CompaRNA - on-line benchmarks of RNA structure prediction methods
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Table of contents:

  1. Overview

  2. Performance Plots

  3. Performance of ProbKnot - scored higher in this pairwise comparison

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

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


Overview

Metric ProbKnot CMfinder(20)
MCC 0.803 > 0.779
Average MCC ± 95% Confidence Intervals 0.807 ± 0.146 > 0.784 ± 0.139
Sensitivity 0.722 > 0.617
Positive Predictive Value 0.897 < 0.988
Total TP 96 > 82
Total TN 14626 < 14650
Total FP 13 > 2
Total FP CONTRA 6 > 0
Total FP INCONS 5 > 1
Total FP COMP 2 > 1
Total FN 37 < 51
P-value 0.0

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Performance plots


  1. Comparison of performance of ProbKnot 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 ProbKnot 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 ProbKnot and CMfinder(20)).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for ProbKnot 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 ProbKnot and CMfinder(20)).

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Performance of ProbKnot - scored higher in this pairwise comparison

1. Total counts & total scores for ProbKnot

Total Base Pair Counts
Total TP 96
Total TN 14626
Total FP 13
Total FP CONTRA 6
Total FP INCONS 5
Total FP COMP 2
Total FN 37
Total Scores
MCC 0.803
Average MCC ± 95% Confidence Intervals 0.807 ± 0.146
Sensitivity 0.722
Positive Predictive Value 0.897
Nr of predictions 5

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2. Individual counts for ProbKnot [ download as .csv ]

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
PDB_00571 0.60 0.60 0.60 15 3296 10 6 4 0 10
PDB_00828 0.86 0.78 0.95 21 2463 1 0 1 0 6
PDB_00829 0.86 0.75 1.00 18 2260 0 0 0 0 6
PDB_01020 0.86 0.74 1.00 17 2261 1 0 0 1 6
PDB_01073 0.86 0.74 1.00 25 4346 1 0 0 1 9

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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.