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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric IPknot CMfinder(seed)
MCC 0.632 > 0.350
Average MCC ± 95% Confidence Intervals 0.610 ± 0.124 > 0.358 ± 0.060
Sensitivity 0.573 > 0.159
Positive Predictive Value 0.698 < 0.770
Total TP 843 > 234
Total TN 1035443 < 1036346
Total FP 465 > 77
Total FP CONTRA 98 > 3
Total FP INCONS 266 > 67
Total FP COMP 101 > 7
Total FN 627 < 1236
P-value 1.96907987703e-08

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Performance plots


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

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

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Performance of IPknot - scored higher in this pairwise comparison

1. Total counts & total scores for IPknot

Total Base Pair Counts
Total TP 843
Total TN 1035443
Total FP 465
Total FP CONTRA 98
Total FP INCONS 266
Total FP COMP 101
Total FN 627
Total Scores
MCC 0.632
Average MCC ± 95% Confidence Intervals 0.610 ± 0.124
Sensitivity 0.573
Positive Predictive Value 0.698
Nr of predictions 15

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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
CRW_00013 0.33 0.26 0.42 30 103669 55 7 34 14 85
CRW_00016 0.75 0.67 0.83 80 77325 26 6 10 10 40
CRW_00610 0.61 0.54 0.68 44 36250 21 6 15 0 37
CRW_00613 0.86 0.78 0.94 61 34915 13 1 3 9 17
CRW_00614 0.13 0.14 0.13 8 121707 95 15 41 39 49
CRW_00618 0.25 0.25 0.26 15 56223 56 5 37 14 46
CRW_00633 0.64 0.58 0.72 61 63461 25 5 19 1 45
CRW_00634 0.60 0.56 0.65 53 64538 30 10 19 1 41
CRW_00670 0.83 0.78 0.87 94 70017 14 6 8 0 26
CRW_00671 0.82 0.74 0.92 86 62742 8 1 6 1 31
CRW_00672 0.76 0.72 0.80 80 72290 24 8 12 4 31
CRW_00674 0.75 0.69 0.83 85 83333 20 7 11 2 39
CRW_00676 0.47 0.44 0.51 51 93428 52 14 35 3 64
CRW_00692 0.56 0.47 0.68 42 68573 21 7 13 1 48
PDB_00827 0.79 0.65 0.95 53 26972 5 0 3 2 28

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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.