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Table of contents:

  1. Overview

  2. Performance Plots

  3. Performance of PETfold_pre2.0(20) - scored higher in this pairwise comparison

  4. Performance of CMfinder(20) - scored lower in this pairwise comparison

  5. Compile and download dataset for PETfold_pre2.0(20) & CMfinder(20) [.zip] - may take several seconds...


Overview

Metric PETfold_pre2.0(20) CMfinder(20)
MCC 0.854 > 0.779
Average MCC ± 95% Confidence Intervals 0.858 ± 0.048 > 0.784 ± 0.139
Sensitivity 0.759 > 0.617
Positive Predictive Value 0.962 < 0.988
Total TP 101 > 82
Total TN 14628 < 14650
Total FP 12 > 2
Total FP CONTRA 3 > 0
Total FP INCONS 1 = 1
Total FP COMP 8 > 1
Total FN 32 < 51
P-value 0.0

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Performance plots


  1. Comparison of performance of PETfold_pre2.0(20) and CMfinder(20). Positive Predictive Value (PPV) is plotted against sensitivity. Each dot represents a single test of each method. See tables below for raw data (individual counts for PETfold_pre2.0(20) and CMfinder(20)).

  2. Average Matthews Correlation Coefficients (MCC) with 95% confidence intervals (CIs) were plotted for different RNA families, for which at least 3 members were present in the benchmarking dataset. 'n' denotes the number of MCCs used to calculate the average and CI. See tables below for raw data (individual counts for PETfold_pre2.0(20) and CMfinder(20)).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for PETfold_pre2.0(20) and CMfinder(20). The whiskers correspond to 95% confidence intervals (CIs). 'n' denotes the number of MCCs used to calculate average MCCs and CIs. See tables below for raw data (individual counts for PETfold_pre2.0(20) and CMfinder(20)).

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Performance of PETfold_pre2.0(20) - scored higher in this pairwise comparison

1. Total counts & total scores for PETfold_pre2.0(20)

Total Base Pair Counts
Total TP 101
Total TN 14628
Total FP 12
Total FP CONTRA 3
Total FP INCONS 1
Total FP COMP 8
Total FN 32
Total Scores
MCC 0.854
Average MCC ± 95% Confidence Intervals 0.858 ± 0.048
Sensitivity 0.759
Positive Predictive Value 0.962
Nr of predictions 5

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2. Individual counts for PETfold_pre2.0(20) [ download as .csv ]

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
PDB_00571 0.87 0.80 0.95 20 3300 1 1 0 0 5
PDB_00828 0.88 0.78 1.00 21 2464 2 0 0 2 6
PDB_00829 0.86 0.75 1.00 18 2260 2 0 0 2 6
PDB_01020 0.88 0.78 1.00 18 2260 3 0 0 3 5
PDB_01073 0.79 0.71 0.89 24 4344 4 2 1 1 10

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Performance of CMfinder(20) - scored lower in this pairwise comparison

1. Total counts & total scores for CMfinder(20)

Total Base Pair Counts
Total TP 82
Total TN 14650
Total FP 2
Total FP CONTRA 0
Total FP INCONS 1
Total FP COMP 1
Total FN 51
Total Scores
MCC 0.779
Average MCC ± 95% Confidence Intervals 0.784 ± 0.139
Sensitivity 0.617
Positive Predictive Value 0.988
Nr of predictions 5

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2. Individual counts for CMfinder(20) [ download as .csv ]

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
PDB_00571 0.87 0.80 0.95 20 3300 1 0 1 0 5
PDB_00828 0.84 0.70 1.00 19 2466 0 0 0 0 8
PDB_00829 0.84 0.71 1.00 17 2261 0 0 0 0 7
PDB_01020 0.78 0.61 1.00 14 2264 0 0 0 0 9
PDB_01073 0.59 0.35 1.00 12 4359 1 0 0 1 22

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Matthews Correlation Coeffient, Sensitivity and Positive Predictive Value have been calculated based on the paper by Gardener & Giegerich, 2004.