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

  1. Overview

  2. Performance Plots

  3. Performance of Multilign(seed) - scored higher in this pairwise comparison

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

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


Overview

Metric Multilign(seed) ProbKnot
MCC 0.734 > 0.583
Average MCC ± 95% Confidence Intervals 0.740 ± 0.146 > 0.560 ± 0.184
Sensitivity 0.733 > 0.609
Positive Predictive Value 0.737 > 0.560
Total TP 493 > 410
Total TN 383507 > 383444
Total FP 263 < 431
Total FP CONTRA 42 < 93
Total FP INCONS 134 < 229
Total FP COMP 87 < 109
Total FN 180 < 263
P-value 5.76570236188e-09

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Performance plots


  1. Comparison of performance of Multilign(seed) and ProbKnot. 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 Multilign(seed) and ProbKnot).

  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 Multilign(seed) and ProbKnot).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for Multilign(seed) and ProbKnot. 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 Multilign(seed) and ProbKnot).

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Performance of Multilign(seed) - scored higher in this pairwise comparison

1. Total counts & total scores for Multilign(seed)

Total Base Pair Counts
Total TP 493
Total TN 383507
Total FP 263
Total FP CONTRA 42
Total FP INCONS 134
Total FP COMP 87
Total FN 180
Total Scores
MCC 0.734
Average MCC ± 95% Confidence Intervals 0.740 ± 0.146
Sensitivity 0.733
Positive Predictive Value 0.737
Nr of predictions 10

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2. Individual counts for Multilign(seed) [ download as .csv ]

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
RFA_00619 - 0.37 0.41 0.34 16 22744 36 12 19 5 23
RFA_00626 0.90 0.85 0.95 74 56538 20 0 4 16 13
RFA_00628 0.92 0.88 0.95 76 57211 18 0 4 14 10
RFA_00630 0.83 0.80 0.86 70 56872 29 0 11 18 17
RFA_00816 1.00 1.00 1.00 41 23179 12 0 0 12 0
RFA_00817 0.77 0.78 0.76 32 21903 13 5 5 3 9
RFA_00818 0.85 0.80 0.89 33 20264 12 1 3 8 8
SRP_00241 0.48 0.50 0.46 41 45967 50 15 33 2 41
SRP_00331 0.69 0.69 0.70 60 37589 29 2 24 3 27
SRP_00340 0.59 0.61 0.57 50 41240 44 7 31 6 32

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Performance of ProbKnot - scored lower in this pairwise comparison

1. Total counts & total scores for ProbKnot

Total Base Pair Counts
Total TP 410
Total TN 383444
Total FP 431
Total FP CONTRA 93
Total FP INCONS 229
Total FP COMP 109
Total FN 263
Total Scores
MCC 0.583
Average MCC ± 95% Confidence Intervals 0.560 ± 0.184
Sensitivity 0.609
Positive Predictive Value 0.560
Nr of predictions 10

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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
RFA_00619 - 0.28 0.33 0.24 13 22737 57 13 28 16 26
RFA_00626 0.86 0.80 0.91 70 56539 32 1 6 25 17
RFA_00628 0.90 0.88 0.93 76 57209 31 1 5 25 10
RFA_00630 0.69 0.66 0.72 57 56874 41 4 18 19 30
RFA_00816 0.80 0.88 0.73 36 23171 20 9 4 7 5
RFA_00817 0.10 0.12 0.08 5 21883 57 18 39 0 36
RFA_00818 0.48 0.54 0.43 22 20250 38 13 16 9 19
SRP_00241 0.44 0.48 0.41 39 45960 60 17 40 3 43
SRP_00331 0.54 0.54 0.55 47 37589 42 7 32 3 40
SRP_00340 0.51 0.55 0.47 45 41232 53 10 41 2 37

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