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

  1. Overview

  2. Performance Plots

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

  4. Performance of NanoFolder - scored lower in this pairwise comparison

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


Overview

Metric Contrafold NanoFolder
MCC 0.565 > 0.174
Average MCC ± 95% Confidence Intervals 0.567 ± 0.035 > 0.183 ± 0.028
Sensitivity 0.549 > 0.207
Positive Predictive Value 0.582 > 0.149
Total TP 6006 > 2258
Total TN 6810157 > 6805326
Total FP 5124 < 13384
Total FP CONTRA 768 < 2402
Total FP INCONS 3554 < 10499
Total FP COMP 802 > 483
Total FN 4926 < 8674
P-value 3.56938820447e-08

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Performance plots


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

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

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Performance of Contrafold - scored higher in this pairwise comparison

1. Total counts & total scores for Contrafold

Total Base Pair Counts
Total TP 6006
Total TN 6810157
Total FP 5124
Total FP CONTRA 768
Total FP INCONS 3554
Total FP COMP 802
Total FN 4926
Total Scores
MCC 0.565
Average MCC ± 95% Confidence Intervals 0.567 ± 0.035
Sensitivity 0.549
Positive Predictive Value 0.582
Nr of predictions 112

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
ASE_00017 0.12 0.14 0.11 9 50957 94 18 56 20 55
ASE_00083 0.76 0.71 0.81 78 62385 25 0 18 7 32
ASE_00122 0.68 0.65 0.71 57 43285 25 1 22 2 31
ASE_00185 0.74 0.69 0.80 88 73426 28 2 20 6 40
ASE_00190 0.53 0.46 0.61 41 45384 33 3 23 7 49
ASE_00196 0.75 0.76 0.74 57 31549 26 2 18 6 18
ASE_00221 0.66 0.60 0.72 70 64523 31 1 26 4 47
ASE_00227 0.31 0.29 0.34 39 78887 77 6 71 0 94
ASE_00228 0.79 0.78 0.80 67 46887 20 8 9 3 19
ASE_00229 0.67 0.64 0.71 56 42407 28 4 19 5 31
ASE_00231 0.77 0.75 0.79 72 47804 20 3 16 1 24
ASE_00234 0.55 0.50 0.60 64 75360 47 3 39 5 65
ASE_00238 0.68 0.62 0.75 71 64166 26 1 23 2 43
ASE_00248 0.62 0.58 0.67 66 62383 36 1 31 4 48
ASE_00250 0.61 0.57 0.66 75 78889 45 2 37 6 56
ASE_00254 0.77 0.73 0.81 60 36782 20 5 9 6 22
ASE_00255 0.64 0.62 0.67 80 74571 46 4 36 6 50
ASE_00257 0.77 0.74 0.81 72 50951 21 2 15 4 25
ASE_00267 0.49 0.47 0.52 41 45071 44 3 35 6 47
ASE_00270 0.72 0.70 0.75 89 72271 33 3 27 3 39
ASE_00274 0.48 0.47 0.51 48 55516 49 6 41 2 55
ASE_00277 0.61 0.59 0.63 54 48119 35 5 27 3 37
ASE_00279 0.52 0.51 0.53 52 53202 48 8 39 1 49
ASE_00285 0.83 0.79 0.87 96 68896 23 3 11 9 26
ASE_00287 0.68 0.65 0.72 67 54853 32 3 23 6 36
ASE_00294 0.73 0.68 0.78 116 114333 36 3 29 4 55
ASE_00295 0.66 0.62 0.70 81 73804 37 3 32 2 50
ASE_00298 0.28 0.27 0.29 31 67422 79 7 68 4 82
ASE_00318 0.63 0.60 0.66 71 80093 40 12 24 4 47
ASE_00335 0.62 0.57 0.68 66 75369 44 2 29 13 50
ASE_00339 0.74 0.71 0.78 84 80092 36 0 24 12 35
ASE_00340 0.47 0.45 0.49 38 45978 44 4 36 4 47
ASE_00343 0.70 0.65 0.75 73 83339 39 1 23 15 40
ASE_00367 0.50 0.50 0.50 43 42985 49 8 35 6 43
ASE_00370 0.63 0.63 0.62 53 41820 35 4 28 3 31
ASE_00372 0.70 0.68 0.72 68 51908 33 4 23 6 32
ASE_00375 0.85 0.77 0.93 85 60287 12 1 5 6 25
ASE_00376 0.61 0.60 0.63 63 56853 41 4 33 4 42
ASE_00377 0.77 0.76 0.78 81 57526 29 4 19 6 26
ASE_00386 0.67 0.66 0.68 63 50310 36 1 29 6 33
ASE_00393 0.72 0.68 0.77 63 47813 26 2 17 7 30
ASE_00412 0.63 0.59 0.67 62 58218 40 4 27 9 43
ASE_00413 0.49 0.48 0.50 39 44473 43 10 29 4 42
ASE_00416 0.61 0.58 0.63 74 77304 51 5 38 8 53
ASE_00417 0.47 0.47 0.47 47 54516 55 2 50 3 53
ASE_00422 0.68 0.67 0.68 63 46879 34 5 24 5 31
ASE_00428 0.67 0.62 0.73 78 76529 38 2 27 9 47
ASE_00429 - 0.44 0.41 0.48 27 28147 36 4 25 7 39
ASE_00430 0.69 0.68 0.70 66 46877 35 5 23 7 31
ASE_00434 0.67 0.63 0.71 69 68168 42 3 25 14 41
ASE_00437 0.46 0.41 0.52 55 79296 53 1 49 3 80
ASE_00451 0.74 0.69 0.79 86 70767 24 2 21 1 39
CRW_00648 - 0.70 0.68 0.72 101 137935 54 8 31 15 47
CRW_00654 - 0.85 0.81 0.89 101 78096 19 4 9 6 23
CRW_00658 - 0.44 0.46 0.42 47 74579 74 18 47 9 55
CRW_00663 - 0.10 0.10 0.10 6 26044 58 2 54 2 55
CRW_00664 - 0.23 0.24 0.22 19 53543 74 13 53 8 59
CRW_00671 0.73 0.70 0.77 82 62728 31 1 24 6 35
CRW_00672 0.53 0.52 0.55 58 72284 55 8 40 7 53
CRW_00674 0.70 0.66 0.74 82 83325 34 5 24 5 42
CRW_00676 0.42 0.44 0.40 51 93400 81 20 57 4 64
CRW_00685 - 0.29 0.34 0.25 36 156936 130 34 74 22 70
CRW_00688 - 0.85 0.82 0.89 47 21892 10 2 4 4 10
CRW_00721 - 0.63 0.65 0.61 44 58581 52 8 20 24 24
PDB_00078 - 0.55 0.54 0.55 62 49658 50 6 44 0 53
PDB_00278 - 0.20 0.19 0.21 14 24909 53 4 49 0 58
PDB_00571 0.87 0.80 0.95 20 3300 1 1 0 0 5
PDB_00701 - 0.16 0.16 0.16 17 45344 90 7 83 0 92
PDB_00828 0.88 0.78 1.00 21 2464 1 0 0 1 6
PDB_00851 - 0.44 0.39 0.50 16 4721 16 0 16 0 25
PDB_00917 - 0.51 0.49 0.53 47 35156 48 2 40 6 48
PDB_01009 0.46 0.52 0.41 11 2458 16 5 11 0 10
RFA_00770 0.68 0.56 0.83 10 2004 5 0 2 3 8
RFA_00773 0.71 0.56 0.91 10 1942 4 1 0 3 8
RFA_00808 0.68 0.56 0.82 9 2005 2 0 2 0 7
TMR_00036 0.69 0.61 0.77 62 90444 51 5 14 32 39
TMR_00123 0.53 0.51 0.55 52 66335 52 4 39 9 49
TMR_00180 0.72 0.72 0.72 71 67063 42 5 22 15 28
TMR_00240 0.60 0.61 0.60 52 63103 43 14 21 8 33
TMR_00352 0.14 0.16 0.12 12 95167 98 32 55 11 63
TMR_00353 0.52 0.55 0.50 58 84139 70 21 37 12 47
TMR_00357 0.37 0.35 0.39 32 82946 70 10 40 20 60
TMR_00361 - 0.35 0.40 0.30 29 93432 80 24 43 13 43
TMR_00374 0.35 0.36 0.35 33 81715 80 11 51 18 59
TMR_00384 0.20 0.19 0.22 20 65614 74 4 65 5 88
TMR_00395 0.75 0.72 0.78 78 64520 30 5 17 8 31
TMR_00398 0.72 0.70 0.75 74 65242 34 8 17 9 32
TMR_00399 0.44 0.43 0.47 40 64894 52 16 30 6 54
TMR_00430 0.18 0.18 0.17 20 82505 96 25 71 0 89
TMR_00431 0.70 0.69 0.72 38 51950 55 6 9 40 17
TMR_00443 0.57 0.51 0.65 53 67079 36 6 23 7 51
TMR_00457 0.22 0.24 0.21 24 78491 96 11 80 5 78
TMR_00469 0.53 0.53 0.53 53 64520 51 13 34 4 47
TMR_00502 0.37 0.39 0.35 36 75364 77 19 47 11 57
TMR_00503 0.70 0.68 0.73 75 67793 38 6 22 10 36
TMR_00519 0.33 0.32 0.35 30 63105 69 8 47 14 65
TMR_00528 0.36 0.36 0.35 35 63091 75 20 44 11 62
TMR_00541 0.56 0.55 0.57 58 61674 54 6 38 10 47
TMR_00547 0.68 0.66 0.70 66 65247 33 0 28 5 34
TMR_00562 0.16 0.18 0.15 18 72652 102 19 82 1 84
TMR_00566 0.58 0.54 0.62 54 60639 38 6 27 5 46
TMR_00571 0.65 0.64 0.66 63 60631 44 7 25 12 36
TMR_00584 0.63 0.61 0.65 59 60984 45 3 29 13 38
TMR_00594 0.36 0.36 0.37 37 79300 70 12 52 6 67
TMR_00605 0.52 0.53 0.52 57 74195 60 16 37 7 51
TMR_00609 0.69 0.68 0.70 77 63436 41 8 25 8 36
TMR_00624 0.80 0.75 0.84 81 62385 30 4 11 15 27
TMR_00683 0.25 0.26 0.23 26 82917 95 19 66 10 74
TMR_00698 0.34 0.35 0.33 36 63081 73 18 55 0 68
TMR_00703 0.59 0.56 0.62 55 67439 43 6 28 9 44
TMR_00706 0.62 0.58 0.67 60 66340 34 6 24 4 43
TMR_00711 0.56 0.58 0.54 57 67791 56 16 32 8 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 2258
Total TN 6805326
Total FP 13384
Total FP CONTRA 2402
Total FP INCONS 10499
Total FP COMP 483
Total FN 8674
Total Scores
MCC 0.174
Average MCC ± 95% Confidence Intervals 0.183 ± 0.028
Sensitivity 0.207
Positive Predictive Value 0.149
Nr of predictions 112

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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_00571 -0.01 0.00 0.00 0 3286 36 6 29 1 25
PDB_00701 - 0.04 0.05 0.04 5 45319 127 14 113 0 104
PDB_00828 0.30 0.33 0.28 9 2453 23 0 23 0 18
PDB_00851 - 0.16 0.17 0.17 7 4711 35 3 32 0 34
PDB_00917 - 0.31 0.34 0.29 32 35136 81 10 67 4 63
PDB_01009 0.27 0.33 0.23 7 2455 25 3 20 2 14
RFA_00770 -0.01 0.00 0.00 0 1996 24 0 20 4 18
RFA_00773 0.93 1.00 0.86 18 1932 9 3 0 6 0
RFA_00808 0.83 1.00 0.70 16 1993 7 7 0 0 0
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.