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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric Fold NanoFolder
MCC 0.511 > 0.174
Average MCC ± 95% Confidence Intervals 0.511 ± 0.036 > 0.183 ± 0.028
Sensitivity 0.511 > 0.207
Positive Predictive Value 0.513 > 0.149
Total TP 5587 > 2258
Total TN 6809604 > 6805326
Total FP 6120 < 13384
Total FP CONTRA 872 < 2402
Total FP INCONS 4422 < 10499
Total FP COMP 826 > 483
Total FN 5345 < 8674
P-value 3.56938820447e-08

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Performance plots


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

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

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Performance of Fold - scored higher in this pairwise comparison

1. Total counts & total scores for Fold

Total Base Pair Counts
Total TP 5587
Total TN 6809604
Total FP 6120
Total FP CONTRA 872
Total FP INCONS 4422
Total FP COMP 826
Total FN 5345
Total Scores
MCC 0.511
Average MCC ± 95% Confidence Intervals 0.511 ± 0.036
Sensitivity 0.511
Positive Predictive Value 0.513
Nr of predictions 112

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
ASE_00017 0.21 0.23 0.19 15 50959 87 21 45 21 49
ASE_00083 0.59 0.58 0.60 64 62375 47 8 34 5 46
ASE_00122 0.45 0.45 0.45 40 43276 50 2 47 1 48
ASE_00185 0.77 0.73 0.82 94 73421 27 1 20 6 34
ASE_00190 0.59 0.57 0.62 51 45369 38 3 28 7 39
ASE_00196 0.80 0.79 0.81 59 31553 21 2 12 7 16
ASE_00221 0.55 0.52 0.59 61 64517 46 2 40 4 56
ASE_00227 0.51 0.49 0.54 65 78883 55 7 48 0 68
ASE_00228 0.52 0.53 0.52 46 46882 47 13 30 4 40
ASE_00229 0.72 0.70 0.73 61 42403 29 1 21 7 26
ASE_00231 0.45 0.45 0.46 43 47801 56 2 49 5 53
ASE_00234 0.54 0.50 0.58 65 75353 53 4 44 5 64
ASE_00238 0.68 0.65 0.71 74 64157 36 2 28 6 40
ASE_00248 0.38 0.35 0.40 40 62382 61 4 55 2 74
ASE_00250 0.68 0.66 0.71 87 78880 40 3 33 4 44
ASE_00254 0.29 0.29 0.30 24 36776 61 5 51 5 58
ASE_00255 0.51 0.50 0.52 65 74567 61 4 55 2 65
ASE_00257 0.49 0.47 0.50 46 50948 50 2 44 4 51
ASE_00267 0.65 0.63 0.68 55 45069 36 2 24 10 33
ASE_00270 0.82 0.79 0.85 101 72271 24 1 17 6 27
ASE_00274 0.42 0.41 0.43 42 55514 57 7 48 2 61
ASE_00277 0.42 0.43 0.41 39 48110 59 9 47 3 52
ASE_00279 0.49 0.48 0.51 48 53207 49 7 39 3 53
ASE_00285 0.81 0.76 0.86 93 68898 25 2 13 10 29
ASE_00287 0.71 0.68 0.74 70 54851 31 5 20 6 33
ASE_00294 0.60 0.56 0.64 96 114332 57 3 50 4 75
ASE_00295 0.57 0.52 0.62 68 73810 45 4 38 3 63
ASE_00298 0.52 0.50 0.54 56 67425 51 1 46 4 57
ASE_00318 0.64 0.64 0.65 75 80084 46 11 30 5 43
ASE_00335 0.39 0.39 0.40 45 75353 75 9 59 7 71
ASE_00339 0.54 0.53 0.55 63 80085 63 5 47 11 56
ASE_00340 0.75 0.74 0.76 63 45973 27 6 14 7 22
ASE_00343 0.68 0.68 0.69 77 83324 51 8 27 16 36
ASE_00367 0.50 0.52 0.48 45 42977 52 4 45 3 41
ASE_00370 0.54 0.55 0.53 46 41818 45 5 36 4 38
ASE_00372 0.69 0.69 0.70 69 51904 36 6 24 6 31
ASE_00375 0.79 0.75 0.85 82 60281 21 0 15 6 28
ASE_00376 0.60 0.59 0.61 62 56852 47 1 38 8 43
ASE_00377 0.72 0.70 0.74 75 57528 33 3 24 6 32
ASE_00386 0.51 0.51 0.51 49 50307 49 7 40 2 47
ASE_00393 0.49 0.47 0.51 44 47808 50 2 41 7 49
ASE_00412 0.46 0.46 0.47 48 58209 57 9 45 3 57
ASE_00413 0.55 0.58 0.53 47 44462 45 13 29 3 34
ASE_00416 0.64 0.62 0.66 79 77301 49 3 38 8 48
ASE_00417 0.35 0.36 0.35 36 54511 70 9 59 2 64
ASE_00422 0.78 0.77 0.79 72 46880 26 5 14 7 22
ASE_00428 0.77 0.74 0.80 93 76520 29 3 20 6 32
ASE_00429 - 0.54 0.52 0.57 34 28143 35 2 24 9 32
ASE_00430 0.71 0.70 0.72 68 46877 33 5 21 7 29
ASE_00434 0.62 0.60 0.63 66 68161 46 5 33 8 44
ASE_00437 0.44 0.41 0.47 56 79281 68 0 64 4 79
ASE_00451 0.64 0.61 0.67 76 70762 43 3 35 5 49
CRW_00648 - 0.38 0.39 0.37 57 137921 103 20 77 6 91
CRW_00654 - 0.77 0.75 0.79 93 78093 29 3 21 5 31
CRW_00658 - 0.38 0.40 0.37 41 74579 78 17 54 7 61
CRW_00663 - 0.00 0.00 0.00 0 26031 76 12 63 1 61
CRW_00664 - 0.11 0.13 0.09 10 53517 102 30 71 1 68
CRW_00671 0.71 0.68 0.74 79 62728 34 1 27 6 38
CRW_00672 0.75 0.77 0.74 85 72275 40 6 24 10 26
CRW_00674 0.66 0.67 0.66 83 83310 52 9 34 9 41
CRW_00676 0.55 0.57 0.54 66 93405 75 12 45 18 49
CRW_00685 - 0.36 0.40 0.33 42 156952 120 20 66 34 64
CRW_00688 - 0.86 0.84 0.87 48 21890 10 0 7 3 9
CRW_00721 - 0.58 0.62 0.54 42 58575 65 11 25 29 26
PDB_00078 - 0.40 0.38 0.41 44 49663 63 5 58 0 71
PDB_00278 - 0.06 0.07 0.06 5 24899 72 3 69 0 67
PDB_00571 0.85 0.76 0.95 19 3301 1 1 0 0 6
PDB_00701 - 0.10 0.10 0.10 11 45343 97 9 88 0 98
PDB_00828 0.88 0.78 1.00 21 2464 0 0 0 0 6
PDB_00851 - 0.45 0.39 0.53 16 4723 14 0 14 0 25
PDB_00917 - 0.47 0.45 0.50 43 35159 50 3 40 7 52
PDB_01009 0.46 0.52 0.41 11 2458 16 5 11 0 10
RFA_00770 0.61 0.56 0.67 10 2001 8 0 5 3 8
RFA_00773 0.71 0.56 0.91 10 1942 3 1 0 2 8
RFA_00808 -0.01 0.00 0.00 0 2000 18 2 14 2 16
TMR_00036 0.54 0.53 0.55 54 90427 73 12 32 29 47
TMR_00123 0.44 0.45 0.44 45 66328 62 10 47 5 56
TMR_00180 0.56 0.58 0.55 57 67058 62 6 40 16 42
TMR_00240 0.51 0.56 0.47 48 63088 57 18 36 3 37
TMR_00352 0.34 0.39 0.31 29 95172 98 19 46 33 46
TMR_00353 0.41 0.44 0.39 46 84136 89 18 55 16 59
TMR_00357 0.29 0.32 0.28 29 82923 92 22 54 16 63
TMR_00361 - 0.36 0.42 0.31 30 93431 85 21 46 18 42
TMR_00374 0.28 0.30 0.26 28 81701 90 22 59 9 64
TMR_00384 0.29 0.28 0.30 30 65602 77 2 69 6 78
TMR_00395 0.51 0.49 0.55 53 64523 48 6 38 4 56
TMR_00398 0.69 0.67 0.72 71 65242 34 2 26 6 35
TMR_00399 0.27 0.29 0.26 27 64875 85 12 66 7 67
TMR_00430 0.25 0.28 0.23 30 82492 99 25 74 0 79
TMR_00431 0.64 0.69 0.59 38 51939 74 11 15 48 17
TMR_00443 0.53 0.50 0.55 52 67067 49 11 31 7 52
TMR_00457 0.47 0.48 0.46 49 78500 62 19 38 5 53
TMR_00469 0.34 0.34 0.33 34 64518 77 10 58 9 66
TMR_00502 0.27 0.29 0.25 27 75357 92 18 64 10 66
TMR_00503 0.48 0.50 0.47 55 67779 68 10 52 6 56
TMR_00519 0.18 0.20 0.17 19 63079 102 18 74 10 76
TMR_00528 0.30 0.29 0.30 28 63098 74 15 49 10 69
TMR_00541 0.49 0.49 0.50 51 61674 61 3 48 10 54
TMR_00547 0.38 0.39 0.37 39 65236 68 6 60 2 61
TMR_00562 0.31 0.31 0.31 32 72667 80 10 62 8 70
TMR_00566 0.51 0.52 0.51 52 60624 61 4 46 11 48
TMR_00571 0.61 0.60 0.63 59 60632 48 5 30 13 40
TMR_00584 0.61 0.60 0.62 58 60981 48 3 33 12 39
TMR_00594 0.14 0.14 0.13 15 79285 106 24 77 5 89
TMR_00605 0.39 0.40 0.39 43 74194 75 15 53 7 65
TMR_00609 0.72 0.71 0.74 80 63438 38 3 25 10 33
TMR_00624 0.62 0.63 0.62 68 62371 54 7 35 12 40
TMR_00683 0.21 0.23 0.19 23 82907 108 18 80 10 77
TMR_00698 0.44 0.45 0.43 47 63080 63 13 50 0 57
TMR_00703 0.49 0.49 0.49 49 67428 56 12 39 5 50
TMR_00706 0.59 0.56 0.62 58 66337 38 7 28 3 45
TMR_00711 0.61 0.61 0.60 60 67796 46 14 26 6 38

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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.