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 Mastr(seed) - scored lower in this pairwise comparison

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


Overview

Metric Multilign(seed) Mastr(seed)
MCC 0.698 > 0.491
Average MCC ± 95% Confidence Intervals 0.555 ± 0.136 > 0.388 ± 0.145
Sensitivity 0.660 > 0.299
Positive Predictive Value 0.741 < 0.809
Total TP 560 > 254
Total TN 383500 < 383942
Total FP 279 > 86
Total FP CONTRA 36 > 7
Total FP INCONS 160 > 53
Total FP COMP 83 > 26
Total FN 289 < 595
P-value 5.19332990918e-08

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Performance plots


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

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

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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 560
Total TN 383500
Total FP 279
Total FP CONTRA 36
Total FP INCONS 160
Total FP COMP 83
Total FN 289
Total Scores
MCC 0.698
Average MCC ± 95% Confidence Intervals 0.555 ± 0.136
Sensitivity 0.660
Positive Predictive Value 0.741
Nr of predictions 22

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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_00416 0.57 0.53 0.62 8 1472 6 1 4 1 7
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_00654 0.00 0.00 0.00 0 2414 1 0 1 0 18
RFA_00658 0.00 0.00 0.00 0 1128 0 0 0 0 14
RFA_00664 0.00 0.00 0.00 0 990 0 0 0 0 14
RFA_00708 0.00 0.00 0.00 0 1035 0 0 0 0 14
RFA_00767 0.63 0.56 0.71 10 1877 4 0 4 0 8
RFA_00768 0.61 0.56 0.67 10 1876 5 0 5 0 8
RFA_00769 0.55 0.56 0.56 10 1935 8 3 5 0 8
RFA_00770 0.68 0.56 0.83 10 2004 2 0 2 0 8
RFA_00773 0.59 0.56 0.63 10 1937 6 1 5 0 8
RFA_00779 0.61 0.56 0.67 10 1938 5 0 5 0 8
RFA_00808 0.60 0.56 0.64 9 2002 5 0 5 0 7
RFA_00809 0.37 0.38 0.38 6 2129 10 1 9 0 10
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 Mastr(seed) - scored lower in this pairwise comparison

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

Total Base Pair Counts
Total TP 254
Total TN 383942
Total FP 86
Total FP CONTRA 7
Total FP INCONS 53
Total FP COMP 26
Total FN 595
Total Scores
MCC 0.491
Average MCC ± 95% Confidence Intervals 0.388 ± 0.145
Sensitivity 0.299
Positive Predictive Value 0.809
Nr of predictions 22

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
RFA_00416 0.00 0.00 0.00 0 1485 0 0 0 0 15
RFA_00626 0.61 0.51 0.75 44 56557 22 2 13 7 43
RFA_00628 0.88 0.80 0.96 69 57219 11 0 3 8 17
RFA_00630 0.80 0.70 0.91 61 56886 14 0 6 8 26
RFA_00654 0.62 0.39 1.00 7 2408 0 0 0 0 11
RFA_00658 0.56 0.43 0.75 6 1120 3 0 2 1 8
RFA_00664 0.27 0.07 1.00 1 989 0 0 0 0 13
RFA_00708 0.40 0.21 0.75 3 1031 1 0 1 0 11
RFA_00767 0.67 0.50 0.90 9 1881 1 0 1 0 9
RFA_00768 0.74 0.56 1.00 10 1881 0 0 0 0 8
RFA_00769 0.64 0.50 0.82 9 1942 2 1 1 0 9
RFA_00770 0.68 0.56 0.83 10 2004 2 0 2 0 8
RFA_00773 0.64 0.50 0.82 9 1942 2 1 1 0 9
RFA_00779 0.65 0.56 0.77 10 1940 3 0 3 0 8
RFA_00808 -0.01 0.00 0.00 0 2001 17 2 13 2 16
RFA_00809 0.40 0.38 0.43 6 2131 8 1 7 0 10
RFA_00816 0.00 0.00 0.00 0 23220 0 0 0 0 41
RFA_00817 0.00 0.00 0.00 0 21945 0 0 0 0 41
RFA_00818 0.00 0.00 0.00 0 20301 0 0 0 0 41
SRP_00241 0.00 0.00 0.00 0 46056 0 0 0 0 82
SRP_00331 0.00 0.00 0.00 0 37675 0 0 0 0 87
SRP_00340 0.00 0.00 0.00 0 41328 0 0 0 0 82

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