.2645 0.8509 0.9453 Bacteria GH
CUPP 0.7968 0.3740 0.7295 0.8641 Bacteria GH
dbCAN_4 0.9589 0.1615 0.9247 0.9931 Eukaryote GH
dbCAN_4:HMMER 0.9179 0.2212 0.8710 0.9648 Eukaryote GH
dbCAN_4:DIAMOND 0.9774 0.0711 0.9623 0.9925 Eukaryote GH
dbCAN_4:dbCAN-sub 0.9478 0.1900 0.9078 0.9878 Eukaryote GH
CUPP 0.8374 0.3315 0.7672 0.9077 Eukaryote GH
dbCAN_4 0.8923 0.2395 0.8376 0.9471 All GT
dbCAN_4:HMMER 0.8503 0.2674 0.7897 0.9110 All GT
dbCAN_4:DIAMOND 0.9263 0.1884 0.8832 0.9693 All GT
dbCAN_4:dbCAN-sub 0.8915 0.2396 0.8368 0.9463 All GT
CUPP 0.8230 0.2883 0.7567 0.8893 All GT
dbCAN_4 0.8655 0.2772 0.7757 0.9554 Bacteria GT
dbCAN_4:HMMER 0.7651 0.3603 0.6543 0.8760 Bacteria GT
dbCAN_4:DIAMOND 0.9146 0.1907 0.8519 0.9773 Bacteria GT
dbCAN_4:dbCAN-sub 0.8610 0.2760 0.7715 0.9505 Bacteria GT
CUPP 0.8216 0.3331 0.7121 0.9311 Bacteria GT
dbCAN_4 0.8900 0.2459 0.8235 0.9565 Eukaryote GT
dbCAN_4:HMMER 0.8545 0.2544 0.7858 0.9233 Eukaryote GT
dbCAN_4:DIAMOND 0.9344 0.1731 0.8876 0.9812 Eukaryote GT
dbCAN_4:dbCAN-sub 0.8900 0.2459 0.8236 0.9565 Eukaryote GT
CUPP 0.8192 0.2627 0.7475 0.8910 Eukaryote GT
dbCAN_4 0.9135 0.2222 0.8174 1.0096 All PL
dbCAN_4:HMMER 0.9135 0.2222 0.8174 1.0096 All PL
dbCAN_4:DIAMOND 0.9489 0.1312 0.8922 1.0057 All PL
dbCAN_4:dbCAN-sub 0.9139 0.2223 0.8177 1.0100 All PL
CUPP 0.7307 0.4094 0.5537 0.9077 All PL
dbCAN_4 0.9021 0.2333 0.7987 1.0055 Bacteria PL
dbCAN_4:HMMER 0.9021 0.2333 0.7987 1.0055 Bacteria PL
dbCAN_4:DIAMOND 0.9465 0.1396 0.8846 1.0084 Bacteria PL
dbCAN_4:dbCAN-sub 0.9026 0.2335 0.7991 1.0061 Bacteria PL
CUPP 0.7198 0.4156 0.5355 0.9040 Bacteria PL
dbCAN_4 0.9714 0.0700 0.9129 1.0299 Eukaryote PL
dbCAN_4:HMMER 0.9714 0.0700 0.9129 1.0299 Eukaryote PL
dbCAN_4:DIAMOND 0.9402 0.1033 0.8538 1.0265 Eukaryote PL
dbCAN_4:dbCAN-sub 0.9714 0.0700 0.9129 1.0299 Eukaryote PL
CUPP 0.7410 0.4576 0.3584 1.1236 Eukaryote PL
dbCAN_4 0.8015 0.3232 0.6408 0.9622 All CE
dbCAN_4:HMMER 0.7905 0.3222 0.6303 0.9508 All CE
dbCAN_4:DIAMOND 0.9041 0.1502 0.8269 0.9814 All CE
dbCAN_4:dbCAN-sub 0.8015 0.3232 0.6408 0.9622 All CE
CUPP 0.6880 0.4173 0.4734 0.9025 All CE
dbCAN_4 0.8515 0.2802 0.6963 1.0066 Bacteria CE
dbCAN_4:HMMER 0.8435 0.2780 0.6895 0.9974 Bacteria CE
dbCAN_4:DIAMOND 0.9062 0.1399 0.8287 0.9837 Bacteria CE
dbCAN_4:dbCAN-sub 0.8515 0.2802 0.6963 1.0066 Bacteria CE
CUPP 0.7259 0.4042 0.5020 0.9497 Bacteria CE
dbCAN_4 0.7453 0.4141 0.5160 0.9746 Eukaryote CE
dbCAN_4:HMMER 0.7376 0.4112 0.5099 0.9654 Eukaryote CE
dbCAN_4:DIAMOND 0.9092 0.1817 0.7994 1.0190 Eukaryote CE
dbCAN_4:dbCAN-sub 0.7454 0.4141 0.5160 0.9747 Eukaryote CE
CUPP 0.7054 0.4327 0.4439 0.9669 Eukaryote CE
dbCAN_4 0.8626 0.2485 0.7302 0.9950 All AA
dbCAN_4:HMMER 0.8577 0.2494 0.7248 0.9906 All AA
dbCAN_4:DIAMOND 0.8972 0.1371 0.8242 0.9703 All AA
dbCAN_4:dbCAN-sub 0.8600 0.2489 0.7273 0.9926 All AA
CUPP 0.6685 0.4320 0.4383 0.8987 All AA
dbCAN_4 1.0000 NA NaN NaN Bacteria AA
dbCAN_4:HMMER 1.0000 NA NaN NaN Bacteria AA
dbCAN_4:DIAMOND 0.9677 NA NaN NaN Bacteria AA
dbCAN_4:dbCAN-sub 1.0000 NA NaN NaN Bacteria AA
CUPP 1.0000 NA NaN NaN Bacteria AA
dbCAN_4 0.8534 0.2544 0.7126 0.9943 Eukaryote AA
dbCAN_4:HMMER 0.8482 0.2552 0.7069 0.9896 Eukaryote AA
dbCAN_4:DIAMOND 0.8925 0.1406 0.8147 0.9704 Eukaryote AA
dbCAN_4:dbCAN-sub 0.8506 0.2547 0.7096 0.9917 Eukaryote AA
CUPP 0.6464 0.4377 0.4040 0.8887 Eukaryote AA
dbCAN_4 0.8144 0.3410 0.7231 0.9057 All CBM
dbCAN_4:HMMER 0.7349 0.3862 0.6314 0.8383 All CBM
dbCAN_4:DIAMOND 0.8581 0.2917 0.7793 0.9370 All CBM
dbCAN_4:dbCAN-sub 0.7832 0.3592 0.6870 0.8794 All CBM
CUPP 0.0000 0.0000 0.0000 0.0000 All CBM
dbCAN_4 0.8130 0.3508 0.7101 0.9160 Bacteria CBM
dbCAN_4:HMMER 0.7499 0.3832 0.6373 0.8624 Bacteria CBM
dbCAN_4:DIAMOND 0.8356 0.3190 0.7409 0.9304 Bacteria CBM
dbCAN_4:dbCAN-sub 0.8128 0.3510 0.7098 0.9159 Bacteria CBM
CUPP 0.0000 0.0000 0.0000 0.0000 Bacteria CBM
dbCAN_4 0.8457 0.2728 0.7331 0.9583 Eukaryote CBM
dbCAN_4:HMMER 0.6262 0.4342 0.4470 0.8054 Eukaryote CBM
dbCAN_4:DIAMOND 0.9323 0.1562 0.8663 0.9983 Eukaryote CBM
dbCAN_4:dbCAN-sub 0.7803 0.3240 0.6465 0.9140 Eukaryote CBM
CUPP 0.0000 0.0000 0.0000 0.0000 Eukaryote CBM

12.2.4.1 Test for statistically significant differences in the means

##                             Df Sum Sq Mean Sq F value Pr(>F)    
## Tax_group                    2    0.6   0.295   3.210 0.0405 *  
## Prediction_tool              4   33.0   8.247  89.586 <2e-16 ***
## Tax_group:Prediction_tool    8    0.3   0.035   0.377 0.9332    
## Residuals                 3867  356.0   0.092                   
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##                             Df Sum Sq Mean Sq F value  Pr(>F)    
## Tax_group                    2   0.53  0.2664   3.974   0.019 *  
## Prediction_tool              4   4.05  1.0119  15.098 3.9e-12 ***
## Tax_group:Prediction_tool    8   0.02  0.0022   0.033   1.000    
## Residuals                 1723 115.48  0.0670                    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = Statistic_value ~ Tax_group * Prediction_tool, data = all.df.stat.gh)
## 
## $`Tax_group:Prediction_tool`
##                                                                diff         lwr
## Bacteria:dbCAN_4-All:dbCAN_4                           -0.015346012 -0.12456122
## Eukaryote:dbCAN_4-All:dbCAN_4                           0.038835514 -0.08127995
## All:dbCAN_4:HMMER-All:dbCAN_4                          -0.027379274 -0.13323056
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4                     -0.036615315 -0.14536917
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4                    -0.002133407 -0.12224888
## All:dbCAN_4:DIAMOND-All:dbCAN_4                         0.028416222 -0.07821063
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4                    0.013962618 -0.09572717
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4                   0.057353293 -0.06276218
## All:dbCAN_4:dbCAN-sub-All:dbCAN_4                      -0.012163968 -0.11820546
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4                 -0.021958848 -0.13117406
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4                 0.027744987 -0.09195889
## All:CUPP-All:dbCAN_4                                   -0.119549664 -0.22617652
## Bacteria:CUPP-All:dbCAN_4                              -0.123267269 -0.23295705
## Eukaryote:CUPP-All:dbCAN_4                             -0.082619465 -0.20273493
## Eukaryote:dbCAN_4-Bacteria:dbCAN_4                      0.054181526 -0.06857840
## All:dbCAN_4:HMMER-Bacteria:dbCAN_4                     -0.012033262 -0.12087613
## Bacteria:dbCAN_4:HMMER-Bacteria:dbCAN_4                -0.021269303 -0.13293700
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4                0.013212606 -0.10954733
## All:dbCAN_4:DIAMOND-Bacteria:dbCAN_4                    0.043762234 -0.06583503
## Bacteria:dbCAN_4:DIAMOND-Bacteria:dbCAN_4               0.029308630 -0.08327078
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4              0.072699305 -0.05006063
## All:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4                  0.003182044 -0.10584581
## Bacteria:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4            -0.006612835 -0.11872991
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4            0.043090999 -0.07926624
## All:CUPP-Bacteria:dbCAN_4                              -0.104203652 -0.21380092
## Bacteria:CUPP-Bacteria:dbCAN_4                         -0.107921257 -0.22050067
## Eukaryote:CUPP-Bacteria:dbCAN_4                        -0.067273453 -0.19003338
## All:dbCAN_4:HMMER-Eukaryote:dbCAN_4                    -0.066214788 -0.18599180
## Bacteria:dbCAN_4:HMMER-Eukaryote:dbCAN_4               -0.075450829 -0.19780049
## Eukaryote:dbCAN_4:HMMER-Eukaryote:dbCAN_4              -0.040968921 -0.17351991
## All:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4                  -0.010419292 -0.13088225
## Bacteria:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4             -0.024872896 -0.14805523
## Eukaryote:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4             0.018517779 -0.11403321
## All:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4                -0.050999482 -0.17094462
## Bacteria:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4           -0.060794361 -0.18355429
## Eukaryote:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4          -0.011090527 -0.14326865
## All:CUPP-Eukaryote:dbCAN_4                             -0.158385178 -0.27884813
## Bacteria:CUPP-Eukaryote:dbCAN_4                        -0.162102783 -0.28528511
## Eukaryote:CUPP-Eukaryote:dbCAN_4                       -0.121454979 -0.25400596
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4:HMMER               -0.009236041 -0.11761597
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4:HMMER               0.025245867 -0.09453115
## All:dbCAN_4:DIAMOND-All:dbCAN_4:HMMER                   0.055795496 -0.05044994
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4:HMMER              0.041341892 -0.06797717
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4:HMMER             0.084732567 -0.03504445
## All:dbCAN_4:dbCAN-sub-All:dbCAN_4:HMMER                 0.015215306 -0.09044266
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4:HMMER            0.005420427 -0.10342244
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4:HMMER           0.055124261 -0.06424000
## All:CUPP-All:dbCAN_4:HMMER                             -0.092170390 -0.19841583
## Bacteria:CUPP-All:dbCAN_4:HMMER                        -0.095887995 -0.20520705
## Eukaryote:CUPP-All:dbCAN_4:HMMER                       -0.055240191 -0.17501721
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4:HMMER          0.034481909 -0.08786775
## All:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:HMMER              0.065031537 -0.04410598
## Bacteria:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:HMMER         0.050577933 -0.06155396
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:HMMER        0.093968608 -0.02838105
## All:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:HMMER            0.024451347 -0.08411435
## Bacteria:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:HMMER       0.014656468 -0.09701123
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:HMMER      0.064360302 -0.05758531
## All:CUPP-Bacteria:dbCAN_4:HMMER                        -0.082934349 -0.19207187
## Bacteria:CUPP-Bacteria:dbCAN_4:HMMER                   -0.086651954 -0.19878385
## Eukaryote:CUPP-Bacteria:dbCAN_4:HMMER                  -0.046004150 -0.16835381
## All:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:HMMER             0.030549629 -0.08991333
## Bacteria:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:HMMER        0.016096025 -0.10708631
## Eukaryote:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:HMMER       0.059486699 -0.07306429
## All:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:HMMER          -0.010030561 -0.12997570
## Bacteria:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:HMMER     -0.019825441 -0.14258537
## Eukaryote:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:HMMER     0.029878394 -0.10229973
## All:CUPP-Eukaryote:dbCAN_4:HMMER                       -0.117416257 -0.23787921
## Bacteria:CUPP-Eukaryote:dbCAN_4:HMMER                  -0.121133862 -0.24431619
## Eukaryote:CUPP-Eukaryote:dbCAN_4:HMMER                 -0.080486059 -0.21303704
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4:DIAMOND           -0.014453604 -0.12452379
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4:DIAMOND           0.028937071 -0.09152588
## All:dbCAN_4:dbCAN-sub-All:dbCAN_4:DIAMOND              -0.040580190 -0.14701512
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4:DIAMOND         -0.050375070 -0.15997233
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4:DIAMOND        -0.000671235 -0.12072379
## All:CUPP-All:dbCAN_4:DIAMOND                           -0.147965886 -0.25498403
## Bacteria:CUPP-All:dbCAN_4:DIAMOND                      -0.151683491 -0.26175368
## Eukaryote:CUPP-All:dbCAN_4:DIAMOND                     -0.111035688 -0.23149864
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:DIAMOND      0.043390674 -0.07979166
## All:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:DIAMOND         -0.026126586 -0.13562982
## Bacteria:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:DIAMOND    -0.035921466 -0.14850088
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:DIAMOND    0.013782369 -0.10899866
## All:CUPP-Bacteria:dbCAN_4:DIAMOND                      -0.133512282 -0.24358247
## Bacteria:CUPP-Bacteria:dbCAN_4:DIAMOND                 -0.137229887 -0.25026975
## Eukaryote:CUPP-Bacteria:dbCAN_4:DIAMOND                -0.096582084 -0.21976442
## All:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:DIAMOND        -0.069517261 -0.18946240
## Bacteria:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:DIAMOND   -0.079312140 -0.20207207
## Eukaryote:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:DIAMOND  -0.029608306 -0.16178643
## All:CUPP-Eukaryote:dbCAN_4:DIAMOND                     -0.176902957 -0.29736591
## Bacteria:CUPP-Eukaryote:dbCAN_4:DIAMOND                -0.180620562 -0.30380289
## Eukaryote:CUPP-Eukaryote:dbCAN_4:DIAMOND               -0.139972758 -0.27252374
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4:dbCAN-sub       -0.009794879 -0.11882273
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4:dbCAN-sub       0.039908955 -0.07962401
## All:CUPP-All:dbCAN_4:dbCAN-sub                         -0.107385696 -0.21382063
## Bacteria:CUPP-All:dbCAN_4:dbCAN-sub                    -0.111103301 -0.22060654
## Eukaryote:CUPP-All:dbCAN_4:dbCAN-sub                   -0.070455497 -0.19040063
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:dbCAN-sub  0.049703835 -0.07265341
## All:CUPP-Bacteria:dbCAN_4:dbCAN-sub                    -0.097590817 -0.20718808
## Bacteria:CUPP-Bacteria:dbCAN_4:dbCAN-sub               -0.101308422 -0.21388783
## Eukaryote:CUPP-Bacteria:dbCAN_4:dbCAN-sub              -0.060660618 -0.18342055
## All:CUPP-Eukaryote:dbCAN_4:dbCAN-sub                   -0.147294651 -0.26734721
## Bacteria:CUPP-Eukaryote:dbCAN_4:dbCAN-sub              -0.151012256 -0.27379328
## Eukaryote:CUPP-Eukaryote:dbCAN_4:dbCAN-sub             -0.110364453 -0.24254258
## Bacteria:CUPP-All:CUPP                                 -0.003717605 -0.11378779
## Eukaryote:CUPP-All:CUPP                                 0.036930199 -0.08353276
## Eukaryote:CUPP-Bacteria:CUPP                            0.040647804 -0.08253453
##                                                                  upr     p adj
## Bacteria:dbCAN_4-All:dbCAN_4                            0.0938692000 1.0000000
## Eukaryote:dbCAN_4-All:dbCAN_4                           0.1589509823 0.9989612
## All:dbCAN_4:HMMER-All:dbCAN_4                           0.0784720164 0.9999215
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4                      0.0721385385 0.9983834
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4                     0.1179820617 1.0000000
## All:dbCAN_4:DIAMOND-All:dbCAN_4                         0.1350430733 0.9998876
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4                    0.1236524029 1.0000000
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4                   0.1774687611 0.9540574
## All:dbCAN_4:dbCAN-sub-All:dbCAN_4                       0.0938775215 1.0000000
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4                  0.0872563648 0.9999966
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4                 0.1474488685 0.9999795
## All:CUPP-All:dbCAN_4                                   -0.0129228130 0.0121839
## Bacteria:CUPP-All:dbCAN_4                              -0.0135774843 0.0117936
## Eukaryote:CUPP-All:dbCAN_4                              0.0374960030 0.5634300
## Eukaryote:dbCAN_4-Bacteria:dbCAN_4                      0.1769414572 0.9764556
## All:dbCAN_4:HMMER-Bacteria:dbCAN_4                      0.0968096094 1.0000000
## Bacteria:dbCAN_4:HMMER-Bacteria:dbCAN_4                 0.0903983989 0.9999983
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4                0.1359725366 1.0000000
## All:dbCAN_4:DIAMOND-Bacteria:dbCAN_4                    0.1533594985 0.9906942
## Bacteria:dbCAN_4:DIAMOND-Bacteria:dbCAN_4               0.1418880415 0.9999151
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4              0.1954592360 0.7917623
## All:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4                  0.1122098958 1.0000000
## Bacteria:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4             0.1055042354 1.0000000
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4            0.1654482392 0.9973872
## All:CUPP-Bacteria:dbCAN_4                               0.0053936122 0.0828414
## Bacteria:CUPP-Bacteria:dbCAN_4                          0.0046581543 0.0766562
## Eukaryote:CUPP-Bacteria:dbCAN_4                         0.0554864779 0.8720065
## All:dbCAN_4:HMMER-Eukaryote:dbCAN_4                     0.0535622289 0.8643356
## Bacteria:dbCAN_4:HMMER-Eukaryote:dbCAN_4                0.0468988287 0.7388109
## Eukaryote:dbCAN_4:HMMER-Eukaryote:dbCAN_4               0.0915820651 0.9993714
## All:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4                   0.1100436629 1.0000000
## Bacteria:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4              0.0983094363 0.9999964
## Eukaryote:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4             0.1510687645 1.0000000
## All:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4                 0.0689456537 0.9831811
## Bacteria:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4            0.0619655696 0.9385845
## Eukaryote:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4           0.1210876003 1.0000000
## All:CUPP-Eukaryote:dbCAN_4                             -0.0379222234 0.0008198
## Bacteria:CUPP-Eukaryote:dbCAN_4                        -0.0389204509 0.0008055
## Eukaryote:CUPP-Eukaryote:dbCAN_4                        0.0110960064 0.1150682
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4:HMMER                0.0991438865 1.0000000
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4:HMMER               0.1450228841 0.9999938
## All:dbCAN_4:DIAMOND-All:dbCAN_4:HMMER                   0.1620409356 0.9047692
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4:HMMER              0.1506609522 0.9945570
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4:HMMER             0.2045095835 0.5131426
## All:dbCAN_4:dbCAN-sub-All:dbCAN_4:HMMER                 0.1208732707 1.0000000
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4:HMMER            0.1142632977 1.0000000
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4:HMMER           0.1744885239 0.9651596
## All:CUPP-All:dbCAN_4:HMMER                              0.0140750493 0.1763739
## Bacteria:CUPP-All:dbCAN_4:HMMER                         0.0134310650 0.1627079
## Eukaryote:CUPP-All:dbCAN_4:HMMER                        0.0645368255 0.9655553
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4:HMMER          0.1568315663 0.9997824
## All:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:HMMER              0.1741690579 0.7841907
## Bacteria:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:HMMER         0.1627098284 0.9715211
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:HMMER        0.2163182656 0.3646932
## All:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:HMMER            0.1330170439 0.9999857
## Bacteria:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:HMMER       0.1263241694 1.0000000
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:HMMER      0.1863059141 0.9013197
## All:CUPP-Bacteria:dbCAN_4:HMMER                         0.0262031716 0.3835181
## Bacteria:CUPP-Bacteria:dbCAN_4:HMMER                    0.0254799412 0.3539265
## Eukaryote:CUPP-Bacteria:dbCAN_4:HMMER                   0.0763455076 0.9948639
## All:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:HMMER             0.1510125835 0.9999381
## Bacteria:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:HMMER        0.1392783569 1.0000000
## Eukaryote:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:HMMER       0.1920376850 0.9727438
## All:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:HMMER           0.1099145742 1.0000000
## Bacteria:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:HMMER      0.1029344902 0.9999998
## Eukaryote:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:HMMER     0.1620565209 0.9999850
## All:CUPP-Eukaryote:dbCAN_4:HMMER                        0.0030466971 0.0651505
## Bacteria:CUPP-Eukaryote:dbCAN_4:HMMER                   0.0020484697 0.0595773
## Eukaryote:CUPP-Eukaryote:dbCAN_4:HMMER                  0.0520649270 0.7599361
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4:DIAMOND            0.0956165852 1.0000000
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4:DIAMOND           0.1494000251 0.9999681
## All:dbCAN_4:dbCAN-sub-All:dbCAN_4:DIAMOND               0.0658547438 0.9940937
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4:DIAMOND          0.0592221944 0.9665264
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4:DIAMOND         0.1193813239 1.0000000
## All:CUPP-All:dbCAN_4:DIAMOND                           -0.0409477427 0.0002835
## Bacteria:CUPP-All:dbCAN_4:DIAMOND                      -0.0416133020 0.0003050
## Eukaryote:CUPP-All:dbCAN_4:DIAMOND                      0.0094272671 0.1094009
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:DIAMOND      0.1665730065 0.9973814
## All:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:DIAMOND          0.0833766497 0.9999706
## Bacteria:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:DIAMOND     0.0766579453 0.9991025
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:DIAMOND    0.1365633951 1.0000000
## All:CUPP-Bacteria:dbCAN_4:DIAMOND                      -0.0234420931 0.0036135
## Bacteria:CUPP-Bacteria:dbCAN_4:DIAMOND                 -0.0241900268 0.0035626
## Eukaryote:CUPP-Bacteria:dbCAN_4:DIAMOND                 0.0266002485 0.3288945
## All:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:DIAMOND         0.0504278749 0.8168575
## Bacteria:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:DIAMOND    0.0434477908 0.6691200
## Eukaryote:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:DIAMOND   0.1025698215 0.9999866
## All:CUPP-Eukaryote:dbCAN_4:DIAMOND                     -0.0564400022 0.0000681
## Bacteria:CUPP-Eukaryote:dbCAN_4:DIAMOND                -0.0574382297 0.0000708
## Eukaryote:CUPP-Eukaryote:dbCAN_4:DIAMOND               -0.0074217724 0.0268009
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4:dbCAN-sub        0.0992329723 1.0000000
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4:dbCAN-sub       0.1594419175 0.9985235
## All:CUPP-All:dbCAN_4:dbCAN-sub                         -0.0009507618 0.0454208
## Bacteria:CUPP-All:dbCAN_4:dbCAN-sub                    -0.0016000649 0.0427007
## Eukaryote:CUPP-All:dbCAN_4:dbCAN-sub                    0.0494896385 0.8015090
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:dbCAN-sub  0.1720610744 0.9890256
## All:CUPP-Bacteria:dbCAN_4:dbCAN-sub                     0.0120064474 0.1450969
## Bacteria:CUPP-Bacteria:dbCAN_4:dbCAN-sub                0.0112709895 0.1335101
## Eukaryote:CUPP-Bacteria:dbCAN_4:dbCAN-sub               0.0620993131 0.9396286
## All:CUPP-Eukaryote:dbCAN_4:dbCAN-sub                   -0.0272420924 0.0029734
## Bacteria:CUPP-Eukaryote:dbCAN_4:dbCAN-sub              -0.0282312301 0.0028497
## Eukaryote:CUPP-Eukaryote:dbCAN_4:dbCAN-sub              0.0218136745 0.2286732
## Bacteria:CUPP-All:CUPP                                  0.1063525844 1.0000000
## Eukaryote:CUPP-All:CUPP                                 0.1573931534 0.9994267
## Eukaryote:CUPP-Bacteria:CUPP                            0.1638301357 0.9987005
##                            Df Sum Sq Mean Sq F value  Pr(>F)    
## Tax_group                   2   0.17 0.08504   1.296 0.27428    
## Prediction_tool             4   1.26 0.31574   4.810 0.00077 ***
## Tax_group:Prediction_tool   8   0.14 0.01766   0.269 0.97580    
## Residuals                 836  54.87 0.06564                    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = Statistic_value ~ Tax_group * Prediction_tool, data = all.df.stat.gt)
## 
## $`Tax_group:Prediction_tool`
##                                                                 diff
## Bacteria:dbCAN_4-All:dbCAN_4                           -2.679218e-02
## Eukaryote:dbCAN_4-All:dbCAN_4                          -2.345440e-03
## All:dbCAN_4:HMMER-All:dbCAN_4                          -4.197588e-02
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4                     -1.271907e-01
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4                    -3.779756e-02
## All:dbCAN_4:DIAMOND-All:dbCAN_4                         3.392678e-02
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4                    2.229773e-02
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4                   4.205081e-02
## All:dbCAN_4:dbCAN-sub-All:dbCAN_4                      -7.795292e-04
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4                 -3.132937e-02
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4                -2.291219e-03
## All:CUPP-All:dbCAN_4                                   -6.931319e-02
## Bacteria:CUPP-All:dbCAN_4                              -7.069749e-02
## Eukaryote:CUPP-All:dbCAN_4                             -7.307656e-02
## Eukaryote:dbCAN_4-Bacteria:dbCAN_4                      2.444674e-02
## All:dbCAN_4:HMMER-Bacteria:dbCAN_4                     -1.518370e-02
## Bacteria:dbCAN_4:HMMER-Bacteria:dbCAN_4                -1.003985e-01
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4               -1.100538e-02
## All:dbCAN_4:DIAMOND-Bacteria:dbCAN_4                    6.071896e-02
## Bacteria:dbCAN_4:DIAMOND-Bacteria:dbCAN_4               4.908991e-02
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4              6.884299e-02
## All:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4                  2.601265e-02
## Bacteria:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4            -4.537192e-03
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4            2.450096e-02
## All:CUPP-Bacteria:dbCAN_4                              -4.252101e-02
## Bacteria:CUPP-Bacteria:dbCAN_4                         -4.390530e-02
## Eukaryote:CUPP-Bacteria:dbCAN_4                        -4.628438e-02
## All:dbCAN_4:HMMER-Eukaryote:dbCAN_4                    -3.963044e-02
## Bacteria:dbCAN_4:HMMER-Eukaryote:dbCAN_4               -1.248453e-01
## Eukaryote:dbCAN_4:HMMER-Eukaryote:dbCAN_4              -3.545212e-02
## All:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4                   3.627222e-02
## Bacteria:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4              2.464317e-02
## Eukaryote:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4             4.439625e-02
## All:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4                 1.565911e-03
## Bacteria:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4           -2.898393e-02
## Eukaryote:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4           5.422092e-05
## All:CUPP-Eukaryote:dbCAN_4                             -6.696775e-02
## Bacteria:CUPP-Eukaryote:dbCAN_4                        -6.835205e-02
## Eukaryote:CUPP-Eukaryote:dbCAN_4                       -7.073112e-02
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4:HMMER               -8.521485e-02
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4:HMMER               4.178317e-03
## All:dbCAN_4:DIAMOND-All:dbCAN_4:HMMER                   7.590265e-02
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4:HMMER              6.427360e-02
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4:HMMER             8.402669e-02
## All:dbCAN_4:dbCAN-sub-All:dbCAN_4:HMMER                 4.119635e-02
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4:HMMER            1.064650e-02
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4:HMMER           3.968466e-02
## All:CUPP-All:dbCAN_4:HMMER                             -2.733731e-02
## Bacteria:CUPP-All:dbCAN_4:HMMER                        -2.872161e-02
## Eukaryote:CUPP-All:dbCAN_4:HMMER                       -3.110069e-02
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4:HMMER          8.939317e-02
## All:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:HMMER              1.611175e-01
## Bacteria:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:HMMER         1.494885e-01
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:HMMER        1.692415e-01
## All:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:HMMER            1.264112e-01
## Bacteria:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:HMMER       9.586136e-02
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:HMMER      1.248995e-01
## All:CUPP-Bacteria:dbCAN_4:HMMER                         5.787754e-02
## Bacteria:CUPP-Bacteria:dbCAN_4:HMMER                    5.649324e-02
## Eukaryote:CUPP-Bacteria:dbCAN_4:HMMER                   5.411416e-02
## All:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:HMMER             7.172434e-02
## Bacteria:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:HMMER        6.009529e-02
## Eukaryote:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:HMMER       7.984837e-02
## All:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:HMMER           3.701803e-02
## Bacteria:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:HMMER      6.468186e-03
## Eukaryote:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:HMMER     3.550634e-02
## All:CUPP-Eukaryote:dbCAN_4:HMMER                       -3.151563e-02
## Bacteria:CUPP-Eukaryote:dbCAN_4:HMMER                  -3.289993e-02
## Eukaryote:CUPP-Eukaryote:dbCAN_4:HMMER                 -3.527901e-02
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4:DIAMOND           -1.162905e-02
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4:DIAMOND           8.124036e-03
## All:dbCAN_4:dbCAN-sub-All:dbCAN_4:DIAMOND              -3.470630e-02
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4:DIAMOND         -6.525615e-02
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4:DIAMOND        -3.621799e-02
## All:CUPP-All:dbCAN_4:DIAMOND                           -1.032400e-01
## Bacteria:CUPP-All:dbCAN_4:DIAMOND                      -1.046243e-01
## Eukaryote:CUPP-All:dbCAN_4:DIAMOND                     -1.070033e-01
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:DIAMOND      1.975308e-02
## All:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:DIAMOND         -2.307726e-02
## Bacteria:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:DIAMOND    -5.362710e-02
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:DIAMOND   -2.458895e-02
## All:CUPP-Bacteria:dbCAN_4:DIAMOND                      -9.161092e-02
## Bacteria:CUPP-Bacteria:dbCAN_4:DIAMOND                 -9.299521e-02
## Eukaryote:CUPP-Bacteria:dbCAN_4:DIAMOND                -9.537429e-02
## All:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:DIAMOND        -4.283034e-02
## Bacteria:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:DIAMOND   -7.338019e-02
## Eukaryote:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:DIAMOND  -4.434203e-02
## All:CUPP-Eukaryote:dbCAN_4:DIAMOND                     -1.113640e-01
## Bacteria:CUPP-Eukaryote:dbCAN_4:DIAMOND                -1.127483e-01
## Eukaryote:CUPP-Eukaryote:dbCAN_4:DIAMOND               -1.151274e-01
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4:dbCAN-sub       -3.054984e-02
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4:dbCAN-sub      -1.511690e-03
## All:CUPP-All:dbCAN_4:dbCAN-sub                         -6.853366e-02
## Bacteria:CUPP-All:dbCAN_4:dbCAN-sub                    -6.991796e-02
## Eukaryote:CUPP-All:dbCAN_4:dbCAN-sub                   -7.229704e-02
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:dbCAN-sub  2.903815e-02
## All:CUPP-Bacteria:dbCAN_4:dbCAN-sub                    -3.798382e-02
## Bacteria:CUPP-Bacteria:dbCAN_4:dbCAN-sub               -3.936811e-02
## Eukaryote:CUPP-Bacteria:dbCAN_4:dbCAN-sub              -4.174719e-02
## All:CUPP-Eukaryote:dbCAN_4:dbCAN-sub                   -6.702197e-02
## Bacteria:CUPP-Eukaryote:dbCAN_4:dbCAN-sub              -6.840627e-02
## Eukaryote:CUPP-Eukaryote:dbCAN_4:dbCAN-sub             -7.078535e-02
## Bacteria:CUPP-All:CUPP                                 -1.384295e-03
## Eukaryote:CUPP-All:CUPP                                -3.763374e-03
## Eukaryote:CUPP-Bacteria:CUPP                           -2.379079e-03
##                                                                 lwr        upr
## Bacteria:dbCAN_4-All:dbCAN_4                           -0.198450956 0.14486659
## Eukaryote:dbCAN_4-All:dbCAN_4                          -0.156623331 0.15193245
## All:dbCAN_4:HMMER-All:dbCAN_4                          -0.182888449 0.09893670
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4                     -0.293489349 0.03910789
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4                    -0.192075451 0.11648033
## All:dbCAN_4:DIAMOND-All:dbCAN_4                        -0.107445546 0.17529910
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4                   -0.150847298 0.19544275
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4                  -0.112227080 0.19632870
## All:dbCAN_4:dbCAN-sub-All:dbCAN_4                      -0.142151851 0.14059279
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4                 -0.202988148 0.14032940
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4                -0.156569110 0.15198667
## All:CUPP-All:dbCAN_4                                   -0.211155971 0.07252959
## Bacteria:CUPP-All:dbCAN_4                              -0.243842512 0.10244754
## Eukaryote:CUPP-All:dbCAN_4                             -0.228180990 0.08202786
## Eukaryote:dbCAN_4-Bacteria:dbCAN_4                     -0.157987547 0.20688103
## All:dbCAN_4:HMMER-Bacteria:dbCAN_4                     -0.186464035 0.15609665
## Bacteria:dbCAN_4:HMMER-Bacteria:dbCAN_4                -0.293105146 0.09230805
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4               -0.193439667 0.17142891
## All:dbCAN_4:DIAMOND-Bacteria:dbCAN_4                   -0.110939818 0.23237773
## Bacteria:dbCAN_4:DIAMOND-Bacteria:dbCAN_4              -0.149555004 0.24773482
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4             -0.113591295 0.25127728
## All:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4                 -0.145646123 0.19767143
## Bacteria:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4            -0.201887988 0.19281360
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4           -0.157933326 0.20693525
## All:CUPP-Bacteria:dbCAN_4                              -0.214567445 0.12952543
## Bacteria:CUPP-Bacteria:dbCAN_4                         -0.242550218 0.15473961
## Eukaryote:CUPP-Bacteria:dbCAN_4                        -0.229418172 0.13684940
## All:dbCAN_4:HMMER-Eukaryote:dbCAN_4                    -0.193487148 0.11422628
## Bacteria:dbCAN_4:HMMER-Eukaryote:dbCAN_4               -0.302245305 0.05255473
## Eukaryote:dbCAN_4:HMMER-Eukaryote:dbCAN_4              -0.201636362 0.13073212
## All:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4                  -0.118005676 0.19055011
## Bacteria:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4             -0.159190274 0.20847661
## Eukaryote:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4            -0.121787991 0.21058049
## All:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4                -0.152711981 0.15584380
## Bacteria:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4           -0.211418222 0.15345035
## Eukaryote:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4          -0.166130021 0.16623846
## All:CUPP-Eukaryote:dbCAN_4                             -0.221676861 0.08774136
## Bacteria:CUPP-Eukaryote:dbCAN_4                        -0.252185488 0.11548140
## Eukaryote:CUPP-Eukaryote:dbCAN_4                       -0.237682966 0.09622072
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4:HMMER               -0.251122812 0.08069311
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4:HMMER              -0.149678395 0.15803503
## All:dbCAN_4:DIAMOND-All:dbCAN_4:HMMER                  -0.065009921 0.21681522
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4:HMMER             -0.108496242 0.23704345
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4:HMMER            -0.069830024 0.23788340
## All:dbCAN_4:dbCAN-sub-All:dbCAN_4:HMMER                -0.099716226 0.18210892
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4:HMMER           -0.160633837 0.18192684
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4:HMMER          -0.114172054 0.19354137
## All:CUPP-All:dbCAN_4:HMMER                             -0.168721876 0.11404725
## Bacteria:CUPP-All:dbCAN_4:HMMER                        -0.201491456 0.14404824
## Eukaryote:CUPP-All:dbCAN_4:HMMER                       -0.185786184 0.12358481
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4:HMMER         -0.088006845 0.26679319
## All:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:HMMER             -0.005181115 0.32741612
## Bacteria:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:HMMER        -0.044543235 0.34352015
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:HMMER       -0.008158474 0.34664156
## All:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:HMMER           -0.039887419 0.29270982
## Bacteria:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:HMMER      -0.096845241 0.28856795
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:HMMER     -0.052500505 0.30229953
## All:CUPP-Bacteria:dbCAN_4:HMMER                        -0.108821207 0.22457628
## Bacteria:CUPP-Bacteria:dbCAN_4:HMMER                   -0.137538449 0.25052494
## Eukaryote:CUPP-Bacteria:dbCAN_4:HMMER                  -0.124005122 0.23223345
## All:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:HMMER            -0.082553556 0.22600223
## Bacteria:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:HMMER       -0.123738155 0.24392873
## Eukaryote:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:HMMER      -0.086335871 0.24603261
## All:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:HMMER          -0.117259861 0.19129592
## Bacteria:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:HMMER     -0.175966102 0.18890247
## Eukaryote:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:HMMER    -0.130677902 0.20169058
## All:CUPP-Eukaryote:dbCAN_4:HMMER                       -0.186224741 0.12319348
## Bacteria:CUPP-Eukaryote:dbCAN_4:HMMER                  -0.216733369 0.15093352
## Eukaryote:CUPP-Eukaryote:dbCAN_4:HMMER                 -0.202230846 0.13167284
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4:DIAMOND           -0.184774073 0.16151598
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4:DIAMOND          -0.146153855 0.16240193
## All:dbCAN_4:dbCAN-sub-All:dbCAN_4:DIAMOND              -0.176078626 0.10666602
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4:DIAMOND         -0.236914924 0.10640263
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4:DIAMOND        -0.190495886 0.11805990
## All:CUPP-All:dbCAN_4:DIAMOND                           -0.245082746 0.03860281
## Bacteria:CUPP-All:dbCAN_4:DIAMOND                      -0.277769287 0.06852076
## Eukaryote:CUPP-All:dbCAN_4:DIAMOND                     -0.262107765 0.04810108
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:DIAMOND     -0.164080358 0.20358653
## All:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:DIAMOND         -0.196222283 0.15006777
## Bacteria:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:DIAMOND    -0.252272015 0.14501781
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:DIAMOND   -0.208422389 0.15924450
## All:CUPP-Bacteria:dbCAN_4:DIAMOND                      -0.265140285 0.08191845
## Bacteria:CUPP-Bacteria:dbCAN_4:DIAMOND                 -0.292925868 0.10693544
## Eukaryote:CUPP-Bacteria:dbCAN_4:DIAMOND                -0.279901931 0.08915335
## All:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:DIAMOND        -0.197108233 0.11144755
## Bacteria:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:DIAMOND   -0.255814473 0.10905410
## Eukaryote:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:DIAMOND  -0.210526273 0.12184221
## All:CUPP-Eukaryote:dbCAN_4:DIAMOND                     -0.266073113 0.04334511
## Bacteria:CUPP-Eukaryote:dbCAN_4:DIAMOND                -0.296581740 0.07108514
## Eukaryote:CUPP-Eukaryote:dbCAN_4:DIAMOND               -0.282079217 0.05182446
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4:dbCAN-sub       -0.202208619 0.14110893
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4:dbCAN-sub      -0.155789581 0.15276620
## All:CUPP-All:dbCAN_4:dbCAN-sub                         -0.210376441 0.07330912
## Bacteria:CUPP-All:dbCAN_4:dbCAN-sub                    -0.243062982 0.10322707
## Eukaryote:CUPP-All:dbCAN_4:dbCAN-sub                   -0.227401461 0.08280739
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:dbCAN-sub -0.153396134 0.21147244
## All:CUPP-Bacteria:dbCAN_4:dbCAN-sub                    -0.210030253 0.13406262
## Bacteria:CUPP-Bacteria:dbCAN_4:dbCAN-sub               -0.238013026 0.15927680
## Eukaryote:CUPP-Bacteria:dbCAN_4:dbCAN-sub              -0.224880980 0.14138660
## All:CUPP-Eukaryote:dbCAN_4:dbCAN-sub                   -0.221731082 0.08768714
## Bacteria:CUPP-Eukaryote:dbCAN_4:dbCAN-sub              -0.252239709 0.11542718
## Eukaryote:CUPP-Eukaryote:dbCAN_4:dbCAN-sub             -0.237737187 0.09616650
## Bacteria:CUPP-All:CUPP                                 -0.174913661 0.17214507
## Eukaryote:CUPP-All:CUPP                                -0.159296726 0.15176998
## Eukaryote:CUPP-Bacteria:CUPP                           -0.186906717 0.18214856
##                                                            p adj
## Bacteria:dbCAN_4-All:dbCAN_4                           0.9999999
## Eukaryote:dbCAN_4-All:dbCAN_4                          1.0000000
## All:dbCAN_4:HMMER-All:dbCAN_4                          0.9995725
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4                     0.3701598
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4                    0.9999578
## All:dbCAN_4:DIAMOND-All:dbCAN_4                        0.9999672
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4                   1.0000000
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4                  0.9998478
## All:dbCAN_4:dbCAN-sub-All:dbCAN_4                      1.0000000
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4                 0.9999990
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4                1.0000000
## All:CUPP-All:dbCAN_4                                   0.9436879
## Bacteria:CUPP-All:dbCAN_4                              0.9881899
## Eukaryote:CUPP-All:dbCAN_4                             0.9580224
## Eukaryote:dbCAN_4-Bacteria:dbCAN_4                     1.0000000
## All:dbCAN_4:HMMER-Bacteria:dbCAN_4                     1.0000000
## Bacteria:dbCAN_4:HMMER-Bacteria:dbCAN_4                0.9086799
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4               1.0000000
## All:dbCAN_4:DIAMOND-Bacteria:dbCAN_4                   0.9971834
## Bacteria:dbCAN_4:DIAMOND-Bacteria:dbCAN_4              0.9999531
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4             0.9945284
## All:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4                 0.9999999
## Bacteria:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4            1.0000000
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4           1.0000000
## All:CUPP-Bacteria:dbCAN_4                              0.9999530
## Bacteria:CUPP-Bacteria:dbCAN_4                         0.9999882
## Eukaryote:CUPP-Bacteria:dbCAN_4                        0.9999384
## All:dbCAN_4:HMMER-Eukaryote:dbCAN_4                    0.9999225
## Bacteria:dbCAN_4:HMMER-Eukaryote:dbCAN_4               0.5201059
## Eukaryote:dbCAN_4:HMMER-Eukaryote:dbCAN_4              0.9999925
## All:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4                  0.9999746
## Bacteria:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4             1.0000000
## Eukaryote:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4            0.9998801
## All:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4                1.0000000
## Bacteria:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4           0.9999998
## Eukaryote:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4          1.0000000
## All:CUPP-Eukaryote:dbCAN_4                             0.9797624
## Bacteria:CUPP-Eukaryote:dbCAN_4                        0.9952878
## Eukaryote:CUPP-Eukaryote:dbCAN_4                       0.9833467
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4:HMMER               0.9176835
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4:HMMER              1.0000000
## All:dbCAN_4:DIAMOND-All:dbCAN_4:HMMER                  0.8845294
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4:HMMER             0.9952615
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4:HMMER            0.8731939
## All:dbCAN_4:dbCAN-sub-All:dbCAN_4:HMMER                0.9996552
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4:HMMER           1.0000000
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4:HMMER          0.9999212
## All:CUPP-All:dbCAN_4:HMMER                             0.9999978
## Bacteria:CUPP-All:dbCAN_4:HMMER                        0.9999997
## Eukaryote:CUPP-All:dbCAN_4:HMMER                       0.9999964
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4:HMMER         0.9286234
## All:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:HMMER             0.0690681
## Bacteria:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:HMMER        0.3573830
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:HMMER       0.0800887
## All:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:HMMER           0.3810131
## Bacteria:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:HMMER      0.9353133
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:HMMER     0.5193243
## All:CUPP-Bacteria:dbCAN_4:HMMER                        0.9976848
## Bacteria:CUPP-Bacteria:dbCAN_4:HMMER                   0.9996712
## Eukaryote:CUPP-Bacteria:dbCAN_4:HMMER                  0.9994651
## All:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:HMMER            0.9624129
## Bacteria:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:HMMER       0.9987900
## Eukaryote:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:HMMER      0.9507630
## All:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:HMMER          0.9999673
## Bacteria:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:HMMER     1.0000000
## Eukaryote:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:HMMER    0.9999923
## All:CUPP-Eukaryote:dbCAN_4:HMMER                       0.9999958
## Bacteria:CUPP-Eukaryote:dbCAN_4:HMMER                  0.9999992
## Eukaryote:CUPP-Eukaryote:dbCAN_4:HMMER                 0.9999933
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4:DIAMOND           1.0000000
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4:DIAMOND          1.0000000
## All:dbCAN_4:dbCAN-sub-All:dbCAN_4:DIAMOND              0.9999567
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4:DIAMOND         0.9941089
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4:DIAMOND        0.9999750
## All:CUPP-All:dbCAN_4:DIAMOND                           0.4591339
## Bacteria:CUPP-All:dbCAN_4:DIAMOND                      0.7640156
## Eukaryote:CUPP-All:dbCAN_4:DIAMOND                     0.5556687
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:DIAMOND     1.0000000
## All:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:DIAMOND         1.0000000
## Bacteria:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:DIAMOND    0.9998642
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:DIAMOND   1.0000000
## All:CUPP-Bacteria:dbCAN_4:DIAMOND                      0.8996279
## Bacteria:CUPP-Bacteria:dbCAN_4:DIAMOND                 0.9622548
## Eukaryote:CUPP-Bacteria:dbCAN_4:DIAMOND                0.9138123
## All:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:DIAMOND        0.9998111
## Bacteria:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:DIAMOND   0.9897629
## Eukaryote:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:DIAMOND  0.9998818
## All:CUPP-Eukaryote:dbCAN_4:DIAMOND                     0.4792468
## Bacteria:CUPP-Eukaryote:dbCAN_4:DIAMOND                0.7439893
## Eukaryote:CUPP-Eukaryote:dbCAN_4:DIAMOND               0.5564260
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4:dbCAN-sub       0.9999993
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4:dbCAN-sub      1.0000000
## All:CUPP-All:dbCAN_4:dbCAN-sub                         0.9485158
## Bacteria:CUPP-All:dbCAN_4:dbCAN-sub                    0.9893710
## Eukaryote:CUPP-All:dbCAN_4:dbCAN-sub                   0.9615862
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:dbCAN-sub 0.9999998
## All:CUPP-Bacteria:dbCAN_4:dbCAN-sub                    0.9999884
## Bacteria:CUPP-Bacteria:dbCAN_4:dbCAN-sub               0.9999970
## Eukaryote:CUPP-Bacteria:dbCAN_4:dbCAN-sub              0.9999827
## All:CUPP-Eukaryote:dbCAN_4:dbCAN-sub                   0.9796147
## Bacteria:CUPP-Eukaryote:dbCAN_4:dbCAN-sub              0.9952497
## Eukaryote:CUPP-Eukaryote:dbCAN_4:dbCAN-sub             0.9832294
## Bacteria:CUPP-All:CUPP                                 1.0000000
## Eukaryote:CUPP-All:CUPP                                1.0000000
## Eukaryote:CUPP-Bacteria:CUPP                           1.0000000
##                            Df Sum Sq Mean Sq F value   Pr(>F)    
## Tax_group                   2  0.058  0.0292   0.444    0.642    
## Prediction_tool             4  1.681  0.4204   6.394 6.49e-05 ***
## Tax_group:Prediction_tool   8  0.031  0.0039   0.059    1.000    
## Residuals                 250 16.435  0.0657                     
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##                            Df Sum Sq Mean Sq F value Pr(>F)  
## Tax_group                   2  0.176 0.08815   0.800 0.4504  
## Prediction_tool             4  0.912 0.22797   2.070 0.0857 .
## Tax_group:Prediction_tool   8  0.090 0.01123   0.102 0.9991  
## Residuals                 219 24.116 0.11012                 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = Statistic_value ~ Tax_group * Prediction_tool, data = all.df.stat.ce)
## 
## $`Tax_group:Prediction_tool`
##                                                                 diff        lwr
## Bacteria:dbCAN_4-All:dbCAN_4                            4.998209e-02 -0.3480157
## Eukaryote:dbCAN_4-All:dbCAN_4                          -5.614837e-02 -0.4541462
## All:dbCAN_4:HMMER-All:dbCAN_4                          -1.093052e-02 -0.3904065
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4                      4.197632e-02 -0.3560215
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4                    -6.384397e-02 -0.4618418
## All:dbCAN_4:DIAMOND-All:dbCAN_4                         1.026561e-01 -0.2823600
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4                    1.046835e-01 -0.2933143
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4                   1.077355e-01 -0.3066251
## All:dbCAN_4:dbCAN-sub-All:dbCAN_4                       3.387534e-05 -0.3794421
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4                  4.998209e-02 -0.3480157
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4                -5.608896e-02 -0.4540868
## All:CUPP-All:dbCAN_4                                   -1.135126e-01 -0.4985288
## Bacteria:CUPP-All:dbCAN_4                              -7.562229e-02 -0.4736201
## Eukaryote:CUPP-All:dbCAN_4                             -9.609520e-02 -0.5104559
## Eukaryote:dbCAN_4-Bacteria:dbCAN_4                     -1.061305e-01 -0.5218256
## All:dbCAN_4:HMMER-Bacteria:dbCAN_4                     -6.091261e-02 -0.4589104
## Bacteria:dbCAN_4:HMMER-Bacteria:dbCAN_4                -8.005772e-03 -0.4237009
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4               -1.138261e-01 -0.5295212
## All:dbCAN_4:DIAMOND-Bacteria:dbCAN_4                    5.267399e-02 -0.3506095
## Bacteria:dbCAN_4:DIAMOND-Bacteria:dbCAN_4               5.470143e-02 -0.3609937
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4              5.775342e-02 -0.3736338
## All:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4                 -4.994821e-02 -0.4479460
## Bacteria:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4             3.330669e-16 -0.4156952
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4           -1.060710e-01 -0.5217662
## All:CUPP-Bacteria:dbCAN_4                              -1.634947e-01 -0.5667783
## Bacteria:CUPP-Bacteria:dbCAN_4                         -1.256044e-01 -0.5412995
## Eukaryote:CUPP-Bacteria:dbCAN_4                        -1.460773e-01 -0.5774645
## All:dbCAN_4:HMMER-Eukaryote:dbCAN_4                     4.521785e-02 -0.3527800
## Bacteria:dbCAN_4:HMMER-Eukaryote:dbCAN_4                9.812469e-02 -0.3175705
## Eukaryote:dbCAN_4:HMMER-Eukaryote:dbCAN_4              -7.695600e-03 -0.4233908
## All:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4                   1.588045e-01 -0.2444791
## Bacteria:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4              1.608319e-01 -0.2548633
## Eukaryote:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4             1.638839e-01 -0.2675034
## All:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4                 5.618225e-02 -0.3418156
## Bacteria:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4            1.061305e-01 -0.3095647
## Eukaryote:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4           5.941771e-05 -0.4156357
## All:CUPP-Eukaryote:dbCAN_4                             -5.736427e-02 -0.4606478
## Bacteria:CUPP-Eukaryote:dbCAN_4                        -1.947392e-02 -0.4351691
## Eukaryote:CUPP-Eukaryote:dbCAN_4                       -3.994683e-02 -0.4713341
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4:HMMER                5.290684e-02 -0.3450910
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4:HMMER              -5.291345e-02 -0.4509113
## All:dbCAN_4:DIAMOND-All:dbCAN_4:HMMER                   1.135866e-01 -0.2714295
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4:HMMER              1.156140e-01 -0.2823838
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4:HMMER             1.186660e-01 -0.2956946
## All:dbCAN_4:dbCAN-sub-All:dbCAN_4:HMMER                 1.096440e-02 -0.3685116
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4:HMMER            6.091261e-02 -0.3370852
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4:HMMER          -4.515844e-02 -0.4431562
## All:CUPP-All:dbCAN_4:HMMER                             -1.025821e-01 -0.4875982
## Bacteria:CUPP-All:dbCAN_4:HMMER                        -6.469177e-02 -0.4626896
## Eukaryote:CUPP-All:dbCAN_4:HMMER                       -8.516468e-02 -0.4995253
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4:HMMER         -1.058203e-01 -0.5215154
## All:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:HMMER              6.067976e-02 -0.3426038
## Bacteria:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:HMMER         6.270721e-02 -0.3529879
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:HMMER        6.575919e-02 -0.3656281
## All:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:HMMER           -4.194244e-02 -0.4399402
## Bacteria:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:HMMER       8.005772e-03 -0.4076894
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:HMMER     -9.806527e-02 -0.5137604
## All:CUPP-Bacteria:dbCAN_4:HMMER                        -1.554890e-01 -0.5587725
## Bacteria:CUPP-Bacteria:dbCAN_4:HMMER                   -1.175986e-01 -0.5332938
## Eukaryote:CUPP-Bacteria:dbCAN_4:HMMER                  -1.380715e-01 -0.5694588
## All:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:HMMER             1.665001e-01 -0.2367835
## Bacteria:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:HMMER        1.685275e-01 -0.2471677
## Eukaryote:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:HMMER       1.715795e-01 -0.2598078
## All:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:HMMER           6.387785e-02 -0.3341200
## Bacteria:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:HMMER      1.138261e-01 -0.3018691
## Eukaryote:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:HMMER     7.755018e-03 -0.4079401
## All:CUPP-Eukaryote:dbCAN_4:HMMER                       -4.966867e-02 -0.4529522
## Bacteria:CUPP-Eukaryote:dbCAN_4:HMMER                  -1.177832e-02 -0.4274735
## Eukaryote:CUPP-Eukaryote:dbCAN_4:HMMER                 -3.225123e-02 -0.4636385
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4:DIAMOND            2.027445e-03 -0.4012561
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4:DIAMOND           5.079433e-03 -0.4143608
## All:dbCAN_4:dbCAN-sub-All:dbCAN_4:DIAMOND              -1.026222e-01 -0.4876383
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4:DIAMOND         -5.267399e-02 -0.4559575
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4:DIAMOND        -1.587450e-01 -0.5620286
## All:CUPP-All:dbCAN_4:DIAMOND                           -2.161687e-01 -0.6066463
## Bacteria:CUPP-All:dbCAN_4:DIAMOND                      -1.782784e-01 -0.5815619
## Eukaryote:CUPP-All:dbCAN_4:DIAMOND                     -1.987513e-01 -0.6181915
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:DIAMOND      3.051987e-03 -0.4283353
## All:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:DIAMOND         -1.046496e-01 -0.5026475
## Bacteria:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:DIAMOND    -5.470143e-02 -0.4703966
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:DIAMOND   -1.607725e-01 -0.5764676
## All:CUPP-Bacteria:dbCAN_4:DIAMOND                      -2.181962e-01 -0.6214797
## Bacteria:CUPP-Bacteria:dbCAN_4:DIAMOND                 -1.803058e-01 -0.5960010
## Eukaryote:CUPP-Bacteria:dbCAN_4:DIAMOND                -2.007787e-01 -0.6321660
## All:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:DIAMOND        -1.077016e-01 -0.5220623
## Bacteria:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:DIAMOND   -5.775342e-02 -0.4891407
## Eukaryote:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:DIAMOND  -1.638245e-01 -0.5952117
## All:CUPP-Eukaryote:dbCAN_4:DIAMOND                     -2.212482e-01 -0.6406884
## Bacteria:CUPP-Eukaryote:dbCAN_4:DIAMOND                -1.833578e-01 -0.6147451
## Eukaryote:CUPP-Eukaryote:dbCAN_4:DIAMOND               -2.038307e-01 -0.6503589
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4:dbCAN-sub        4.994821e-02 -0.3480496
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4:dbCAN-sub      -5.612283e-02 -0.4541206
## All:CUPP-All:dbCAN_4:dbCAN-sub                         -1.135465e-01 -0.4985626
## Bacteria:CUPP-All:dbCAN_4:dbCAN-sub                    -7.565617e-02 -0.4736540
## Eukaryote:CUPP-All:dbCAN_4:dbCAN-sub                   -9.612908e-02 -0.5104897
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:dbCAN-sub -1.060710e-01 -0.5217662
## All:CUPP-Bacteria:dbCAN_4:dbCAN-sub                    -1.634947e-01 -0.5667783
## Bacteria:CUPP-Bacteria:dbCAN_4:dbCAN-sub               -1.256044e-01 -0.5412995
## Eukaryote:CUPP-Bacteria:dbCAN_4:dbCAN-sub              -1.460773e-01 -0.5774645
## All:CUPP-Eukaryote:dbCAN_4:dbCAN-sub                   -5.742369e-02 -0.4607072
## Bacteria:CUPP-Eukaryote:dbCAN_4:dbCAN-sub              -1.953334e-02 -0.4352285
## Eukaryote:CUPP-Eukaryote:dbCAN_4:dbCAN-sub             -4.000625e-02 -0.4713935
## Bacteria:CUPP-All:CUPP                                  3.789035e-02 -0.3653932
## Eukaryote:CUPP-All:CUPP                                 1.741744e-02 -0.4020228
## Eukaryote:CUPP-Bacteria:CUPP                           -2.047291e-02 -0.4518602
##                                                              upr     p adj
## Bacteria:dbCAN_4-All:dbCAN_4                           0.4479799 1.0000000
## Eukaryote:dbCAN_4-All:dbCAN_4                          0.3418494 1.0000000
## All:dbCAN_4:HMMER-All:dbCAN_4                          0.3685455 1.0000000
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4                     0.4399741 1.0000000
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4                    0.3341538 0.9999998
## All:dbCAN_4:DIAMOND-All:dbCAN_4                        0.4876722 0.9998577
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4                   0.5026813 0.9998789
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4                  0.5220962 0.9998944
## All:dbCAN_4:dbCAN-sub-All:dbCAN_4                      0.3795099 1.0000000
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4                 0.4479799 1.0000000
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4                0.3419089 1.0000000
## All:CUPP-All:dbCAN_4                                   0.2715035 0.9995443
## Bacteria:CUPP-All:dbCAN_4                              0.3223755 0.9999978
## Eukaryote:CUPP-All:dbCAN_4                             0.3182655 0.9999736
## Eukaryote:dbCAN_4-Bacteria:dbCAN_4                     0.3095647 0.9999150
## All:dbCAN_4:HMMER-Bacteria:dbCAN_4                     0.3370852 0.9999999
## Bacteria:dbCAN_4:HMMER-Bacteria:dbCAN_4                0.4076894 1.0000000
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4               0.3018691 0.9998055
## All:dbCAN_4:DIAMOND-Bacteria:dbCAN_4                   0.4559575 1.0000000
## Bacteria:dbCAN_4:DIAMOND-Bacteria:dbCAN_4              0.4703966 1.0000000
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4             0.4891407 1.0000000
## All:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4                 0.3480496 1.0000000
## Bacteria:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4            0.4156952 1.0000000
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4           0.3096241 0.9999156
## All:CUPP-Bacteria:dbCAN_4                              0.2397888 0.9874059
## Bacteria:CUPP-Bacteria:dbCAN_4                         0.2900908 0.9993987
## Eukaryote:CUPP-Bacteria:dbCAN_4                        0.2853100 0.9979140
## All:dbCAN_4:HMMER-Eukaryote:dbCAN_4                    0.4432157 1.0000000
## Bacteria:dbCAN_4:HMMER-Eukaryote:dbCAN_4               0.5138198 0.9999671
## Eukaryote:dbCAN_4:HMMER-Eukaryote:dbCAN_4              0.4079996 1.0000000
## All:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4                  0.5620880 0.9904332
## Bacteria:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4             0.5765270 0.9919259
## Eukaryote:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4            0.5952711 0.9932433
## All:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4                0.4541801 1.0000000
## Bacteria:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4           0.5218256 0.9999150
## Eukaryote:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4          0.4157546 1.0000000
## All:CUPP-Eukaryote:dbCAN_4                             0.3459193 1.0000000
## Bacteria:CUPP-Eukaryote:dbCAN_4                        0.3962212 1.0000000
## Eukaryote:CUPP-Eukaryote:dbCAN_4                       0.3914404 1.0000000
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4:HMMER               0.4509046 1.0000000
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4:HMMER              0.3450844 1.0000000
## All:dbCAN_4:DIAMOND-All:dbCAN_4:HMMER                  0.4986027 0.9995409
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4:HMMER             0.5136118 0.9996150
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4:HMMER            0.5330267 0.9996729
## All:dbCAN_4:dbCAN-sub-All:dbCAN_4:HMMER                0.3904404 1.0000000
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4:HMMER           0.4589104 0.9999999
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4:HMMER          0.3528394 1.0000000
## All:CUPP-All:dbCAN_4:HMMER                             0.2824340 0.9998589
## Bacteria:CUPP-All:dbCAN_4:HMMER                        0.3333060 0.9999997
## Eukaryote:CUPP-All:dbCAN_4:HMMER                       0.3291960 0.9999941
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4:HMMER         0.3098749 0.9999180
## All:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:HMMER             0.4639633 0.9999999
## Bacteria:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:HMMER        0.4784024 0.9999999
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:HMMER       0.4971464 0.9999999
## All:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:HMMER           0.3560554 1.0000000
## Bacteria:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:HMMER      0.4237009 1.0000000
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:HMMER     0.3176299 0.9999674
## All:CUPP-Bacteria:dbCAN_4:HMMER                        0.2477946 0.9921934
## Bacteria:CUPP-Bacteria:dbCAN_4:HMMER                   0.2980965 0.9997159
## Eukaryote:CUPP-Bacteria:dbCAN_4:HMMER                  0.2933157 0.9988623
## All:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:HMMER            0.5697836 0.9850924
## Bacteria:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:HMMER       0.5842226 0.9874053
## Eukaryote:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:HMMER      0.6029667 0.9894771
## All:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:HMMER          0.4618757 0.9999998
## Bacteria:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:HMMER     0.5295212 0.9998055
## Eukaryote:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:HMMER    0.4234502 1.0000000
## All:CUPP-Eukaryote:dbCAN_4:HMMER                       0.3536149 1.0000000
## Bacteria:CUPP-Eukaryote:dbCAN_4:HMMER                  0.4039168 1.0000000
## Eukaryote:CUPP-Eukaryote:dbCAN_4:HMMER                 0.3991360 1.0000000
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4:DIAMOND           0.4053110 1.0000000
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4:DIAMOND          0.4245197 1.0000000
## All:dbCAN_4:dbCAN-sub-All:dbCAN_4:DIAMOND              0.2823939 0.9998583
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4:DIAMOND         0.3506095 1.0000000
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4:DIAMOND        0.2445385 0.9904674
## All:CUPP-All:dbCAN_4:DIAMOND                           0.1743089 0.8511744
## Bacteria:CUPP-All:dbCAN_4:DIAMOND                      0.2250052 0.9726099
## Eukaryote:CUPP-All:dbCAN_4:DIAMOND                     0.2206889 0.9512972
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:DIAMOND     0.4344392 1.0000000
## All:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:DIAMOND         0.2933482 0.9998793
## Bacteria:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:DIAMOND    0.3609937 1.0000000
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:DIAMOND   0.2549227 0.9919548
## All:CUPP-Bacteria:dbCAN_4:DIAMOND                      0.1850874 0.8717399
## Bacteria:CUPP-Bacteria:dbCAN_4:DIAMOND                 0.2353893 0.9767791
## Eukaryote:CUPP-Bacteria:dbCAN_4:DIAMOND                0.2306085 0.9578460
## All:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:DIAMOND        0.3066590 0.9998948
## Bacteria:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:DIAMOND   0.3736338 1.0000000
## Eukaryote:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:DIAMOND  0.2675628 0.9932673
## All:CUPP-Eukaryote:dbCAN_4:DIAMOND                     0.1981921 0.8919302
## Bacteria:CUPP-Eukaryote:dbCAN_4:DIAMOND                0.2480294 0.9805958
## Eukaryote:CUPP-Eukaryote:dbCAN_4:DIAMOND               0.2426975 0.9640671
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4:dbCAN-sub       0.4479460 1.0000000
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4:dbCAN-sub      0.3418750 1.0000000
## All:CUPP-All:dbCAN_4:dbCAN-sub                         0.2714696 0.9995427
## Bacteria:CUPP-All:dbCAN_4:dbCAN-sub                    0.3223416 0.9999978
## Eukaryote:CUPP-All:dbCAN_4:dbCAN-sub                   0.3182316 0.9999734
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:dbCAN-sub 0.3096241 0.9999156
## All:CUPP-Bacteria:dbCAN_4:dbCAN-sub                    0.2397888 0.9874059
## Bacteria:CUPP-Bacteria:dbCAN_4:dbCAN-sub               0.2900908 0.9993987
## Eukaryote:CUPP-Bacteria:dbCAN_4:dbCAN-sub              0.2853100 0.9979140
## All:CUPP-Eukaryote:dbCAN_4:dbCAN-sub                   0.3458598 1.0000000
## Bacteria:CUPP-Eukaryote:dbCAN_4:dbCAN-sub              0.3961618 1.0000000
## Eukaryote:CUPP-Eukaryote:dbCAN_4:dbCAN-sub             0.3913810 1.0000000
## Bacteria:CUPP-All:CUPP                                 0.4411739 1.0000000
## Eukaryote:CUPP-All:CUPP                                0.4368577 1.0000000
## Eukaryote:CUPP-Bacteria:CUPP                           0.4109143 1.0000000
##                            Df Sum Sq Mean Sq F value Pr(>F)  
## Tax_group                   2  0.144 0.07203   0.904 0.4072  
## Prediction_tool             4  1.067 0.26673   3.347 0.0118 *
## Tax_group:Prediction_tool   8  0.041 0.00514   0.065 0.9998  
## Residuals                 145 11.554 0.07968                 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##                            Df Sum Sq Mean Sq F value Pr(>F)    
## Tax_group                   2   0.00   0.002   0.016  0.984    
## Prediction_tool             4  65.44  16.360 173.567 <2e-16 ***
## Tax_group:Prediction_tool   8   0.47   0.059   0.623  0.759    
## Residuals                 619  58.35   0.094                   
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = Statistic_value ~ Tax_group * Prediction_tool, data = all.df.stat.cbm)
## 
## $`Tax_group:Prediction_tool`
##                                                                 diff
## Bacteria:dbCAN_4-All:dbCAN_4                           -1.330733e-03
## Eukaryote:dbCAN_4-All:dbCAN_4                           3.129059e-02
## All:dbCAN_4:HMMER-All:dbCAN_4                          -7.950945e-02
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4                     -6.451772e-02
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4                    -1.881683e-01
## All:dbCAN_4:DIAMOND-All:dbCAN_4                         4.375204e-02
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4                    2.126428e-02
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4                   1.179353e-01
## All:dbCAN_4:dbCAN-sub-All:dbCAN_4                      -3.116907e-02
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4                 -1.526988e-03
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4                -3.408568e-02
## All:CUPP-All:dbCAN_4                                   -8.143693e-01
## Bacteria:CUPP-All:dbCAN_4                              -8.143693e-01
## Eukaryote:CUPP-All:dbCAN_4                             -8.143693e-01
## Eukaryote:dbCAN_4-Bacteria:dbCAN_4                      3.262132e-02
## All:dbCAN_4:HMMER-Bacteria:dbCAN_4                     -7.817871e-02
## Bacteria:dbCAN_4:HMMER-Bacteria:dbCAN_4                -6.318699e-02
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4               -1.868375e-01
## All:dbCAN_4:DIAMOND-Bacteria:dbCAN_4                    4.508278e-02
## Bacteria:dbCAN_4:DIAMOND-Bacteria:dbCAN_4               2.259501e-02
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4              1.192661e-01
## All:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4                 -2.983834e-02
## Bacteria:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4            -1.962551e-04
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4           -3.275495e-02
## All:CUPP-Bacteria:dbCAN_4                              -8.130385e-01
## Bacteria:CUPP-Bacteria:dbCAN_4                         -8.130385e-01
## Eukaryote:CUPP-Bacteria:dbCAN_4                        -8.130385e-01
## All:dbCAN_4:HMMER-Eukaryote:dbCAN_4                    -1.108000e-01
## Bacteria:dbCAN_4:HMMER-Eukaryote:dbCAN_4               -9.580831e-02
## Eukaryote:dbCAN_4:HMMER-Eukaryote:dbCAN_4              -2.194588e-01
## All:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4                   1.246145e-02
## Bacteria:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4             -1.002631e-02
## Eukaryote:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4             8.664474e-02
## All:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4                -6.245967e-02
## Bacteria:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4           -3.281758e-02
## Eukaryote:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4          -6.537627e-02
## All:CUPP-Eukaryote:dbCAN_4                             -8.456599e-01
## Bacteria:CUPP-Eukaryote:dbCAN_4                        -8.456599e-01
## Eukaryote:CUPP-Eukaryote:dbCAN_4                       -8.456599e-01
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4:HMMER                1.499173e-02
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4:HMMER              -1.086588e-01
## All:dbCAN_4:DIAMOND-All:dbCAN_4:HMMER                   1.232615e-01
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4:HMMER              1.007737e-01
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4:HMMER             1.974448e-01
## All:dbCAN_4:dbCAN-sub-All:dbCAN_4:HMMER                 4.834037e-02
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4:HMMER            7.798246e-02
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4:HMMER           4.542376e-02
## All:CUPP-All:dbCAN_4:HMMER                             -7.348598e-01
## Bacteria:CUPP-All:dbCAN_4:HMMER                        -7.348598e-01
## Eukaryote:CUPP-All:dbCAN_4:HMMER                       -7.348598e-01
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4:HMMER         -1.236505e-01
## All:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:HMMER              1.082698e-01
## Bacteria:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:HMMER         8.578200e-02
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:HMMER        1.824531e-01
## All:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:HMMER            3.334864e-02
## Bacteria:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:HMMER       6.299073e-02
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:HMMER      3.043204e-02
## All:CUPP-Bacteria:dbCAN_4:HMMER                        -7.498516e-01
## Bacteria:CUPP-Bacteria:dbCAN_4:HMMER                   -7.498516e-01
## Eukaryote:CUPP-Bacteria:dbCAN_4:HMMER                  -7.498516e-01
## All:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:HMMER             2.319203e-01
## Bacteria:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:HMMER        2.094325e-01
## Eukaryote:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:HMMER       3.061036e-01
## All:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:HMMER           1.569992e-01
## Bacteria:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:HMMER      1.866413e-01
## Eukaryote:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:HMMER     1.540826e-01
## All:CUPP-Eukaryote:dbCAN_4:HMMER                       -6.262010e-01
## Bacteria:CUPP-Eukaryote:dbCAN_4:HMMER                  -6.262010e-01
## Eukaryote:CUPP-Eukaryote:dbCAN_4:HMMER                 -6.262010e-01
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4:DIAMOND           -2.248776e-02
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4:DIAMOND           7.418329e-02
## All:dbCAN_4:dbCAN-sub-All:dbCAN_4:DIAMOND              -7.492112e-02
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4:DIAMOND         -4.527903e-02
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4:DIAMOND        -7.783773e-02
## All:CUPP-All:dbCAN_4:DIAMOND                           -8.581213e-01
## Bacteria:CUPP-All:dbCAN_4:DIAMOND                      -8.581213e-01
## Eukaryote:CUPP-All:dbCAN_4:DIAMOND                     -8.581213e-01
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:DIAMOND      9.667105e-02
## All:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:DIAMOND         -5.243335e-02
## Bacteria:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:DIAMOND    -2.279127e-02
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:DIAMOND   -5.534996e-02
## All:CUPP-Bacteria:dbCAN_4:DIAMOND                      -8.356336e-01
## Bacteria:CUPP-Bacteria:dbCAN_4:DIAMOND                 -8.356336e-01
## Eukaryote:CUPP-Bacteria:dbCAN_4:DIAMOND                -8.356336e-01
## All:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:DIAMOND        -1.491044e-01
## Bacteria:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:DIAMOND   -1.194623e-01
## Eukaryote:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:DIAMOND  -1.520210e-01
## All:CUPP-Eukaryote:dbCAN_4:DIAMOND                     -9.323046e-01
## Bacteria:CUPP-Eukaryote:dbCAN_4:DIAMOND                -9.323046e-01
## Eukaryote:CUPP-Eukaryote:dbCAN_4:DIAMOND               -9.323046e-01
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4:dbCAN-sub        2.964209e-02
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4:dbCAN-sub      -2.916609e-03
## All:CUPP-All:dbCAN_4:dbCAN-sub                         -7.832002e-01
## Bacteria:CUPP-All:dbCAN_4:dbCAN-sub                    -7.832002e-01
## Eukaryote:CUPP-All:dbCAN_4:dbCAN-sub                   -7.832002e-01
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:dbCAN-sub -3.255870e-02
## All:CUPP-Bacteria:dbCAN_4:dbCAN-sub                    -8.128423e-01
## Bacteria:CUPP-Bacteria:dbCAN_4:dbCAN-sub               -8.128423e-01
## Eukaryote:CUPP-Bacteria:dbCAN_4:dbCAN-sub              -8.128423e-01
## All:CUPP-Eukaryote:dbCAN_4:dbCAN-sub                   -7.802836e-01
## Bacteria:CUPP-Eukaryote:dbCAN_4:dbCAN-sub              -7.802836e-01
## Eukaryote:CUPP-Eukaryote:dbCAN_4:dbCAN-sub             -7.802836e-01
## Bacteria:CUPP-All:CUPP                                  4.597017e-16
## Eukaryote:CUPP-All:CUPP                                 4.961309e-16
## Eukaryote:CUPP-Bacteria:CUPP                            3.642919e-17
##                                                                 lwr         upr
## Bacteria:dbCAN_4-All:dbCAN_4                           -0.208142210  0.20548074
## Eukaryote:dbCAN_4-All:dbCAN_4                          -0.220174357  0.28275554
## All:dbCAN_4:HMMER-All:dbCAN_4                          -0.277078969  0.11806008
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4                     -0.271329196  0.14229376
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4                    -0.439633207  0.06329669
## All:dbCAN_4:DIAMOND-All:dbCAN_4                        -0.154713492  0.24221758
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4                   -0.186765794  0.22929435
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4                  -0.137125823  0.37299649
## All:dbCAN_4:dbCAN-sub-All:dbCAN_4                      -0.228738597  0.16640045
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4                 -0.208338465  0.20528449
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4                -0.285550632  0.21737927
## All:CUPP-All:dbCAN_4                                   -1.012834808 -0.61590374
## Bacteria:CUPP-All:dbCAN_4                              -1.022399347 -0.60633920
## Eukaryote:CUPP-All:dbCAN_4                             -1.069430430 -0.55930812
## Eukaryote:dbCAN_4-Bacteria:dbCAN_4                     -0.226167955  0.29141060
## All:dbCAN_4:HMMER-Bacteria:dbCAN_4                     -0.284990190  0.12863276
## Bacteria:dbCAN_4:HMMER-Bacteria:dbCAN_4                -0.278844719  0.15247075
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4               -0.445626805  0.07195175
## All:dbCAN_4:DIAMOND-Bacteria:dbCAN_4                   -0.162584841  0.25275039
## Bacteria:dbCAN_4:DIAMOND-Bacteria:dbCAN_4              -0.194231606  0.23942163
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4             -0.143019016  0.38155115
## All:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4                 -0.236649818  0.17697314
## Bacteria:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4            -0.215853988  0.21546148
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4           -0.291544230  0.22603433
## All:CUPP-Bacteria:dbCAN_4                              -1.020706157 -0.60537092
## Bacteria:CUPP-Bacteria:dbCAN_4                         -1.029865158 -0.59621192
## Eukaryote:CUPP-Bacteria:dbCAN_4                        -1.075323623 -0.55075346
## All:dbCAN_4:HMMER-Eukaryote:dbCAN_4                    -0.362264987  0.14066491
## Bacteria:dbCAN_4:HMMER-Eukaryote:dbCAN_4               -0.354597590  0.16298097
## Eukaryote:dbCAN_4:HMMER-Eukaryote:dbCAN_4              -0.515153836  0.07623614
## All:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4                  -0.239708081  0.26463098
## Bacteria:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4             -0.269790466  0.24973784
## Eukaryote:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4            -0.212114522  0.38540401
## All:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4                -0.313924615  0.18900528
## Bacteria:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4           -0.291606860  0.22597170
## Eukaryote:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4          -0.361071261  0.23031871
## All:CUPP-Eukaryote:dbCAN_4                             -1.097829396 -0.59349033
## Bacteria:CUPP-Eukaryote:dbCAN_4                        -1.105424019 -0.58589571
## Eukaryote:CUPP-Eukaryote:dbCAN_4                       -1.144419130 -0.54690060
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4:HMMER               -0.191819750  0.22180320
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4:HMMER              -0.360123761  0.14280614
## All:dbCAN_4:DIAMOND-All:dbCAN_4:HMMER                  -0.075204046  0.32172702
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4:HMMER             -0.107256348  0.30880380
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4:HMMER            -0.057616377  0.45250594
## All:dbCAN_4:dbCAN-sub-All:dbCAN_4:HMMER                -0.149229151  0.24590990
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4:HMMER           -0.128829019  0.28479394
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4:HMMER          -0.206041186  0.29688871
## All:CUPP-All:dbCAN_4:HMMER                             -0.933325362 -0.53639429
## Bacteria:CUPP-All:dbCAN_4:HMMER                        -0.942889901 -0.52682975
## Eukaryote:CUPP-All:dbCAN_4:HMMER                       -0.989920985 -0.47979867
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4:HMMER         -0.382439819  0.13513874
## All:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:HMMER             -0.099397856  0.31593738
## Bacteria:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:HMMER        -0.131044620  0.30260862
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:HMMER       -0.079832030  0.44473814
## All:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:HMMER           -0.173462832  0.24016012
## Bacteria:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:HMMER      -0.152667002  0.27864846
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:HMMER     -0.228357244  0.28922132
## All:CUPP-Bacteria:dbCAN_4:HMMER                        -0.957519171 -0.54218394
## Bacteria:CUPP-Bacteria:dbCAN_4:HMMER                   -0.966678173 -0.53302494
## Eukaryote:CUPP-Bacteria:dbCAN_4:HMMER                  -1.012136637 -0.48756647
## All:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:HMMER            -0.020249231  0.48408983
## Bacteria:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:HMMER       -0.050331617  0.46919669
## Eukaryote:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:HMMER       0.007344328  0.60486286
## All:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:HMMER          -0.094465765  0.40846413
## Bacteria:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:HMMER     -0.072148010  0.44543055
## Eukaryote:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:HMMER    -0.141612411  0.44977756
## All:CUPP-Eukaryote:dbCAN_4:HMMER                       -0.878370547 -0.37403148
## Bacteria:CUPP-Eukaryote:dbCAN_4:HMMER                  -0.885965169 -0.36643686
## Eukaryote:CUPP-Eukaryote:dbCAN_4:HMMER                 -0.924960280 -0.32744175
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4:DIAMOND           -0.231368982  0.18639346
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4:DIAMOND          -0.181572541  0.32993912
## All:dbCAN_4:dbCAN-sub-All:dbCAN_4:DIAMOND              -0.273386651  0.12354442
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4:DIAMOND         -0.252946647  0.16238859
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4:DIAMOND        -0.330007257  0.17433181
## All:CUPP-All:dbCAN_4:DIAMOND                           -1.057478835 -0.65876380
## Bacteria:CUPP-All:dbCAN_4:DIAMOND                      -1.067002535 -0.64924010
## Eukaryote:CUPP-All:dbCAN_4:DIAMOND                     -1.113877148 -0.60236548
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:DIAMOND     -0.166575957  0.35991807
## All:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:DIAMOND         -0.260463427  0.15559672
## Bacteria:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:DIAMOND    -0.239617886  0.19403535
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:DIAMOND   -0.315114117  0.20441419
## All:CUPP-Bacteria:dbCAN_4:DIAMOND                      -1.044514772 -0.62675233
## Bacteria:CUPP-Bacteria:dbCAN_4:DIAMOND                 -1.053622789 -0.61764432
## Eukaryote:CUPP-Bacteria:dbCAN_4:DIAMOND                -1.098880565 -0.57238654
## All:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:DIAMOND        -0.404165565  0.10595675
## Bacteria:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:DIAMOND   -0.381747405  0.14282276
## Eukaryote:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:DIAMOND  -0.450780282  0.14673825
## All:CUPP-Eukaryote:dbCAN_4:DIAMOND                     -1.188060440 -0.67654877
## Bacteria:CUPP-Eukaryote:dbCAN_4:DIAMOND                -1.195551619 -0.66905760
## Eukaryote:CUPP-Eukaryote:dbCAN_4:DIAMOND               -1.234097039 -0.63051218
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4:dbCAN-sub       -0.177169391  0.23645356
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4:dbCAN-sub      -0.254381558  0.24854834
## All:CUPP-All:dbCAN_4:dbCAN-sub                         -0.981665734 -0.58473466
## Bacteria:CUPP-All:dbCAN_4:dbCAN-sub                    -0.991230273 -0.57517013
## Eukaryote:CUPP-All:dbCAN_4:dbCAN-sub                   -1.038261357 -0.52813904
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:dbCAN-sub -0.291347975  0.22623058
## All:CUPP-Bacteria:dbCAN_4:dbCAN-sub                    -1.020509902 -0.60517467
## Bacteria:CUPP-Bacteria:dbCAN_4:dbCAN-sub               -1.029668903 -0.59601567
## Eukaryote:CUPP-Bacteria:dbCAN_4:dbCAN-sub              -1.075127368 -0.55055720
## All:CUPP-Eukaryote:dbCAN_4:dbCAN-sub                   -1.032453121 -0.52811406
## Bacteria:CUPP-Eukaryote:dbCAN_4:dbCAN-sub              -1.040047744 -0.52051944
## Eukaryote:CUPP-Eukaryote:dbCAN_4:dbCAN-sub             -1.079042855 -0.48152433
## Bacteria:CUPP-All:CUPP                                 -0.208881219  0.20888122
## Eukaryote:CUPP-All:CUPP                                -0.255755833  0.25575583
## Eukaryote:CUPP-Bacteria:CUPP                           -0.263247012  0.26324701
##                                                            p adj
## Bacteria:dbCAN_4-All:dbCAN_4                           1.0000000
## Eukaryote:dbCAN_4-All:dbCAN_4                          1.0000000
## All:dbCAN_4:HMMER-All:dbCAN_4                          0.9895365
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4                     0.9992631
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4                    0.4076652
## All:dbCAN_4:DIAMOND-All:dbCAN_4                        0.9999883
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4                   1.0000000
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4                  0.9635977
## All:dbCAN_4:dbCAN-sub-All:dbCAN_4                      0.9999998
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4                 1.0000000
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4                1.0000000
## All:CUPP-All:dbCAN_4                                   0.0000000
## Bacteria:CUPP-All:dbCAN_4                              0.0000000
## Eukaryote:CUPP-All:dbCAN_4                             0.0000000
## Eukaryote:dbCAN_4-Bacteria:dbCAN_4                     1.0000000
## All:dbCAN_4:HMMER-Bacteria:dbCAN_4                     0.9943286
## Bacteria:dbCAN_4:HMMER-Bacteria:dbCAN_4                0.9996381
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4               0.4722993
## All:dbCAN_4:DIAMOND-Bacteria:dbCAN_4                   0.9999903
## Bacteria:dbCAN_4:DIAMOND-Bacteria:dbCAN_4              1.0000000
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4             0.9683905
## All:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4                 1.0000000
## Bacteria:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4            1.0000000
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4           1.0000000
## All:CUPP-Bacteria:dbCAN_4                              0.0000000
## Bacteria:CUPP-Bacteria:dbCAN_4                         0.0000000
## Eukaryote:CUPP-Bacteria:dbCAN_4                        0.0000000
## All:dbCAN_4:HMMER-Eukaryote:dbCAN_4                    0.9759424
## Bacteria:dbCAN_4:HMMER-Eukaryote:dbCAN_4               0.9954042
## Eukaryote:dbCAN_4:HMMER-Eukaryote:dbCAN_4              0.4223801
## All:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4                  1.0000000
## Bacteria:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4             1.0000000
## Eukaryote:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4            0.9996783
## All:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4                0.9999488
## Bacteria:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4           1.0000000
## Eukaryote:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4          0.9999878
## All:CUPP-Eukaryote:dbCAN_4                             0.0000000
## Bacteria:CUPP-Eukaryote:dbCAN_4                        0.0000000
## Eukaryote:CUPP-Eukaryote:dbCAN_4                       0.0000000
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4:HMMER               1.0000000
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4:HMMER              0.9797741
## All:dbCAN_4:DIAMOND-All:dbCAN_4:HMMER                  0.7246487
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4:HMMER             0.9467898
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4:HMMER            0.3479034
## All:dbCAN_4:dbCAN-sub-All:dbCAN_4:HMMER                0.9999574
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4:HMMER           0.9944697
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4:HMMER          0.9999991
## All:CUPP-All:dbCAN_4:HMMER                             0.0000000
## Bacteria:CUPP-All:dbCAN_4:HMMER                        0.0000000
## Eukaryote:CUPP-All:dbCAN_4:HMMER                       0.0000000
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4:HMMER         0.9523300
## All:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:HMMER             0.9072476
## Bacteria:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:HMMER        0.9911208
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:HMMER       0.5392344
## All:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:HMMER           0.9999998
## Bacteria:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:HMMER      0.9996508
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:HMMER     1.0000000
## All:CUPP-Bacteria:dbCAN_4:HMMER                        0.0000000
## Bacteria:CUPP-Bacteria:dbCAN_4:HMMER                   0.0000000
## Eukaryote:CUPP-Bacteria:dbCAN_4:HMMER                  0.0000000
## All:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:HMMER            0.1109084
## Bacteria:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:HMMER       0.2801699
## Eukaryote:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:HMMER      0.0383473
## All:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:HMMER          0.7170609
## Bacteria:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:HMMER     0.4742030
## Eukaryote:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:HMMER    0.9075981
## All:CUPP-Eukaryote:dbCAN_4:HMMER                       0.0000000
## Bacteria:CUPP-Eukaryote:dbCAN_4:HMMER                  0.0000000
## Eukaryote:CUPP-Eukaryote:dbCAN_4:HMMER                 0.0000000
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4:DIAMOND           1.0000000
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4:DIAMOND          0.9996778
## All:dbCAN_4:dbCAN-sub-All:dbCAN_4:DIAMOND              0.9944059
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4:DIAMOND         0.9999898
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4:DIAMOND        0.9993457
## All:CUPP-All:dbCAN_4:DIAMOND                           0.0000000
## Bacteria:CUPP-All:dbCAN_4:DIAMOND                      0.0000000
## Eukaryote:CUPP-All:dbCAN_4:DIAMOND                     0.0000000
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:DIAMOND     0.9957687
## All:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:DIAMOND         0.9999389
## Bacteria:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:DIAMOND    1.0000000
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:DIAMOND   0.9999924
## All:CUPP-Bacteria:dbCAN_4:DIAMOND                      0.0000000
## Bacteria:CUPP-Bacteria:dbCAN_4:DIAMOND                 0.0000000
## Eukaryote:CUPP-Bacteria:dbCAN_4:DIAMOND                0.0000000
## All:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:DIAMOND        0.8034602
## Bacteria:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:DIAMOND   0.9679446
## Eukaryote:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:DIAMOND  0.9223474
## All:CUPP-Eukaryote:dbCAN_4:DIAMOND                     0.0000000
## Bacteria:CUPP-Eukaryote:dbCAN_4:DIAMOND                0.0000000
## Eukaryote:CUPP-Eukaryote:dbCAN_4:DIAMOND               0.0000000
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4:dbCAN-sub       1.0000000
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4:dbCAN-sub      1.0000000
## All:CUPP-All:dbCAN_4:dbCAN-sub                         0.0000000
## Bacteria:CUPP-All:dbCAN_4:dbCAN-sub                    0.0000000
## Eukaryote:CUPP-All:dbCAN_4:dbCAN-sub                   0.0000000
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:dbCAN-sub 1.0000000
## All:CUPP-Bacteria:dbCAN_4:dbCAN-sub                    0.0000000
## Bacteria:CUPP-Bacteria:dbCAN_4:dbCAN-sub               0.0000000
## Eukaryote:CUPP-Bacteria:dbCAN_4:dbCAN-sub              0.0000000
## All:CUPP-Eukaryote:dbCAN_4:dbCAN-sub                   0.0000000
## Bacteria:CUPP-Eukaryote:dbCAN_4:dbCAN-sub              0.0000000
## Eukaryote:CUPP-Eukaryote:dbCAN_4:dbCAN-sub             0.0000000
## Bacteria:CUPP-All:CUPP                                 1.0000000
## Eukaryote:CUPP-All:CUPP                                1.0000000
## Eukaryote:CUPP-Bacteria:CUPP                           1.0000000

12.2.4.2 Test for statistically significant differences in the means

##                             Df Sum Sq Mean Sq F value  Pr(>F)    
## Tax_group                    2    0.9   0.468   5.075 0.00629 ** 
## Prediction_tool              4   38.9   9.736 105.552 < 2e-16 ***
## Tax_group:Prediction_tool    8    0.3   0.043   0.465 0.88146    
## Residuals                 3867  356.7   0.092                    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

12.2.5 Accuracy

Table 12.10: Overall performance (represented by the Accuracy) of CAZy class classification by CAZy classifiers per taxonomy group
Prediction_tool Mean Standard Deviation LowerCI UpperCI Tax_group CAZy_class
dbCAN_4 0.9997 0.0009 0.9996 0.9999 All GH
dbCAN_4:HMMER 0.9996 0.0013 0.9994 0.9998 All GH
dbCAN_4:DIAMOND 0.9997 0.0009 0.9996 0.9999 All GH
dbCAN_4:dbCAN-sub 0.9997 0.0009 0.9996 0.9999 All GH
CUPP 0.9996 0.0011 0.9994 0.9998 All GH
dbCAN_4 0.9996 0.0022 0.9991 1.0001 Bacteria GH
dbCAN_4:HMMER 0.9994 0.0023 0.9989 0.9999 Bacteria GH
dbCAN_4:DIAMOND 0.9998 0.0004 0.9997 0.9999 Bacteria GH
dbCAN_4:dbCAN-sub 0.9996 0.0022 0.9991 1.0001 Bacteria GH
CUPP 0.9994 0.0023 0.9989 0.9998 Bacteria GH
dbCAN_4 0.9998 0.0013 0.9995 1.0000 Eukaryote GH
dbCAN_4:HMMER 0.9996 0.0014 0.9994 0.9999 Eukaryote GH
dbCAN_4:DIAMOND 0.9998 0.0005 0.9997 0.9999 Eukaryote GH
dbCAN_4:dbCAN-sub 0.9997 0.0013 0.9995 1.0000 Eukaryote GH
CUPP 0.9996 0.0013 0.9994 0.9998 Eukaryote GH
dbCAN_4 0.9991 0.0022 0.9984 0.9998 All GT
dbCAN_4:HMMER 0.9985 0.0038 0.9974 0.9997 All GT
dbCAN_4:DIAMOND 0.9993 0.0013 0.9989 0.9997 All GT
dbCAN_4:dbCAN-sub 0.9991 0.0022 0.9984 0.9998 All GT
CUPP 0.9988 0.0031 0.9978 0.9998 All GT
dbCAN_4 0.9994 0.0015 0.9990 0.9998 Bacteria GT
dbCAN_4:HMMER 0.9989 0.0023 0.9983 0.9995 Bacteria GT
dbCAN_4:DIAMOND 0.9997 0.0007 0.9995 0.9998 Bacteria GT
dbCAN_4:dbCAN-sub 0.9994 0.0015 0.9990 0.9998 Bacteria GT
CUPP 0.9987 0.0023 0.9981 0.9993 Bacteria GT
dbCAN_4 0.9996 0.0013 0.9993 0.9999 Eukaryote GT
dbCAN_4:HMMER 0.9992 0.0021 0.9987 0.9997 Eukaryote GT
dbCAN_4:DIAMOND 0.9997 0.0007 0.9995 0.9999 Eukaryote GT
dbCAN_4:dbCAN-sub 0.9996 0.0013 0.9992 0.9999 Eukaryote GT
CUPP 0.9992 0.0018 0.9988 0.9996 Eukaryote GT
dbCAN_4 0.9999 0.0001 0.9999 1.0000 All PL
dbCAN_4:HMMER 0.9999 0.0001 0.9999 1.0000 All PL
dbCAN_4:DIAMOND 0.9999 0.0001 0.9999 1.0000 All PL
dbCAN_4:dbCAN-sub 0.9999 0.0001 0.9999 1.0000 All PL
CUPP 0.9998 0.0004 0.9996 0.9999 All PL
dbCAN_4 0.9999 0.0001 0.9998 1.0000 Bacteria PL
dbCAN_4:HMMER 0.9999 0.0001 0.9998 1.0000 Bacteria PL
dbCAN_4:DIAMOND 0.9999 0.0002 0.9997 1.0000 Bacteria PL
dbCAN_4:dbCAN-sub 0.9999 0.0001 0.9998 1.0000 Bacteria PL
CUPP 0.9998 0.0003 0.9996 1.0000 Bacteria PL
dbCAN_4 1.0000 0.0001 0.9999 1.0000 Eukaryote PL
dbCAN_4:HMMER 1.0000 0.0001 0.9999 1.0000 Eukaryote PL
dbCAN_4:DIAMOND 1.0000 0.0001 0.9999 1.0000 Eukaryote PL
dbCAN_4:dbCAN-sub 1.0000 0.0001 0.9999 1.0000 Eukaryote PL
CUPP 0.9999 0.0003 0.9997 1.0000 Eukaryote PL
dbCAN_4 0.9989 0.0021 0.9977 1.0001 All CE
dbCAN_4:HMMER 0.9987 0.0023 0.9974 1.0000 All CE
dbCAN_4:DIAMOND 0.9992 0.0017 0.9982 1.0001 All CE
dbCAN_4:dbCAN-sub 0.9989 0.0021 0.9977 1.0001 All CE
CUPP 0.9986 0.0021 0.9974 0.9998 All CE
dbCAN_4 0.9995 0.0008 0.9991 1.0000 Bacteria CE
dbCAN_4:HMMER 0.9995 0.0008 0.9990 0.9999 Bacteria CE
dbCAN_4:DIAMOND 0.9995 0.0008 0.9990 1.0000 Bacteria CE
dbCAN_4:dbCAN-sub 0.9995 0.0008 0.9991 1.0000 Bacteria CE
CUPP 0.9994 0.0009 0.9989 1.0000 Bacteria CE
dbCAN_4 0.9993 0.0012 0.9988 0.9999 Eukaryote CE
dbCAN_4:HMMER 0.9992 0.0013 0.9986 0.9999 Eukaryote CE
dbCAN_4:DIAMOND 0.9994 0.0009 0.9990 0.9999 Eukaryote CE
dbCAN_4:dbCAN-sub 0.9993 0.0012 0.9988 0.9999 Eukaryote CE
CUPP 0.9992 0.0012 0.9985 0.9998 Eukaryote CE
dbCAN_4 1.0000 NA NaN NaN All AA
dbCAN_4:HMMER 1.0000 NA NaN NaN All AA
dbCAN_4:DIAMOND 0.9998 NA NaN NaN All AA
dbCAN_4:dbCAN-sub 1.0000 NA NaN NaN All AA
CUPP 1.0000 NA NaN NaN All AA
dbCAN_4 0.9991 0.0013 0.9984 0.9998 Bacteria AA
dbCAN_4:HMMER 0.9991 0.0014 0.9983 0.9999 Bacteria AA
dbCAN_4:DIAMOND 0.9990 0.0013 0.9983 0.9998 Bacteria AA
dbCAN_4:dbCAN-sub 0.9991 0.0014 0.9983 0.9998 Bacteria AA
CUPP 0.9986 0.0017 0.9977 0.9996 Bacteria AA
dbCAN_4 0.9996 0.0007 0.9992 0.9999 Eukaryote AA
dbCAN_4:HMMER 0.9996 0.0007 0.9992 0.9999 Eukaryote AA
dbCAN_4:DIAMOND 0.9995 0.0006 0.9992 0.9999 Eukaryote AA
dbCAN_4:dbCAN-sub 0.9996 0.0007 0.9992 0.9999 Eukaryote AA
CUPP 0.9993 0.0009 0.9989 0.9998 Eukaryote AA
dbCAN_4 0.9995 0.0011 0.9992 0.9999 All CBM
dbCAN_4:HMMER 0.9987 0.0042 0.9975 0.9999 All CBM
dbCAN_4:DIAMOND 0.9994 0.0016 0.9989 0.9999 All CBM
dbCAN_4:dbCAN-sub 0.9996 0.0008 0.9994 0.9998 All CBM
CUPP 0.9968 0.0054 0.9952 0.9984 All CBM
dbCAN_4 0.9986 0.0026 0.9976 0.9997 Bacteria CBM
dbCAN_4:HMMER 0.9974 0.0047 0.9955 0.9994 Bacteria CBM
dbCAN_4:DIAMOND 0.9996 0.0006 0.9993 0.9998 Bacteria CBM
dbCAN_4:dbCAN-sub 0.9985 0.0027 0.9974 0.9996 Bacteria CBM
CUPP 0.9961 0.0049 0.9941 0.9982 Bacteria CBM
dbCAN_4 0.9995 0.0012 0.9992 0.9998 Eukaryote CBM
dbCAN_4:HMMER 0.9989 0.0030 0.9981 0.9997 Eukaryote CBM
dbCAN_4:DIAMOND 0.9997 0.0009 0.9994 0.9999 Eukaryote CBM
dbCAN_4:dbCAN-sub 0.9995 0.0011 0.9992 0.9998 Eukaryote CBM
CUPP 0.9978 0.0037 0.9968 0.9988 Eukaryote CBM

13 CAZy family multilabel classification tax performance

Table 13.1: Rand Index of CAZyme famifier classificiation of CAZy fam annotations
Prediction_tool Lower CI Mean Upper CI Standard Deviation Tax_group
dbCAN_4 0.9997 0.9998 0.9998 0.0011 All
dbCAN_4:HMMER 0.9996 0.9996 0.9996 0.0014 All
dbCAN_4:DIAMOND 0.9998 0.9998 0.9998 0.0009 All
dbCAN_4:dbCAN-sub 0.9997 0.9998 0.9998 0.0011 All
CUPP 0.9994 0.9994 0.9995 0.0015 All
dbCAN_4 0.9998 0.9998 0.9998 0.0011 Bacteria
dbCAN_4:HMMER 0.9996 0.9996 0.9996 0.0013 Bacteria
dbCAN_4:DIAMOND 0.9998 0.9998 0.9998 0.0010 Bacteria
dbCAN_4:dbCAN-sub 0.9998 0.9998 0.9998 0.0011 Bacteria
CUPP 0.9994 0.9994 0.9995 0.0016 Bacteria
dbCAN_4 0.9997 0.9997 0.9998 0.0011 Eukaryote
dbCAN_4:HMMER 0.9995 0.9996 0.9996 0.0014 Eukaryote
dbCAN_4:DIAMOND 0.9998 0.9999 0.9999 0.0008 Eukaryote
dbCAN_4:dbCAN-sub 0.9997 0.9997 0.9997 0.0011 Eukaryote
CUPP 0.9994 0.9995 0.9995 0.0014 Eukaryote

13.1 Testing for statistically significant differences in the ARI

All classifiers achieved a mean RI across all proteins of greater than 0.99. However, the ARI was more variable between the tools. Therefore, a two-way ANOVA was performed to test for statistially significant differences between the taxonomic kingdoms of the test sets and the CAZyme classifiers.

Statistically significant difference was detected so follow up with a Tukey test to determine if there are differences between groups.

##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = Adjusted_Rand_index_freq ~ Tax_group * Prediction_tool, data = fam_ari_df.all)
## 
## $`Tax_group:Prediction_tool`
##                                                                 diff
## Bacteria:dbCAN_4-All:dbCAN_4                            3.530914e-03
## Eukaryote:dbCAN_4-All:dbCAN_4                          -3.530914e-03
## All:dbCAN_4:HMMER-All:dbCAN_4                          -3.177773e-02
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4                     -3.176570e-02
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4                    -3.178976e-02
## All:dbCAN_4:DIAMOND-All:dbCAN_4                         9.785332e-03
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4                    4.523891e-03
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4                   1.504677e-02
## All:dbCAN_4:dbCAN-sub-All:dbCAN_4                       5.420138e-04
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4                  6.328372e-03
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4                -5.244344e-03
## All:CUPP-All:dbCAN_4                                   -5.267945e-02
## Bacteria:CUPP-All:dbCAN_4                              -4.903271e-02
## Eukaryote:CUPP-All:dbCAN_4                             -5.632618e-02
## Eukaryote:dbCAN_4-Bacteria:dbCAN_4                     -7.061828e-03
## All:dbCAN_4:HMMER-Bacteria:dbCAN_4                     -3.530864e-02
## Bacteria:dbCAN_4:HMMER-Bacteria:dbCAN_4                -3.529661e-02
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4               -3.532067e-02
## All:dbCAN_4:DIAMOND-Bacteria:dbCAN_4                    6.254418e-03
## Bacteria:dbCAN_4:DIAMOND-Bacteria:dbCAN_4               9.929766e-04
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4              1.151586e-02
## All:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4                 -2.988900e-03
## Bacteria:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4             2.797458e-03
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4           -8.775258e-03
## All:CUPP-Bacteria:dbCAN_4                              -5.621036e-02
## Bacteria:CUPP-Bacteria:dbCAN_4                         -5.256362e-02
## Eukaryote:CUPP-Bacteria:dbCAN_4                        -5.985709e-02
## All:dbCAN_4:HMMER-Eukaryote:dbCAN_4                    -2.824681e-02
## Bacteria:dbCAN_4:HMMER-Eukaryote:dbCAN_4               -2.823478e-02
## Eukaryote:dbCAN_4:HMMER-Eukaryote:dbCAN_4              -2.825884e-02
## All:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4                   1.331625e-02
## Bacteria:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4              8.054805e-03
## Eukaryote:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4             1.857769e-02
## All:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4                 4.072928e-03
## Bacteria:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4            9.859286e-03
## Eukaryote:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4          -1.713430e-03
## All:CUPP-Eukaryote:dbCAN_4                             -4.914853e-02
## Bacteria:CUPP-Eukaryote:dbCAN_4                        -4.550180e-02
## Eukaryote:CUPP-Eukaryote:dbCAN_4                       -5.279527e-02
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4:HMMER                1.202909e-05
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4:HMMER              -1.202909e-05
## All:dbCAN_4:DIAMOND-All:dbCAN_4:HMMER                   4.156306e-02
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4:HMMER              3.630162e-02
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4:HMMER             4.682450e-02
## All:dbCAN_4:dbCAN-sub-All:dbCAN_4:HMMER                 3.231974e-02
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4:HMMER            3.810610e-02
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4:HMMER           2.653338e-02
## All:CUPP-All:dbCAN_4:HMMER                             -2.090172e-02
## Bacteria:CUPP-All:dbCAN_4:HMMER                        -1.725498e-02
## Eukaryote:CUPP-All:dbCAN_4:HMMER                       -2.454845e-02
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4:HMMER         -2.405818e-05
## All:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:HMMER              4.155103e-02
## Bacteria:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:HMMER         3.628959e-02
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:HMMER        4.681247e-02
## All:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:HMMER            3.230771e-02
## Bacteria:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:HMMER       3.809407e-02
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:HMMER      2.652135e-02
## All:CUPP-Bacteria:dbCAN_4:HMMER                        -2.091375e-02
## Bacteria:CUPP-Bacteria:dbCAN_4:HMMER                   -1.726701e-02
## Eukaryote:CUPP-Bacteria:dbCAN_4:HMMER                  -2.456048e-02
## All:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:HMMER             4.157509e-02
## Bacteria:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:HMMER        3.631365e-02
## Eukaryote:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:HMMER       4.683653e-02
## All:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:HMMER           3.233177e-02
## Bacteria:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:HMMER      3.811813e-02
## Eukaryote:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:HMMER     2.654541e-02
## All:CUPP-Eukaryote:dbCAN_4:HMMER                       -2.088969e-02
## Bacteria:CUPP-Eukaryote:dbCAN_4:HMMER                  -1.724295e-02
## Eukaryote:CUPP-Eukaryote:dbCAN_4:HMMER                 -2.453642e-02
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4:DIAMOND           -5.261442e-03
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4:DIAMOND           5.261442e-03
## All:dbCAN_4:dbCAN-sub-All:dbCAN_4:DIAMOND              -9.243319e-03
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4:DIAMOND         -3.456961e-03
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4:DIAMOND        -1.502968e-02
## All:CUPP-All:dbCAN_4:DIAMOND                           -6.246478e-02
## Bacteria:CUPP-All:dbCAN_4:DIAMOND                      -5.881804e-02
## Eukaryote:CUPP-All:dbCAN_4:DIAMOND                     -6.611151e-02
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:DIAMOND      1.052288e-02
## All:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:DIAMOND         -3.981877e-03
## Bacteria:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:DIAMOND     1.804481e-03
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:DIAMOND   -9.768235e-03
## All:CUPP-Bacteria:dbCAN_4:DIAMOND                      -5.720334e-02
## Bacteria:CUPP-Bacteria:dbCAN_4:DIAMOND                 -5.355660e-02
## Eukaryote:CUPP-Bacteria:dbCAN_4:DIAMOND                -6.085007e-02
## All:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:DIAMOND        -1.450476e-02
## Bacteria:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:DIAMOND   -8.718402e-03
## Eukaryote:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:DIAMOND  -2.029112e-02
## All:CUPP-Eukaryote:dbCAN_4:DIAMOND                     -6.772622e-02
## Bacteria:CUPP-Eukaryote:dbCAN_4:DIAMOND                -6.407948e-02
## Eukaryote:CUPP-Eukaryote:dbCAN_4:DIAMOND               -7.137295e-02
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4:dbCAN-sub        5.786358e-03
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4:dbCAN-sub      -5.786358e-03
## All:CUPP-All:dbCAN_4:dbCAN-sub                         -5.322146e-02
## Bacteria:CUPP-All:dbCAN_4:dbCAN-sub                    -4.957472e-02
## Eukaryote:CUPP-All:dbCAN_4:dbCAN-sub                   -5.686819e-02
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:dbCAN-sub -1.157272e-02
## All:CUPP-Bacteria:dbCAN_4:dbCAN-sub                    -5.900782e-02
## Bacteria:CUPP-Bacteria:dbCAN_4:dbCAN-sub               -5.536108e-02
## Eukaryote:CUPP-Bacteria:dbCAN_4:dbCAN-sub              -6.265455e-02
## All:CUPP-Eukaryote:dbCAN_4:dbCAN-sub                   -4.743510e-02
## Bacteria:CUPP-Eukaryote:dbCAN_4:dbCAN-sub              -4.378837e-02
## Eukaryote:CUPP-Eukaryote:dbCAN_4:dbCAN-sub             -5.108184e-02
## Bacteria:CUPP-All:CUPP                                  3.646735e-03
## Eukaryote:CUPP-All:CUPP                                -3.646735e-03
## Eukaryote:CUPP-Bacteria:CUPP                           -7.293471e-03
##                                                                  lwr
## Bacteria:dbCAN_4-All:dbCAN_4                           -0.0071615537
## Eukaryote:dbCAN_4-All:dbCAN_4                          -0.0142233818
## All:dbCAN_4:HMMER-All:dbCAN_4                          -0.0405080904
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4                     -0.0424581657
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4                    -0.0424822239
## All:dbCAN_4:DIAMOND-All:dbCAN_4                         0.0010549690
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4                   -0.0061685770
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4                   0.0043543063
## All:dbCAN_4:dbCAN-sub-All:dbCAN_4                      -0.0081883496
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4                 -0.0043640961
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4                -0.0159368118
## All:CUPP-All:dbCAN_4                                   -0.0614098085
## Bacteria:CUPP-All:dbCAN_4                              -0.0597251776
## Eukaryote:CUPP-All:dbCAN_4                             -0.0670186482
## Eukaryote:dbCAN_4-Bacteria:dbCAN_4                     -0.0194084264
## All:dbCAN_4:HMMER-Bacteria:dbCAN_4                     -0.0460011089
## Bacteria:dbCAN_4:HMMER-Bacteria:dbCAN_4                -0.0476432103
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4               -0.0476672685
## All:dbCAN_4:DIAMOND-Bacteria:dbCAN_4                   -0.0044380494
## Bacteria:dbCAN_4:DIAMOND-Bacteria:dbCAN_4              -0.0113536216
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4             -0.0008307383
## All:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4                 -0.0136813680
## Bacteria:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4            -0.0095491407
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4           -0.0211218564
## All:CUPP-Bacteria:dbCAN_4                              -0.0669028270
## Bacteria:CUPP-Bacteria:dbCAN_4                         -0.0649102222
## Eukaryote:CUPP-Bacteria:dbCAN_4                        -0.0722036928
## All:dbCAN_4:HMMER-Eukaryote:dbCAN_4                    -0.0389392808
## Bacteria:dbCAN_4:HMMER-Eukaryote:dbCAN_4               -0.0405813822
## Eukaryote:dbCAN_4:HMMER-Eukaryote:dbCAN_4              -0.0406054404
## All:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4                   0.0026237787
## Bacteria:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4             -0.0042917935
## Eukaryote:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4             0.0062310899
## All:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4                -0.0066195399
## Bacteria:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4           -0.0024873126
## Eukaryote:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4          -0.0140600282
## All:CUPP-Eukaryote:dbCAN_4                             -0.0598409988
## Bacteria:CUPP-Eukaryote:dbCAN_4                        -0.0578483940
## Eukaryote:CUPP-Eukaryote:dbCAN_4                       -0.0651418647
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4:HMMER               -0.0106804387
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4:HMMER              -0.0107044968
## All:dbCAN_4:DIAMOND-All:dbCAN_4:HMMER                   0.0328326961
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4:HMMER              0.0256091500
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4:HMMER             0.0361320334
## All:dbCAN_4:dbCAN-sub-All:dbCAN_4:HMMER                 0.0235893775
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4:HMMER            0.0274136309
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4:HMMER           0.0158409153
## All:CUPP-All:dbCAN_4:HMMER                             -0.0296320814
## Bacteria:CUPP-All:dbCAN_4:HMMER                        -0.0279474505
## Eukaryote:CUPP-All:dbCAN_4:HMMER                       -0.0352409211
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4:HMMER         -0.0123706564
## All:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:HMMER              0.0308585626
## Bacteria:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:HMMER         0.0239429904
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:HMMER        0.0344658738
## All:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:HMMER            0.0216152440
## Bacteria:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:HMMER       0.0257474713
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:HMMER      0.0141747557
## All:CUPP-Bacteria:dbCAN_4:HMMER                        -0.0316062149
## Bacteria:CUPP-Bacteria:dbCAN_4:HMMER                   -0.0296136101
## Eukaryote:CUPP-Bacteria:dbCAN_4:HMMER                  -0.0369070807
## All:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:HMMER             0.0308826208
## Bacteria:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:HMMER        0.0239670486
## Eukaryote:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:HMMER       0.0344899320
## All:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:HMMER           0.0216393022
## Bacteria:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:HMMER      0.0257715295
## Eukaryote:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:HMMER     0.0141988139
## All:CUPP-Eukaryote:dbCAN_4:HMMER                       -0.0315821567
## Bacteria:CUPP-Eukaryote:dbCAN_4:HMMER                  -0.0295895519
## Eukaryote:CUPP-Eukaryote:dbCAN_4:HMMER                 -0.0368830226
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4:DIAMOND           -0.0159539094
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4:DIAMOND          -0.0054310261
## All:dbCAN_4:dbCAN-sub-All:dbCAN_4:DIAMOND              -0.0179736820
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4:DIAMOND         -0.0141494285
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4:DIAMOND        -0.0257221442
## All:CUPP-All:dbCAN_4:DIAMOND                           -0.0711951409
## Bacteria:CUPP-All:dbCAN_4:DIAMOND                      -0.0695105100
## Eukaryote:CUPP-All:dbCAN_4:DIAMOND                     -0.0768039806
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:DIAMOND     -0.0018237149
## All:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:DIAMOND         -0.0146743447
## Bacteria:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:DIAMOND    -0.0105421174
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:DIAMOND   -0.0221148330
## All:CUPP-Bacteria:dbCAN_4:DIAMOND                      -0.0678958036
## Bacteria:CUPP-Bacteria:dbCAN_4:DIAMOND                 -0.0659031988
## Eukaryote:CUPP-Bacteria:dbCAN_4:DIAMOND                -0.0731966694
## All:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:DIAMOND        -0.0251972280
## Bacteria:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:DIAMOND   -0.0210650007
## Eukaryote:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:DIAMOND  -0.0326377164
## All:CUPP-Eukaryote:dbCAN_4:DIAMOND                     -0.0784186870
## Bacteria:CUPP-Eukaryote:dbCAN_4:DIAMOND                -0.0764260822
## Eukaryote:CUPP-Eukaryote:dbCAN_4:DIAMOND               -0.0837195528
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4:dbCAN-sub       -0.0049061099
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4:dbCAN-sub      -0.0164788256
## All:CUPP-All:dbCAN_4:dbCAN-sub                         -0.0619518223
## Bacteria:CUPP-All:dbCAN_4:dbCAN-sub                    -0.0602671914
## Eukaryote:CUPP-All:dbCAN_4:dbCAN-sub                   -0.0675606620
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:dbCAN-sub -0.0239193139
## All:CUPP-Bacteria:dbCAN_4:dbCAN-sub                    -0.0697002845
## Bacteria:CUPP-Bacteria:dbCAN_4:dbCAN-sub               -0.0677076797
## Eukaryote:CUPP-Bacteria:dbCAN_4:dbCAN-sub              -0.0750011503
## All:CUPP-Eukaryote:dbCAN_4:dbCAN-sub                   -0.0581275689
## Bacteria:CUPP-Eukaryote:dbCAN_4:dbCAN-sub              -0.0561349641
## Eukaryote:CUPP-Eukaryote:dbCAN_4:dbCAN-sub             -0.0634284347
## Bacteria:CUPP-All:CUPP                                 -0.0070457324
## Eukaryote:CUPP-All:CUPP                                -0.0143392031
## Eukaryote:CUPP-Bacteria:CUPP                           -0.0196400689
##                                                                  upr     p adj
## Bacteria:dbCAN_4-All:dbCAN_4                            0.0142233818 0.9987280
## Eukaryote:dbCAN_4-All:dbCAN_4                           0.0071615537 0.9987280
## All:dbCAN_4:HMMER-All:dbCAN_4                          -0.0230473637 0.0000000
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4                     -0.0210732303 0.0000000
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4                    -0.0210972884 0.0000000
## All:dbCAN_4:DIAMOND-All:dbCAN_4                         0.0185156957 0.0121463
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4                    0.0152163584 0.9842792
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4                   0.0257392418 0.0001820
## All:dbCAN_4:dbCAN-sub-All:dbCAN_4                       0.0092723772 1.0000000
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4                  0.0170208394 0.7945945
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4                 0.0054481237 0.9440077
## All:CUPP-All:dbCAN_4                                   -0.0439490818 0.0000000
## Bacteria:CUPP-All:dbCAN_4                              -0.0383402421 0.0000000
## Eukaryote:CUPP-All:dbCAN_4                             -0.0456337127 0.0000000
## Eukaryote:dbCAN_4-Bacteria:dbCAN_4                      0.0052847701 0.8330816
## All:dbCAN_4:HMMER-Bacteria:dbCAN_4                     -0.0246161734 0.0000000
## Bacteria:dbCAN_4:HMMER-Bacteria:dbCAN_4                -0.0229500138 0.0000000
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4               -0.0229740720 0.0000000
## All:dbCAN_4:DIAMOND-Bacteria:dbCAN_4                    0.0169468861 0.8084496
## Bacteria:dbCAN_4:DIAMOND-Bacteria:dbCAN_4               0.0133395749 1.0000000
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4              0.0238624583 0.0989228
## All:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4                  0.0077035675 0.9998087
## Bacteria:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4             0.0151440558 0.9999851
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4            0.0035713402 0.5069153
## All:CUPP-Bacteria:dbCAN_4                              -0.0455178915 0.0000000
## Bacteria:CUPP-Bacteria:dbCAN_4                         -0.0402170256 0.0000000
## Eukaryote:CUPP-Bacteria:dbCAN_4                        -0.0475104963 0.0000000
## All:dbCAN_4:HMMER-Eukaryote:dbCAN_4                    -0.0175543453 0.0000000
## Bacteria:dbCAN_4:HMMER-Eukaryote:dbCAN_4               -0.0158881857 0.0000000
## Eukaryote:dbCAN_4:HMMER-Eukaryote:dbCAN_4              -0.0159122438 0.0000000
## All:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4                   0.0240087142 0.0022424
## Bacteria:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4              0.0204014030 0.6559181
## Eukaryote:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4             0.0309242864 0.0000342
## All:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4                 0.0147653956 0.9942948
## Bacteria:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4            0.0222058839 0.2996316
## Eukaryote:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4           0.0106331683 1.0000000
## All:CUPP-Eukaryote:dbCAN_4                             -0.0384560633 0.0000000
## Bacteria:CUPP-Eukaryote:dbCAN_4                        -0.0331551975 0.0000000
## Eukaryote:CUPP-Eukaryote:dbCAN_4                       -0.0404486681 0.0000000
## Bacteria:dbCAN_4:HMMER-All:dbCAN_4:HMMER                0.0107044968 1.0000000
## Eukaryote:dbCAN_4:HMMER-All:dbCAN_4:HMMER               0.0106804387 1.0000000
## All:dbCAN_4:DIAMOND-All:dbCAN_4:HMMER                   0.0502934228 0.0000000
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4:HMMER              0.0469940855 0.0000000
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4:HMMER             0.0575169689 0.0000000
## All:dbCAN_4:dbCAN-sub-All:dbCAN_4:HMMER                 0.0410501042 0.0000000
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4:HMMER            0.0487985664 0.0000000
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4:HMMER           0.0372258508 0.0000000
## All:CUPP-All:dbCAN_4:HMMER                             -0.0121713547 0.0000000
## Bacteria:CUPP-All:dbCAN_4:HMMER                        -0.0065625150 0.0000046
## Eukaryote:CUPP-All:dbCAN_4:HMMER                       -0.0138559856 0.0000000
## Eukaryote:dbCAN_4:HMMER-Bacteria:dbCAN_4:HMMER          0.0123225401 1.0000000
## All:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:HMMER              0.0522434981 0.0000000
## Bacteria:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:HMMER         0.0486361870 0.0000000
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:HMMER        0.0591590703 0.0000000
## All:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:HMMER            0.0430001795 0.0000000
## Bacteria:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:HMMER       0.0504406679 0.0000000
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:HMMER      0.0388679522 0.0000000
## All:CUPP-Bacteria:dbCAN_4:HMMER                        -0.0102212794 0.0000000
## Bacteria:CUPP-Bacteria:dbCAN_4:HMMER                   -0.0049204136 0.0002101
## Eukaryote:CUPP-Bacteria:dbCAN_4:HMMER                  -0.0122138842 0.0000000
## All:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:HMMER             0.0522675563 0.0000000
## Bacteria:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:HMMER        0.0486602451 0.0000000
## Eukaryote:dbCAN_4:DIAMOND-Eukaryote:dbCAN_4:HMMER       0.0591831285 0.0000000
## All:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:HMMER           0.0430242377 0.0000000
## Bacteria:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:HMMER      0.0504647260 0.0000000
## Eukaryote:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:HMMER     0.0388920104 0.0000000
## All:CUPP-Eukaryote:dbCAN_4:HMMER                       -0.0101972212 0.0000000
## Bacteria:CUPP-Eukaryote:dbCAN_4:HMMER                  -0.0048963554 0.0002169
## Eukaryote:CUPP-Eukaryote:dbCAN_4:HMMER                 -0.0121898260 0.0000000
## Bacteria:dbCAN_4:DIAMOND-All:dbCAN_4:DIAMOND            0.0054310261 0.9425510
## Eukaryote:dbCAN_4:DIAMOND-All:dbCAN_4:DIAMOND           0.0159539094 0.9425510
## All:dbCAN_4:dbCAN-sub-All:dbCAN_4:DIAMOND              -0.0005129552 0.0258719
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4:DIAMOND          0.0072355070 0.9989922
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4:DIAMOND        -0.0043372087 0.0001869
## All:CUPP-All:dbCAN_4:DIAMOND                           -0.0537344142 0.0000000
## Bacteria:CUPP-All:dbCAN_4:DIAMOND                      -0.0481255745 0.0000000
## Eukaryote:CUPP-All:dbCAN_4:DIAMOND                     -0.0554190451 0.0000000
## Eukaryote:dbCAN_4:DIAMOND-Bacteria:dbCAN_4:DIAMOND      0.0228694816 0.2005536
## All:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:DIAMOND          0.0067105908 0.9954617
## Bacteria:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:DIAMOND     0.0141510792 0.9999999
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:DIAMOND    0.0025783635 0.3151381
## All:CUPP-Bacteria:dbCAN_4:DIAMOND                      -0.0465108681 0.0000000
## Bacteria:CUPP-Bacteria:dbCAN_4:DIAMOND                 -0.0412100023 0.0000000
## Eukaryote:CUPP-Bacteria:dbCAN_4:DIAMOND                -0.0485034729 0.0000000
## All:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:DIAMOND        -0.0038122925 0.0004145
## Bacteria:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:DIAMOND    0.0036281958 0.5187119
## Eukaryote:dbCAN_4:dbCAN-sub-Eukaryote:dbCAN_4:DIAMOND  -0.0079445198 0.0000026
## All:CUPP-Eukaryote:dbCAN_4:DIAMOND                     -0.0570337515 0.0000000
## Bacteria:CUPP-Eukaryote:dbCAN_4:DIAMOND                -0.0517328856 0.0000000
## Eukaryote:CUPP-Eukaryote:dbCAN_4:DIAMOND               -0.0590263563 0.0000000
## Bacteria:dbCAN_4:dbCAN-sub-All:dbCAN_4:dbCAN-sub        0.0164788256 0.8840234
## Eukaryote:dbCAN_4:dbCAN-sub-All:dbCAN_4:dbCAN-sub       0.0049061099 0.8840234
## All:CUPP-All:dbCAN_4:dbCAN-sub                         -0.0444910956 0.0000000
## Bacteria:CUPP-All:dbCAN_4:dbCAN-sub                    -0.0388822559 0.0000000
## Eukaryote:CUPP-All:dbCAN_4:dbCAN-sub                   -0.0461757265 0.0000000
## Eukaryote:dbCAN_4:dbCAN-sub-Bacteria:dbCAN_4:dbCAN-sub  0.0007738826 0.0946519
## All:CUPP-Bacteria:dbCAN_4:dbCAN-sub                    -0.0483153490 0.0000000
## Bacteria:CUPP-Bacteria:dbCAN_4:dbCAN-sub               -0.0430144832 0.0000000
## Eukaryote:CUPP-Bacteria:dbCAN_4:dbCAN-sub              -0.0503079538 0.0000000
## All:CUPP-Eukaryote:dbCAN_4:dbCAN-sub                   -0.0367426334 0.0000000
## Bacteria:CUPP-Eukaryote:dbCAN_4:dbCAN-sub              -0.0314417676 0.0000000
## Eukaryote:CUPP-Eukaryote:dbCAN_4:dbCAN-sub             -0.0387352382 0.0000000
## Bacteria:CUPP-All:CUPP                                  0.0143392031 0.9981945
## Eukaryote:CUPP-All:CUPP                                 0.0070457324 0.9981945
## Eukaryote:CUPP-Bacteria:CUPP                            0.0050531276 0.7968833