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

  1. Overview

  2. Performance Plots

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

  4. Performance of Pknots - scored lower in this pairwise comparison

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


Overview

Metric CMfinder(20) Pknots
MCC 0.779 > 0.723
Average MCC ± 95% Confidence Intervals 0.784 ± 0.139 > 0.739 ± 0.216
Sensitivity 0.617 < 0.632
Positive Predictive Value 0.988 > 0.832
Total TP 82 < 84
Total TN 14650 > 14632
Total FP 2 < 25
Total FP CONTRA 0 < 3
Total FP INCONS 1 < 14
Total FP COMP 1 < 8
Total FN 51 > 49
P-value 0.0

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Performance plots


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

  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 CMfinder(20) and Pknots).

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

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

1. Total counts & total scores for Pknots

Total Base Pair Counts
Total TP 84
Total TN 14632
Total FP 25
Total FP CONTRA 3
Total FP INCONS 14
Total FP COMP 8
Total FN 49
Total Scores
MCC 0.723
Average MCC ± 95% Confidence Intervals 0.739 ± 0.216
Sensitivity 0.632
Positive Predictive Value 0.832
Nr of predictions 5

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2. Individual counts for Pknots [ 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 0.86 0.74 1.00 20 2465 2 0 0 2 7
PDB_00829 0.60 0.46 0.79 11 2264 5 0 3 2 13
PDB_01020 0.86 0.74 1.00 17 2261 3 0 0 3 6
PDB_01073 0.51 0.47 0.55 16 4342 14 2 11 1 18

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