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 IPknot - scored lower in this pairwise comparison

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


Overview

Metric Multilign(seed) IPknot
MCC 0.734 > 0.660
Average MCC ± 95% Confidence Intervals 0.740 ± 0.146 > 0.639 ± 0.168
Sensitivity 0.733 > 0.664
Positive Predictive Value 0.737 > 0.656
Total TP 493 > 447
Total TN 383507 > 383495
Total FP 263 < 289
Total FP CONTRA 42 < 68
Total FP INCONS 134 < 166
Total FP COMP 87 > 55
Total FN 180 < 226
P-value 5.34341160367e-09

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Performance plots


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

  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 IPknot).

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

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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 IPknot - scored lower in this pairwise comparison

1. Total counts & total scores for IPknot

Total Base Pair Counts
Total TP 447
Total TN 383495
Total FP 289
Total FP CONTRA 68
Total FP INCONS 166
Total FP COMP 55
Total FN 226
Total Scores
MCC 0.660
Average MCC ± 95% Confidence Intervals 0.639 ± 0.168
Sensitivity 0.664
Positive Predictive Value 0.656
Nr of predictions 10

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
RFA_00619 - 0.36 0.41 0.33 16 22742 43 10 23 10 23
RFA_00626 0.89 0.85 0.94 74 56537 14 0 5 9 13
RFA_00628 0.95 0.90 1.00 77 57214 14 0 0 14 9
RFA_00630 0.82 0.75 0.89 65 56880 14 0 8 6 22
RFA_00816 0.82 0.85 0.80 35 23176 12 8 1 3 6
RFA_00817 0.23 0.24 0.22 10 21900 38 11 24 3 31
RFA_00818 0.69 0.68 0.70 28 20261 15 9 3 3 13
SRP_00241 0.57 0.60 0.54 49 45965 44 12 30 2 33
SRP_00331 0.52 0.53 0.51 46 37584 47 9 36 2 41
SRP_00340 0.54 0.57 0.51 47 41236 48 9 36 3 35

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