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 McQFold - scored lower in this pairwise comparison

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


Overview

Metric Multilign(seed) McQFold
MCC 0.734 > 0.433
Average MCC ± 95% Confidence Intervals 0.740 ± 0.146 > 0.440 ± 0.130
Sensitivity 0.733 > 0.438
Positive Predictive Value 0.737 > 0.429
Total TP 493 > 295
Total TN 383507 > 383488
Total FP 263 < 434
Total FP CONTRA 42 < 86
Total FP INCONS 134 < 307
Total FP COMP 87 > 41
Total FN 180 < 378
P-value 6.99051034341e-09

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Performance plots


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

  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 McQFold).

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

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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 McQFold - scored lower in this pairwise comparison

1. Total counts & total scores for McQFold

Total Base Pair Counts
Total TP 295
Total TN 383488
Total FP 434
Total FP CONTRA 86
Total FP INCONS 307
Total FP COMP 41
Total FN 378
Total Scores
MCC 0.433
Average MCC ± 95% Confidence Intervals 0.440 ± 0.130
Sensitivity 0.438
Positive Predictive Value 0.429
Nr of predictions 10

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
RFA_00619 - 0.41 0.44 0.40 17 22748 37 8 18 11 22
RFA_00626 0.21 0.22 0.21 19 56526 76 15 56 5 68
RFA_00628 0.42 0.41 0.43 35 57209 50 7 40 3 51
RFA_00630 0.63 0.63 0.63 55 56865 41 6 27 8 32
RFA_00816 0.82 0.85 0.80 35 23176 12 4 5 3 6
RFA_00817 0.35 0.39 0.31 16 21894 39 9 26 4 25
RFA_00818 0.28 0.27 0.29 11 20263 30 12 15 3 30
SRP_00241 0.30 0.30 0.29 25 45971 62 12 48 2 57
SRP_00331 0.50 0.47 0.53 41 37598 36 4 32 0 46
SRP_00340 0.48 0.50 0.46 41 41238 51 9 40 2 41

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