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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric ContextFold Carnac(seed)
MCC 0.659 > 0.000
Average MCC ± 95% Confidence Intervals 0.649 ± 0.067 > 0.000 ± 0.000
Sensitivity 0.623 > 0.000
Positive Predictive Value 0.697 > 0.000
Total TP 2849 > 0
Total TN 3421788 < 3425877
Total FP 1795 > 0
Total FP CONTRA 262 > 0
Total FP INCONS 978 > 0
Total FP COMP 555 > 0
Total FN 1722 < 4571
P-value 3.56938820447e-08

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Performance plots


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

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for ContextFold 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 ContextFold and Carnac(seed)).

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Performance of ContextFold - scored higher in this pairwise comparison

1. Total counts & total scores for ContextFold

Total Base Pair Counts
Total TP 2849
Total TN 3421788
Total FP 1795
Total FP CONTRA 262
Total FP INCONS 978
Total FP COMP 555
Total FN 1722
Total Scores
MCC 0.659
Average MCC ± 95% Confidence Intervals 0.649 ± 0.067
Sensitivity 0.623
Positive Predictive Value 0.697
Nr of predictions 48

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
ASE_00001 0.88 0.83 0.94 62 34125 7 0 4 3 13
ASE_00002 0.64 0.60 0.69 44 35447 25 4 16 5 29
ASE_00009 0.84 0.79 0.90 53 26047 6 0 6 0 14
ASE_00014 0.70 0.65 0.75 69 54193 26 1 22 3 37
ASE_00116 0.90 0.85 0.97 56 31568 2 0 2 0 10
ASE_00120 0.82 0.73 0.92 69 46896 7 2 4 1 25
ASE_00121 0.85 0.77 0.95 71 45075 5 2 2 1 21
ASE_00145 0.80 0.78 0.81 87 70018 25 4 16 5 24
ASE_00148 0.85 0.80 0.90 123 112438 17 2 12 3 31
ASE_00154 0.69 0.66 0.72 71 65243 31 3 24 4 36
ASE_00155 0.87 0.80 0.94 114 93407 12 0 7 5 28
ASE_00187 0.78 0.71 0.85 82 68539 16 2 12 2 33
ASE_00196 0.78 0.75 0.82 56 31558 14 2 10 2 19
ASE_00205 0.64 0.61 0.68 55 45975 32 1 25 6 35
ASE_00209 0.59 0.55 0.63 48 42995 28 1 27 0 40
ASE_00210 0.70 0.69 0.71 45 27198 20 3 15 2 20
ASE_00213 0.87 0.82 0.93 54 27203 6 0 4 2 12
ASE_00222 0.75 0.69 0.82 108 111969 27 2 22 3 49
ASE_00346 0.61 0.58 0.64 56 48118 32 2 29 1 41
ASE_00359 0.73 0.69 0.79 55 42708 17 2 13 2 25
ASE_00360 0.73 0.65 0.82 42 29352 9 0 9 0 23
ASE_00417 0.83 0.76 0.90 76 54531 11 0 8 3 24
ASE_00418 0.84 0.77 0.91 58 38717 9 0 6 3 17
CRW_00013 0.67 0.60 0.76 69 103649 34 4 18 12 46
CRW_00016 0.81 0.73 0.92 87 77326 14 3 5 6 33
CRW_00610 0.87 0.80 0.94 65 36246 7 1 3 3 16
CRW_00613 0.47 0.42 0.53 33 34918 36 3 26 7 45
CRW_00614 0.14 0.14 0.14 8 121715 98 13 35 50 49
CRW_00618 0.21 0.21 0.21 13 56218 64 9 40 15 48
CRW_00619 0.00 0.00 0.00 0 164974 131 8 43 80 73
CRW_00620 0.31 0.32 0.31 20 150910 112 14 31 67 43
CRW_00621 0.44 0.41 0.48 29 153121 120 6 25 89 42
CRW_00623 0.35 0.30 0.41 25 129734 101 6 30 65 58
CRW_00633 0.81 0.75 0.86 80 63453 15 4 9 2 26
CRW_00634 0.62 0.62 0.62 58 64526 36 9 27 0 36
CRW_00670 0.86 0.83 0.90 99 70015 11 4 7 0 21
CRW_00671 0.83 0.79 0.88 92 62731 12 3 9 0 25
CRW_00672 0.86 0.84 0.89 93 72285 13 4 8 1 18
CRW_00674 0.81 0.77 0.85 95 83324 19 1 16 2 29
CRW_00676 0.60 0.57 0.63 66 93424 41 9 29 3 49
CRW_00692 0.77 0.73 0.81 66 68554 24 6 9 9 24
PDB_00827 0.79 0.65 0.96 53 26973 3 0 2 1 28
RFA_00597 0.40 0.40 0.39 44 97791 79 14 54 11 65
RFA_00598 0.45 0.45 0.46 45 84568 67 11 42 14 56
RFA_00599 0.27 0.27 0.27 30 101365 98 14 66 18 81
RFA_00600 0.23 0.24 0.21 24 120183 108 34 54 20 76
RFA_00601 0.33 0.35 0.32 40 99109 96 28 58 10 74
RFA_00602 0.52 0.53 0.51 61 101356 72 21 37 14 55

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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.