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

  1. Overview

  2. Performance Plots

  3. Performance of ProbKnot - scored higher in this pairwise comparison

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

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


Overview

Metric ProbKnot CMfinder(seed)
MCC 0.554 > 0.350
Average MCC ± 95% Confidence Intervals 0.538 ± 0.119 > 0.358 ± 0.060
Sensitivity 0.550 > 0.159
Positive Predictive Value 0.560 < 0.770
Total TP 809 > 234
Total TN 1035205 < 1036346
Total FP 833 > 77
Total FP CONTRA 136 > 3
Total FP INCONS 500 > 67
Total FP COMP 197 > 7
Total FN 661 < 1236
P-value 2.12160100812e-08

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Performance plots


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

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

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Performance of ProbKnot - scored higher in this pairwise comparison

1. Total counts & total scores for ProbKnot

Total Base Pair Counts
Total TP 809
Total TN 1035205
Total FP 833
Total FP CONTRA 136
Total FP INCONS 500
Total FP COMP 197
Total FN 661
Total Scores
MCC 0.554
Average MCC ± 95% Confidence Intervals 0.538 ± 0.119
Sensitivity 0.550
Positive Predictive Value 0.560
Nr of predictions 15

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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
CRW_00013 0.39 0.37 0.42 43 103637 84 9 51 24 72
CRW_00016 0.48 0.45 0.50 54 77314 68 6 47 15 66
CRW_00610 0.44 0.44 0.43 36 36232 49 8 39 2 45
CRW_00613 0.84 0.82 0.86 64 34906 18 0 10 8 14
CRW_00614 0.14 0.16 0.12 9 121698 120 17 47 56 48
CRW_00618 0.18 0.20 0.16 12 56207 83 15 46 22 49
CRW_00633 0.62 0.59 0.65 63 63449 38 9 25 4 43
CRW_00634 0.50 0.49 0.52 46 64531 48 10 33 5 48
CRW_00670 0.57 0.58 0.56 70 70001 57 11 43 3 50
CRW_00671 0.79 0.77 0.80 90 62723 28 6 16 6 27
CRW_00672 0.76 0.78 0.74 87 72272 41 10 21 10 24
CRW_00674 0.68 0.67 0.70 83 83317 41 8 28 5 41
CRW_00676 0.59 0.58 0.60 67 93416 63 8 37 18 48
CRW_00692 0.33 0.34 0.32 31 68537 84 18 49 17 59
PDB_00827 0.76 0.67 0.86 54 26965 11 1 8 2 27

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

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

Total Base Pair Counts
Total TP 234
Total TN 1036346
Total FP 77
Total FP CONTRA 3
Total FP INCONS 67
Total FP COMP 7
Total FN 1236
Total Scores
MCC 0.350
Average MCC ± 95% Confidence Intervals 0.358 ± 0.060
Sensitivity 0.159
Positive Predictive Value 0.770
Nr of predictions 15

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
CRW_00013 0.37 0.14 1.00 16 103724 0 0 0 0 99
CRW_00016 0.36 0.14 0.89 17 77402 2 0 2 0 103
CRW_00610 0.49 0.31 0.78 25 36283 7 1 6 0 56
CRW_00613 0.54 0.33 0.87 26 34950 4 0 4 0 52
CRW_00614 0.46 0.25 0.88 14 121755 9 0 2 7 43
CRW_00618 0.36 0.13 1.00 8 56272 0 0 0 0 53
CRW_00633 0.32 0.12 0.81 13 63530 3 1 2 0 93
CRW_00634 0.40 0.17 0.94 16 64603 1 0 1 0 78
CRW_00670 0.32 0.18 0.55 22 70085 18 0 18 0 98
CRW_00671 0.20 0.09 0.41 11 62808 16 0 16 0 106
CRW_00672 0.38 0.15 0.94 17 72372 1 0 1 0 94
CRW_00674 0.40 0.17 0.95 21 83414 1 0 1 0 103
CRW_00676 0.12 0.04 0.33 5 93513 10 1 9 0 110
CRW_00692 0.41 0.17 1.00 15 68620 0 0 0 0 75
PDB_00827 0.25 0.10 0.62 8 27015 5 0 5 0 73

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