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 NanoFolder - scored lower in this pairwise comparison

  5. Compile and download dataset for Sfold & NanoFolder [.zip] - may take several seconds...


Overview

Metric Sfold NanoFolder
MCC 0.540 > 0.172
Average MCC ± 95% Confidence Intervals 0.531 ± 0.035 > 0.171 ± 0.022
Sensitivity 0.483 > 0.204
Positive Predictive Value 0.605 > 0.147
Total TP 5197 > 2201
Total TN 6792869 > 6786500
Total FP 3914 < 13225
Total FP CONTRA 602 < 2380
Total FP INCONS 2788 < 10375
Total FP COMP 524 > 470
Total FN 5569 < 8565
P-value 3.56938820447e-08

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Performance plots


  1. Comparison of performance of Sfold and NanoFolder. 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 NanoFolder).

  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 NanoFolder).

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

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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 5197
Total TN 6792869
Total FP 3914
Total FP CONTRA 602
Total FP INCONS 2788
Total FP COMP 524
Total FN 5569
Total Scores
MCC 0.540
Average MCC ± 95% Confidence Intervals 0.531 ± 0.035
Sensitivity 0.483
Positive Predictive Value 0.605
Nr of predictions 105

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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_00017 0.27 0.25 0.29 16 50984 48 3 37 8 48
ASE_00083 0.81 0.75 0.87 83 62386 17 0 12 5 27
ASE_00122 0.35 0.28 0.42 25 43306 34 0 34 0 63
ASE_00185 0.77 0.70 0.86 89 73432 21 3 12 6 39
ASE_00190 0.65 0.46 0.93 41 45407 5 0 3 2 49
ASE_00196 0.79 0.77 0.81 58 31554 17 2 12 3 17
ASE_00221 0.57 0.44 0.73 52 64549 22 1 18 3 65
ASE_00227 0.33 0.30 0.35 40 78890 73 6 67 0 93
ASE_00228 0.69 0.62 0.78 53 46903 15 11 4 0 33
ASE_00229 0.63 0.60 0.66 52 42407 28 8 19 1 35
ASE_00231 0.64 0.64 0.66 61 47802 33 5 27 1 35
ASE_00234 0.56 0.45 0.69 58 75382 30 1 25 4 71
ASE_00238 0.49 0.47 0.51 54 64155 56 1 51 4 60
ASE_00248 0.62 0.54 0.70 62 62393 30 1 25 4 52
ASE_00250 0.63 0.55 0.73 72 78905 31 7 19 5 59
ASE_00254 0.80 0.66 0.98 54 36801 1 0 1 0 28
ASE_00255 0.72 0.66 0.78 86 74581 25 3 21 1 44
ASE_00257 0.71 0.56 0.90 54 50980 6 0 6 0 43
ASE_00267 0.54 0.35 0.84 31 45113 10 0 6 4 57
ASE_00270 0.68 0.66 0.69 85 72267 40 6 32 2 43
ASE_00274 0.51 0.48 0.54 49 55521 41 8 33 0 54
ASE_00277 0.46 0.44 0.48 40 48121 44 8 36 0 51
ASE_00279 0.71 0.53 0.95 54 53244 4 0 3 1 47
ASE_00285 0.72 0.67 0.77 82 68900 32 0 24 8 40
ASE_00287 0.73 0.68 0.78 70 54856 26 2 18 6 33
ASE_00294 0.80 0.72 0.89 123 114343 17 2 13 2 48
ASE_00295 0.56 0.50 0.63 65 73817 40 4 34 2 66
ASE_00298 0.61 0.52 0.70 59 67444 27 4 21 2 54
ASE_00318 0.64 0.56 0.74 66 80111 27 7 16 4 52
ASE_00335 0.55 0.45 0.68 52 75390 30 3 21 6 64
ASE_00339 0.50 0.47 0.52 56 80093 63 3 48 12 63
ASE_00340 0.75 0.73 0.77 62 45975 25 6 13 6 23
ASE_00343 0.49 0.44 0.55 50 83345 56 5 36 15 63
ASE_00367 0.43 0.38 0.49 33 43004 34 4 30 0 53
ASE_00370 0.68 0.63 0.74 53 41833 20 1 18 1 31
ASE_00372 0.73 0.69 0.77 69 51913 26 4 17 5 31
ASE_00375 0.71 0.54 0.95 59 60316 5 0 3 2 51
ASE_00376 0.57 0.54 0.60 57 56858 43 3 35 5 48
ASE_00377 0.70 0.67 0.73 72 57531 33 4 23 6 35
ASE_00386 0.57 0.53 0.61 51 50319 38 3 30 5 45
ASE_00393 0.50 0.41 0.60 38 47832 32 1 24 7 55
ASE_00412 0.56 0.50 0.62 53 58225 33 8 25 0 52
ASE_00413 0.43 0.42 0.44 34 44474 43 13 30 0 47
ASE_00416 0.70 0.67 0.73 85 77305 35 3 28 4 42
ASE_00417 0.41 0.41 0.41 41 54516 61 7 51 3 59
ASE_00422 0.69 0.63 0.77 59 46894 25 0 18 7 35
ASE_00428 0.61 0.40 0.94 50 76583 4 0 3 1 75
ASE_00429 - 0.66 0.56 0.79 37 28156 10 3 7 0 29
ASE_00430 0.65 0.62 0.67 60 46882 35 5 24 6 37
ASE_00434 0.60 0.55 0.64 61 68170 42 5 29 8 49
ASE_00437 0.40 0.39 0.42 52 79277 73 5 67 1 83
ASE_00451 0.62 0.52 0.73 65 70787 24 2 22 0 60
CRW_00648 - 0.61 0.56 0.67 83 137952 40 10 30 0 65
CRW_00654 - 0.86 0.81 0.92 101 78100 12 1 8 3 23
CRW_00658 - 0.49 0.48 0.50 49 74593 49 20 29 0 53
CRW_00663 - 0.00 0.00 0.00 0 26078 28 3 25 0 61
CRW_00664 - 0.16 0.10 0.25 8 53596 24 5 19 0 70
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_00685 - 0.58 0.54 0.63 57 156989 62 9 25 28 49
CRW_00688 - 0.85 0.75 0.96 43 21900 3 1 1 1 14
CRW_00721 - 0.57 0.60 0.54 41 58577 45 14 21 10 27
PDB_00078 - 0.72 0.65 0.79 75 49675 20 6 14 0 40
PDB_00278 - 0.07 0.07 0.08 5 24910 61 4 57 0 67
PDB_00701 - 0.45 0.42 0.48 46 45356 50 5 44 1 63
PDB_00917 - 0.52 0.48 0.55 46 35162 43 3 34 6 49
TMR_00036 0.54 0.50 0.57 51 90436 55 11 27 17 50
TMR_00123 0.32 0.27 0.39 27 66360 48 7 36 5 74
TMR_00180 0.65 0.66 0.65 65 67061 48 8 27 13 34
TMR_00240 0.30 0.21 0.43 18 63148 27 7 17 3 67
TMR_00352 0.20 0.16 0.25 12 95218 60 12 24 24 63
TMR_00353 0.48 0.46 0.50 48 84159 57 17 31 9 57
TMR_00357 0.44 0.40 0.48 37 82951 54 13 27 14 55
TMR_00361 - 0.30 0.33 0.27 24 93438 84 23 43 18 48
TMR_00374 0.22 0.23 0.21 21 81708 84 20 61 3 71
TMR_00384 0.29 0.24 0.36 26 65630 51 2 45 4 82
TMR_00395 0.47 0.36 0.63 39 64558 27 3 20 4 70
TMR_00398 0.64 0.56 0.75 59 65262 25 1 19 5 47
TMR_00399 0.35 0.31 0.41 29 64909 43 16 26 1 65
TMR_00430 0.32 0.23 0.45 25 82565 31 4 27 0 84
TMR_00431 0.73 0.67 0.79 37 51956 53 5 5 43 18
TMR_00443 0.41 0.31 0.55 32 67103 35 5 21 9 72
TMR_00457 0.45 0.41 0.49 42 78521 48 8 35 5 60
TMR_00469 0.41 0.42 0.40 42 64516 62 11 51 0 58
TMR_00502 0.31 0.30 0.33 28 75380 60 11 47 2 65
TMR_00503 0.39 0.33 0.45 37 67814 52 4 41 7 74
TMR_00519 0.14 0.15 0.14 14 63089 97 15 72 10 81
TMR_00528 0.32 0.15 0.65 15 63167 18 3 5 10 82
TMR_00541 0.52 0.51 0.52 54 61673 55 1 48 6 51
TMR_00547 0.50 0.45 0.56 45 65260 36 4 32 0 55
TMR_00562 0.24 0.23 0.25 23 72680 70 14 54 2 79
TMR_00566 0.50 0.31 0.79 31 60687 13 1 7 5 69
TMR_00571 0.50 0.33 0.75 33 60682 18 2 9 7 66
TMR_00584 0.58 0.55 0.62 53 60990 38 7 25 6 44
TMR_00594 0.24 0.24 0.24 25 79296 84 16 64 4 79
TMR_00605 0.53 0.47 0.61 51 74221 35 9 24 2 57
TMR_00609 0.67 0.63 0.71 71 63446 29 8 21 0 42
TMR_00624 0.44 0.41 0.47 44 62388 59 2 47 10 64
TMR_00683 0.15 0.11 0.20 11 82974 51 9 34 8 89
TMR_00698 0.55 0.49 0.61 51 63107 35 6 26 3 53
TMR_00703 0.37 0.31 0.44 31 67457 44 7 33 4 68
TMR_00706 0.64 0.57 0.72 59 66348 26 6 17 3 44
TMR_00711 0.57 0.58 0.56 57 67795 48 16 28 4 41

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Performance of NanoFolder - scored lower in this pairwise comparison

1. Total counts & total scores for NanoFolder

Total Base Pair Counts
Total TP 2201
Total TN 6786500
Total FP 13225
Total FP CONTRA 2380
Total FP INCONS 10375
Total FP COMP 470
Total FN 8565
Total Scores
MCC 0.172
Average MCC ± 95% Confidence Intervals 0.171 ± 0.022
Sensitivity 0.204
Positive Predictive Value 0.147
Nr of predictions 105

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
ASE_00017 0.02 0.03 0.02 2 50914 131 38 86 7 62
ASE_00083 0.22 0.25 0.20 27 62347 108 12 95 1 83
ASE_00122 0.27 0.30 0.24 26 43258 84 13 68 3 62
ASE_00185 0.17 0.19 0.16 24 73382 134 14 116 4 104
ASE_00190 0.24 0.28 0.21 25 45334 93 14 78 1 65
ASE_00196 0.49 0.57 0.42 43 31524 62 16 43 3 32
ASE_00221 0.20 0.21 0.18 25 64484 112 10 101 1 92
ASE_00227 0.28 0.31 0.25 41 78840 122 20 102 0 92
ASE_00228 0.05 0.06 0.04 5 46858 109 17 91 1 81
ASE_00229 0.12 0.14 0.11 12 42380 97 12 82 3 75
ASE_00231 0.37 0.42 0.33 40 47773 84 17 65 2 56
ASE_00234 0.25 0.27 0.23 35 75315 117 10 106 1 94
ASE_00238 0.26 0.30 0.23 34 64111 119 18 98 3 80
ASE_00248 0.13 0.15 0.12 17 62340 124 9 115 0 97
ASE_00250 0.25 0.29 0.23 38 78835 135 17 113 5 93
ASE_00254 0.15 0.16 0.14 13 36761 88 3 79 6 69
ASE_00255 0.11 0.12 0.10 16 74530 146 16 129 1 114
ASE_00257 0.37 0.42 0.33 41 50917 85 15 67 3 56
ASE_00267 0.00 0.00 0.00 0 45036 115 9 105 1 88
ASE_00270 0.19 0.21 0.17 27 72232 132 14 117 1 101
ASE_00274 0.00 0.00 0.00 0 55487 126 12 112 2 103
ASE_00277 0.10 0.12 0.08 11 48071 123 23 100 0 80
ASE_00279 0.14 0.16 0.13 16 53177 109 16 92 1 85
ASE_00285 0.34 0.36 0.31 44 68866 98 14 82 2 78
ASE_00287 0.15 0.17 0.14 17 54824 107 14 91 2 86
ASE_00294 0.12 0.13 0.12 23 114287 172 11 160 1 148
ASE_00295 0.14 0.16 0.13 21 73761 140 19 119 2 110
ASE_00298 0.09 0.10 0.08 11 67389 129 8 120 1 102
ASE_00318 0.03 0.04 0.03 5 80039 156 21 135 0 113
ASE_00335 0.10 0.12 0.09 14 75304 151 22 126 3 102
ASE_00339 0.25 0.29 0.22 34 80042 129 20 104 5 85
ASE_00340 0.06 0.07 0.05 6 45943 110 13 94 3 79
ASE_00343 0.14 0.17 0.12 19 83275 145 31 111 3 94
ASE_00367 0.08 0.09 0.07 8 42960 110 10 93 7 78
ASE_00370 0.03 0.04 0.03 3 41796 109 18 88 3 81
ASE_00372 0.17 0.20 0.15 20 51871 113 19 93 1 80
ASE_00375 0.12 0.14 0.11 15 60246 120 10 107 3 95
ASE_00376 0.00 0.00 0.00 0 56822 136 9 122 5 105
ASE_00377 0.25 0.27 0.23 29 57505 98 10 86 2 78
ASE_00386 0.14 0.16 0.13 15 50284 106 9 95 2 81
ASE_00393 0.31 0.35 0.27 33 47773 90 18 71 1 60
ASE_00412 0.15 0.17 0.14 18 58183 111 14 96 1 87
ASE_00413 0.08 0.10 0.07 8 44438 108 19 86 3 73
ASE_00416 0.39 0.43 0.35 54 77267 103 18 82 3 73
ASE_00417 0.32 0.36 0.28 36 54486 98 18 75 5 64
ASE_00422 0.28 0.31 0.25 29 46856 87 9 77 1 65
ASE_00428 0.24 0.26 0.22 33 76483 121 13 107 1 92
ASE_00429 - 0.08 0.09 0.07 6 28114 84 14 69 1 60
ASE_00430 0.16 0.18 0.14 17 46852 102 10 92 0 80
ASE_00434 0.29 0.34 0.25 37 68116 122 20 92 10 73
ASE_00437 0.00 0.00 0.00 0 79238 164 12 151 1 135
ASE_00451 0.20 0.22 0.19 27 70731 118 8 110 0 98
CRW_00648 - 0.05 0.06 0.04 9 137864 213 24 178 11 139
CRW_00654 - 0.41 0.47 0.36 58 78049 105 18 85 2 66
CRW_00658 - 0.21 0.26 0.16 27 74527 137 28 109 0 75
CRW_00663 - 0.08 0.10 0.07 6 26014 90 17 69 4 55
CRW_00664 - 0.14 0.19 0.11 15 53486 134 42 85 7 63
CRW_00671 0.18 0.21 0.16 24 62682 130 23 106 1 93
CRW_00672 0.36 0.43 0.31 48 72233 114 35 74 5 63
CRW_00674 0.16 0.19 0.14 23 83274 142 19 120 3 101
CRW_00676 0.11 0.14 0.09 16 93347 169 29 136 4 99
CRW_00685 - 0.11 0.15 0.08 16 156867 212 64 133 15 90
CRW_00688 - 0.33 0.40 0.27 23 21859 64 21 42 1 34
CRW_00721 - 0.22 0.31 0.15 21 58515 133 46 71 16 47
PDB_00078 - 0.00 0.00 0.00 0 49644 126 10 116 0 115
PDB_00278 - 0.04 0.06 0.04 4 24875 98 13 84 1 68
PDB_00701 - 0.04 0.05 0.04 5 45319 127 14 113 0 104
PDB_00917 - 0.31 0.34 0.29 32 35136 81 10 67 4 63
TMR_00036 0.22 0.29 0.17 29 90359 153 37 100 16 72
TMR_00123 0.19 0.23 0.16 23 66283 126 20 104 2 78
TMR_00180 0.12 0.16 0.10 16 66999 149 35 111 3 83
TMR_00240 0.23 0.31 0.17 26 63041 128 39 84 5 59
TMR_00352 0.07 0.09 0.05 7 95133 171 39 87 45 68
TMR_00353 0.41 0.51 0.32 54 84087 127 49 65 13 51
TMR_00357 0.26 0.34 0.19 31 82869 146 44 84 18 61
TMR_00361 - 0.06 0.10 0.04 7 93368 174 64 89 21 65
TMR_00374 0.09 0.13 0.07 12 81631 174 44 123 7 80
TMR_00384 0.17 0.20 0.14 22 65550 133 26 105 2 86
TMR_00395 0.27 0.31 0.24 34 64478 115 10 98 7 75
TMR_00398 0.05 0.07 0.05 7 65197 139 24 113 2 99
TMR_00399 0.20 0.26 0.16 24 64833 130 38 85 7 70
TMR_00430 0.18 0.23 0.15 25 82450 148 34 112 2 84
TMR_00431 0.24 0.33 0.17 18 51899 127 26 60 41 37
TMR_00443 0.17 0.20 0.15 21 67018 126 24 98 4 83
TMR_00457 0.19 0.25 0.15 25 78443 141 39 99 3 77
TMR_00469 0.10 0.12 0.08 12 64469 145 27 112 6 88
TMR_00502 0.14 0.19 0.11 18 75303 150 45 100 5 75
TMR_00503 0.11 0.14 0.10 15 67741 141 20 120 1 96
TMR_00519 0.04 0.05 0.03 5 63046 141 33 106 2 90
TMR_00528 0.13 0.15 0.11 15 63051 131 20 104 7 82
TMR_00541 0.12 0.14 0.10 15 61630 139 22 109 8 90
TMR_00547 0.28 0.35 0.23 35 65188 122 37 81 4 65
TMR_00562 0.09 0.12 0.08 12 72617 147 27 115 5 90
TMR_00566 0.13 0.16 0.11 16 60582 132 22 106 4 84
TMR_00571 0.05 0.06 0.04 6 60577 149 19 124 6 93
TMR_00584 0.01 0.01 0.01 1 60922 159 33 119 7 96
TMR_00594 0.08 0.10 0.06 10 79238 156 30 123 3 94
TMR_00605 0.28 0.35 0.23 38 74141 129 36 90 3 70
TMR_00609 0.53 0.62 0.45 70 63391 89 28 57 4 43
TMR_00624 0.36 0.44 0.30 47 62325 111 27 82 2 61
TMR_00683 0.01 0.02 0.01 2 82854 176 50 122 4 98
TMR_00698 0.20 0.24 0.17 25 63042 124 27 96 1 79
TMR_00703 0.10 0.12 0.08 12 67376 140 26 114 0 87
TMR_00706 0.14 0.17 0.11 17 66281 133 29 103 1 86
TMR_00711 0.18 0.22 0.14 22 67740 137 41 93 3 76

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