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

  1. Overview

  2. Performance Plots

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

  4. Performance of Multilign(seed) - scored lower in this pairwise comparison

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


Overview

Metric TurboFold(seed) Multilign(seed)
MCC 0.782 > 0.759
Average MCC ± 95% Confidence Intervals 0.810 ± 0.122 > 0.781 ± 0.128
Sensitivity 0.767 > 0.752
Positive Predictive Value 0.799 > 0.767
Total TP 486 > 477
Total TN 360777 > 360763
Total FP 198 < 227
Total FP CONTRA 22 < 30
Total FP INCONS 100 < 115
Total FP COMP 76 < 82
Total FN 148 < 157
P-value 0.0

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Performance plots


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

  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 TurboFold(seed) and Multilign(seed)).

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

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

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

Total Base Pair Counts
Total TP 486
Total TN 360777
Total FP 198
Total FP CONTRA 22
Total FP INCONS 100
Total FP COMP 76
Total FN 148
Total Scores
MCC 0.782
Average MCC ± 95% Confidence Intervals 0.810 ± 0.122
Sensitivity 0.767
Positive Predictive Value 0.799
Nr of predictions 9

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
RFA_00626 0.90 0.85 0.95 74 56538 17 0 4 13 13
RFA_00628 0.92 0.90 0.95 77 57210 17 0 4 13 9
RFA_00630 0.83 0.79 0.87 69 56874 22 0 10 12 18
RFA_00816 1.00 1.00 1.00 41 23179 14 0 0 14 0
RFA_00817 0.95 0.90 1.00 37 21908 7 0 0 7 4
RFA_00818 0.85 0.80 0.89 33 20264 11 1 3 7 8
SRP_00241 0.56 0.59 0.54 48 45967 43 12 29 2 34
SRP_00331 0.67 0.66 0.68 57 37591 29 3 24 2 30
SRP_00340 0.61 0.61 0.61 50 41246 38 6 26 6 32

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

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

Total Base Pair Counts
Total TP 477
Total TN 360763
Total FP 227
Total FP CONTRA 30
Total FP INCONS 115
Total FP COMP 82
Total FN 157
Total Scores
MCC 0.759
Average MCC ± 95% Confidence Intervals 0.781 ± 0.128
Sensitivity 0.752
Positive Predictive Value 0.767
Nr of predictions 9

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