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 Carnac(seed) - scored lower in this pairwise comparison

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


Overview

Metric McQFold Carnac(seed)
MCC 0.448 > 0.000
Average MCC ± 95% Confidence Intervals 0.450 ± 0.063 > 0.000 ± 0.000
Sensitivity 0.441 > 0.000
Positive Predictive Value 0.457 > 0.000
Total TP 2015 > 0
Total TN 3421470 < 3425877
Total FP 2914 > 0
Total FP CONTRA 427 > 0
Total FP INCONS 1965 > 0
Total FP COMP 522 > 0
Total FN 2556 < 4571
P-value 3.56938820447e-08

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Performance plots


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

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for McQFold and Carnac(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 Carnac(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 2015
Total TN 3421470
Total FP 2914
Total FP CONTRA 427
Total FP INCONS 1965
Total FP COMP 522
Total FN 2556
Total Scores
MCC 0.448
Average MCC ± 95% Confidence Intervals 0.450 ± 0.063
Sensitivity 0.441
Positive Predictive Value 0.457
Nr of predictions 48

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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
ASE_00001 0.78 0.73 0.82 55 34124 17 7 5 5 20
ASE_00002 0.80 0.75 0.86 55 35447 12 4 5 3 18
ASE_00009 0.67 0.64 0.70 43 26045 18 3 15 0 24
ASE_00014 0.47 0.47 0.48 50 54180 56 9 46 1 56
ASE_00116 0.52 0.50 0.54 33 31565 32 3 25 4 33
ASE_00120 0.47 0.46 0.49 43 46883 45 4 41 0 51
ASE_00121 0.47 0.46 0.48 42 45063 47 7 38 2 50
ASE_00145 0.52 0.50 0.54 56 70022 50 2 45 3 55
ASE_00148 0.64 0.62 0.66 96 112430 49 4 45 0 58
ASE_00154 0.62 0.61 0.64 65 65239 37 1 36 0 42
ASE_00155 0.59 0.56 0.62 80 93398 54 3 47 4 62
ASE_00187 0.51 0.48 0.56 55 68536 48 3 41 4 60
ASE_00196 0.78 0.75 0.81 56 31557 16 2 11 3 19
ASE_00205 0.52 0.52 0.53 47 45967 45 10 32 3 43
ASE_00209 0.62 0.58 0.66 51 42994 26 4 22 0 37
ASE_00210 0.57 0.55 0.58 36 27199 28 6 20 2 29
ASE_00213 0.71 0.70 0.73 46 27198 18 4 13 1 20
ASE_00222 0.52 0.50 0.55 78 111958 65 5 60 0 79
ASE_00346 0.38 0.36 0.41 35 48120 53 4 46 3 62
ASE_00359 0.11 0.10 0.12 8 42711 62 2 57 3 72
ASE_00360 0.40 0.37 0.44 24 29348 31 3 28 0 41
ASE_00417 0.36 0.37 0.36 37 54512 68 9 57 2 63
ASE_00418 0.12 0.12 0.12 9 38703 71 10 59 2 66
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_00619 0.00 0.00 0.00 0 164963 138 7 55 76 73
CRW_00620 0.19 0.21 0.18 13 150901 128 14 47 67 50
CRW_00621 0.28 0.25 0.30 18 153121 121 12 30 79 53
CRW_00623 0.12 0.13 0.11 11 129696 122 21 67 34 72
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
RFA_00597 0.34 0.37 0.31 40 97776 101 20 67 14 69
RFA_00598 0.35 0.36 0.35 36 84563 76 12 55 9 65
RFA_00599 0.39 0.40 0.38 44 101359 92 13 59 20 67
RFA_00600 0.18 0.21 0.16 21 120164 129 29 81 19 79
RFA_00601 0.09 0.10 0.08 11 99104 129 18 102 9 103
RFA_00602 0.41 0.44 0.39 51 101343 91 19 62 10 65

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

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

Total Base Pair Counts
Total TP 0
Total TN 3425877
Total FP 0
Total FP CONTRA 0
Total FP INCONS 0
Total FP COMP 0
Total FN 4571
Total Scores
MCC 0.000
Average MCC ± 95% Confidence Intervals 0.000 ± 0.000
Sensitivity 0.000
Positive Predictive Value 0.000
Nr of predictions 48

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
ASE_00001 0.00 0.00 0.00 0 34191 0 0 0 0 75
ASE_00002 0.00 0.00 0.00 0 35511 0 0 0 0 73
ASE_00009 0.00 0.00 0.00 0 26106 0 0 0 0 67
ASE_00014 0.00 0.00 0.00 0 54285 0 0 0 0 106
ASE_00116 0.00 0.00 0.00 0 31626 0 0 0 0 66
ASE_00120 0.00 0.00 0.00 0 46971 0 0 0 0 94
ASE_00121 0.00 0.00 0.00 0 45150 0 0 0 0 92
ASE_00145 0.00 0.00 0.00 0 70125 0 0 0 0 111
ASE_00148 0.00 0.00 0.00 0 112575 0 0 0 0 154
ASE_00154 0.00 0.00 0.00 0 65341 0 0 0 0 107
ASE_00155 0.00 0.00 0.00 0 93528 0 0 0 0 142
ASE_00187 0.00 0.00 0.00 0 68635 0 0 0 0 115
ASE_00196 0.00 0.00 0.00 0 31626 0 0 0 0 75
ASE_00205 0.00 0.00 0.00 0 46056 0 0 0 0 90
ASE_00209 0.00 0.00 0.00 0 43071 0 0 0 0 88
ASE_00210 0.00 0.00 0.00 0 27261 0 0 0 0 65
ASE_00213 0.00 0.00 0.00 0 27261 0 0 0 0 66
ASE_00222 0.00 0.00 0.00 0 112101 0 0 0 0 157
ASE_00346 0.00 0.00 0.00 0 48205 0 0 0 0 97
ASE_00359 0.00 0.00 0.00 0 42778 0 0 0 0 80
ASE_00360 0.00 0.00 0.00 0 29403 0 0 0 0 65
ASE_00417 0.00 0.00 0.00 0 54615 0 0 0 0 100
ASE_00418 0.00 0.00 0.00 0 38781 0 0 0 0 75
CRW_00013 0.00 0.00 0.00 0 103740 0 0 0 0 115
CRW_00016 0.00 0.00 0.00 0 77421 0 0 0 0 120
CRW_00610 0.00 0.00 0.00 0 36315 0 0 0 0 81
CRW_00613 0.00 0.00 0.00 0 34980 0 0 0 0 78
CRW_00614 0.00 0.00 0.00 0 121771 0 0 0 0 57
CRW_00618 0.00 0.00 0.00 0 56280 0 0 0 0 61
CRW_00619 0.00 0.00 0.00 0 165025 0 0 0 0 73
CRW_00620 0.00 0.00 0.00 0 150975 0 0 0 0 63
CRW_00621 0.00 0.00 0.00 0 153181 0 0 0 0 71
CRW_00623 0.00 0.00 0.00 0 129795 0 0 0 0 83
CRW_00633 0.00 0.00 0.00 0 63546 0 0 0 0 106
CRW_00634 0.00 0.00 0.00 0 64620 0 0 0 0 94
CRW_00670 0.00 0.00 0.00 0 70125 0 0 0 0 120
CRW_00671 0.00 0.00 0.00 0 62835 0 0 0 0 117
CRW_00672 0.00 0.00 0.00 0 72390 0 0 0 0 111
CRW_00674 0.00 0.00 0.00 0 83436 0 0 0 0 124
CRW_00676 0.00 0.00 0.00 0 93528 0 0 0 0 115
CRW_00692 0.00 0.00 0.00 0 68635 0 0 0 0 90
PDB_00827 0.00 0.00 0.00 0 27028 0 0 0 0 81
RFA_00597 0.00 0.00 0.00 0 97903 0 0 0 0 109
RFA_00598 0.00 0.00 0.00 0 84666 0 0 0 0 101
RFA_00599 0.00 0.00 0.00 0 101475 0 0 0 0 111
RFA_00600 0.00 0.00 0.00 0 120295 0 0 0 0 100
RFA_00601 0.00 0.00 0.00 0 99235 0 0 0 0 114
RFA_00602 0.00 0.00 0.00 0 101475 0 0 0 0 116

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