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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric McQFold CMfinder(seed)
MCC 0.472 > 0.350
Average MCC ± 95% Confidence Intervals 0.472 ± 0.123 > 0.358 ± 0.060
Sensitivity 0.456 > 0.159
Positive Predictive Value 0.489 < 0.770
Total TP 670 > 234
Total TN 1035281 < 1036346
Total FP 839 > 77
Total FP CONTRA 153 > 3
Total FP INCONS 546 > 67
Total FP COMP 140 > 7
Total FN 800 < 1236
P-value 2.7402423548e-08

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Performance plots


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

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

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Performance of McQFold - scored higher in this pairwise comparison

1. Total counts & total scores for McQFold

Total Base Pair Counts
Total TP 670
Total TN 1035281
Total FP 839
Total FP CONTRA 153
Total FP INCONS 546
Total FP COMP 140
Total FN 800
Total Scores
MCC 0.472
Average MCC ± 95% Confidence Intervals 0.472 ± 0.123
Sensitivity 0.456
Positive Predictive Value 0.489
Nr of predictions 15

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
CRW_00013 0.10 0.10 0.11 11 103641 107 9 79 19 104
CRW_00016 0.66 0.61 0.72 73 77320 38 5 23 10 47
CRW_00610 0.50 0.48 0.51 39 36239 38 6 31 1 42
CRW_00613 0.81 0.73 0.89 57 34916 15 0 7 8 21
CRW_00614 0.07 0.09 0.06 5 121689 132 26 51 55 52
CRW_00618 0.37 0.39 0.34 24 56210 60 15 31 14 37
CRW_00633 0.74 0.72 0.77 76 63447 26 8 15 3 30
CRW_00634 0.44 0.41 0.47 39 64537 48 18 26 4 55
CRW_00670 0.54 0.53 0.55 63 70011 53 6 45 2 57
CRW_00671 0.66 0.59 0.74 69 62742 28 5 19 4 48
CRW_00672 0.52 0.50 0.56 55 72291 48 9 35 4 56
CRW_00674 0.43 0.42 0.44 52 83319 69 14 51 4 72
CRW_00676 0.30 0.30 0.31 35 93414 85 9 70 6 80
CRW_00692 0.26 0.27 0.25 24 68538 77 23 50 4 66
PDB_00827 0.68 0.59 0.79 48 26967 15 0 13 2 33

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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.