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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric Sfold Carnac(seed)
MCC 0.544 > 0.000
Average MCC ± 95% Confidence Intervals 0.529 ± 0.053 > 0.000 ± 0.000
Sensitivity 0.487 > 0.000
Positive Predictive Value 0.609 > 0.000
Total TP 2228 > 0
Total TN 3422216 < 3425877
Total FP 2026 > 0
Total FP CONTRA 254 > 0
Total FP INCONS 1179 > 0
Total FP COMP 593 > 0
Total FN 2343 < 4571
P-value 3.56938820447e-08

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Performance plots


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

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

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Performance of Sfold - scored higher in this pairwise comparison

1. Total counts & total scores for Sfold

Total Base Pair Counts
Total TP 2228
Total TN 3422216
Total FP 2026
Total FP CONTRA 254
Total FP INCONS 1179
Total FP COMP 593
Total FN 2343
Total Scores
MCC 0.544
Average MCC ± 95% Confidence Intervals 0.529 ± 0.053
Sensitivity 0.487
Positive Predictive Value 0.609
Nr of predictions 48

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
ASE_00001 0.64 0.61 0.67 46 34122 27 3 20 4 29
ASE_00002 0.69 0.60 0.80 44 35456 16 2 9 5 29
ASE_00009 0.78 0.75 0.82 50 26045 12 0 11 1 17
ASE_00014 0.25 0.25 0.26 26 54184 76 8 67 1 80
ASE_00116 0.22 0.17 0.31 11 31590 28 0 25 3 55
ASE_00120 0.61 0.53 0.69 50 46899 22 4 18 0 44
ASE_00121 0.37 0.25 0.55 23 45108 19 2 17 0 69
ASE_00145 0.47 0.42 0.53 47 70036 48 4 38 6 64
ASE_00148 0.72 0.66 0.78 102 112445 30 1 27 2 52
ASE_00154 0.67 0.63 0.72 67 65248 29 2 24 3 40
ASE_00155 0.64 0.51 0.80 73 93437 21 3 15 3 69
ASE_00187 0.47 0.43 0.53 49 68542 48 5 39 4 66
ASE_00196 0.79 0.77 0.81 58 31554 17 2 12 3 17
ASE_00205 0.51 0.43 0.59 39 45990 30 2 25 3 51
ASE_00209 0.41 0.38 0.46 33 42999 39 5 34 0 55
ASE_00210 0.59 0.60 0.59 39 27195 27 6 21 0 26
ASE_00213 0.69 0.62 0.76 41 27207 13 1 12 0 25
ASE_00222 0.69 0.59 0.79 93 111984 24 3 21 0 64
ASE_00346 0.36 0.33 0.40 32 48125 51 4 44 3 65
ASE_00359 0.50 0.49 0.52 39 42703 43 3 33 7 41
ASE_00360 0.35 0.29 0.41 19 29357 30 3 24 3 46
ASE_00417 0.41 0.41 0.41 41 54516 61 7 51 3 59
ASE_00418 0.34 0.27 0.44 20 38736 27 2 23 2 55
CRW_00013 0.36 0.27 0.48 31 103675 57 8 26 23 84
CRW_00016 0.80 0.65 0.98 78 77341 14 0 2 12 42
CRW_00610 0.51 0.49 0.52 40 36238 37 9 28 0 41
CRW_00613 0.74 0.67 0.83 52 34917 19 0 11 8 26
CRW_00614 0.19 0.19 0.19 11 121713 102 12 35 55 46
CRW_00618 0.13 0.13 0.14 8 56223 68 13 36 19 53
CRW_00619 0.41 0.30 0.56 22 164986 76 2 15 59 51
CRW_00620 0.18 0.22 0.14 14 150874 138 30 57 51 49
CRW_00621 0.31 0.30 0.33 21 153118 131 6 36 89 50
CRW_00623 0.41 0.30 0.57 25 129751 78 2 17 59 58
CRW_00633 0.65 0.49 0.85 52 63485 11 2 7 2 54
CRW_00634 0.54 0.51 0.58 48 64537 40 6 29 5 46
CRW_00670 0.80 0.74 0.87 89 70023 15 6 7 2 31
CRW_00671 0.75 0.70 0.81 82 62734 23 5 14 4 35
CRW_00672 0.78 0.71 0.85 79 72297 20 6 8 6 32
CRW_00674 0.60 0.54 0.66 67 83335 36 6 28 2 57
CRW_00676 0.61 0.57 0.66 65 93430 48 9 24 15 50
CRW_00692 0.54 0.42 0.69 38 68580 27 6 11 10 52
PDB_00827 0.64 0.47 0.86 38 26984 8 0 6 2 43
RFA_00597 0.57 0.49 0.67 53 97824 46 4 22 20 56
RFA_00598 0.62 0.54 0.71 55 84589 43 2 20 21 46
RFA_00599 0.69 0.68 0.70 75 101368 52 8 24 20 36
RFA_00600 0.55 0.57 0.52 57 120186 79 15 37 27 43
RFA_00601 0.27 0.21 0.35 24 99167 52 9 35 8 90
RFA_00602 0.54 0.53 0.55 62 101363 68 16 34 18 54

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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.