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Table of contents:

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric CentroidFold NanoFolder
MCC 0.585 > 0.172
Average MCC ± 95% Confidence Intervals 0.579 ± 0.036 > 0.171 ± 0.022
Sensitivity 0.527 > 0.204
Positive Predictive Value 0.651 > 0.147
Total TP 5669 > 2201
Total TN 6792743 > 6786500
Total FP 3589 < 13225
Total FP CONTRA 553 < 2380
Total FP INCONS 2491 < 10375
Total FP COMP 545 > 470
Total FN 5097 < 8565
P-value 3.56938820447e-08

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Performance plots


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

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

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Performance of CentroidFold - scored higher in this pairwise comparison

1. Total counts & total scores for CentroidFold

Total Base Pair Counts
Total TP 5669
Total TN 6792743
Total FP 3589
Total FP CONTRA 553
Total FP INCONS 2491
Total FP COMP 545
Total FN 5097
Total Scores
MCC 0.585
Average MCC ± 95% Confidence Intervals 0.579 ± 0.036
Sensitivity 0.527
Positive Predictive Value 0.651
Nr of predictions 105

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
ASE_00017 0.13 0.14 0.13 9 50969 77 15 47 15 55
ASE_00083 0.74 0.64 0.85 70 62399 17 0 12 5 40
ASE_00122 0.75 0.65 0.88 57 43300 8 0 8 0 31
ASE_00185 0.72 0.64 0.82 82 73436 21 1 17 3 46
ASE_00190 0.69 0.52 0.92 47 45400 8 0 4 4 43
ASE_00196 0.76 0.76 0.76 57 31551 21 2 16 3 18
ASE_00221 0.70 0.57 0.86 67 64542 14 0 11 3 50
ASE_00227 0.32 0.28 0.36 37 78900 66 6 60 0 96
ASE_00228 0.72 0.65 0.80 56 46901 16 7 7 2 30
ASE_00229 0.77 0.67 0.89 58 42421 7 1 6 0 29
ASE_00231 0.80 0.72 0.90 69 47818 9 1 7 1 27
ASE_00234 0.57 0.47 0.69 61 75378 30 1 26 3 68
ASE_00238 0.64 0.53 0.77 60 64183 19 0 18 1 54
ASE_00248 0.67 0.56 0.80 64 62401 17 1 15 1 50
ASE_00250 0.69 0.55 0.87 72 78920 14 0 11 3 59
ASE_00254 0.80 0.73 0.87 60 36787 15 4 5 6 22
ASE_00255 0.66 0.59 0.73 77 74586 29 3 25 1 53
ASE_00257 0.80 0.73 0.88 71 50959 12 0 10 2 26
ASE_00267 0.59 0.50 0.70 44 45087 23 1 18 4 44
ASE_00270 0.72 0.67 0.77 86 72278 27 3 23 1 42
ASE_00274 0.49 0.42 0.57 43 55535 33 3 30 0 60
ASE_00277 0.60 0.56 0.65 51 48126 28 5 23 0 40
ASE_00279 0.55 0.50 0.61 50 53219 32 3 29 0 51
ASE_00285 0.82 0.75 0.88 92 68902 17 3 9 5 30
ASE_00287 0.68 0.60 0.77 62 54865 20 1 18 1 41
ASE_00294 0.72 0.65 0.81 111 114344 28 1 25 2 60
ASE_00295 0.68 0.58 0.81 76 73826 18 1 17 0 55
ASE_00298 0.30 0.27 0.33 31 67435 65 7 55 3 82
ASE_00318 0.58 0.51 0.67 60 80111 33 9 20 4 58
ASE_00335 0.63 0.54 0.72 63 75379 29 2 22 5 53
ASE_00339 0.75 0.66 0.84 79 80106 24 0 15 9 40
ASE_00340 0.47 0.44 0.51 37 45984 39 4 31 4 48
ASE_00343 0.71 0.65 0.78 73 83342 32 1 20 11 40
ASE_00367 0.49 0.47 0.51 40 42993 43 6 32 5 46
ASE_00370 0.70 0.67 0.74 56 41829 22 2 18 2 28
ASE_00372 0.69 0.64 0.74 64 51917 28 4 18 6 36
ASE_00375 0.86 0.74 1.00 81 60297 3 0 0 3 29
ASE_00376 0.67 0.61 0.74 64 56866 25 4 19 2 41
ASE_00377 0.77 0.70 0.85 75 57542 19 3 10 6 32
ASE_00386 0.69 0.66 0.73 63 50317 29 1 22 6 33
ASE_00393 0.73 0.66 0.82 61 47821 19 1 12 6 32
ASE_00412 0.66 0.56 0.79 59 58236 19 1 15 3 46
ASE_00413 0.56 0.48 0.66 39 44492 21 4 16 1 42
ASE_00416 0.62 0.56 0.68 71 77317 38 4 29 5 56
ASE_00417 0.52 0.47 0.57 47 54532 39 1 35 3 53
ASE_00422 0.69 0.66 0.73 62 46886 28 5 18 5 32
ASE_00428 0.70 0.62 0.79 77 76539 23 2 18 3 48
ASE_00429 - 0.44 0.39 0.50 26 28151 30 3 23 4 40
ASE_00430 0.72 0.67 0.76 65 46886 27 4 16 7 32
ASE_00434 0.68 0.59 0.79 65 68183 25 2 15 8 45
ASE_00437 0.50 0.40 0.64 54 79316 32 1 30 1 81
ASE_00451 0.75 0.69 0.82 86 70771 20 1 18 1 39
CRW_00648 - 0.66 0.60 0.74 89 137954 41 7 25 9 59
CRW_00654 - 0.85 0.80 0.91 99 78101 13 2 8 3 25
CRW_00658 - 0.46 0.45 0.47 46 74594 58 18 33 7 56
CRW_00663 - 0.11 0.10 0.13 6 26060 41 1 39 1 55
CRW_00664 - 0.22 0.22 0.23 17 53554 64 9 48 7 61
CRW_00671 0.71 0.64 0.78 75 62739 23 1 20 2 42
CRW_00672 0.58 0.49 0.70 54 72313 26 7 16 3 57
CRW_00674 0.71 0.63 0.80 78 83339 24 5 14 5 46
CRW_00676 0.47 0.46 0.48 53 93418 61 14 43 4 62
CRW_00685 - 0.31 0.34 0.28 36 156953 107 32 59 16 70
CRW_00688 - 0.85 0.82 0.89 47 21892 7 2 4 1 10
CRW_00721 - 0.65 0.57 0.74 39 58600 24 5 9 10 29
PDB_00078 - 0.54 0.50 0.57 58 49669 43 5 38 0 57
PDB_00278 - 0.23 0.19 0.29 14 24927 35 2 33 0 58
PDB_00701 - 0.17 0.16 0.18 17 45357 77 6 71 0 92
PDB_00917 - 0.51 0.47 0.54 45 35162 44 2 36 6 50
TMR_00036 0.71 0.59 0.85 60 90454 35 2 9 24 41
TMR_00123 0.56 0.50 0.63 50 66350 35 3 27 5 51
TMR_00180 0.76 0.72 0.80 71 67072 30 4 14 12 28
TMR_00240 0.58 0.54 0.62 46 63116 34 13 15 6 39
TMR_00352 0.10 0.11 0.10 8 95182 86 28 48 10 67
TMR_00353 0.56 0.55 0.56 58 84152 55 18 27 10 47
TMR_00357 0.36 0.29 0.45 27 82968 51 10 23 18 65
TMR_00361 - 0.35 0.35 0.35 25 93456 55 17 30 8 47
TMR_00374 0.37 0.35 0.39 32 81728 64 7 43 14 60
TMR_00384 0.23 0.18 0.31 19 65641 47 1 42 4 89
TMR_00395 0.75 0.70 0.81 76 64526 25 4 14 7 33
TMR_00398 0.77 0.70 0.84 74 65253 20 5 9 6 32
TMR_00399 0.41 0.35 0.47 33 64910 43 11 26 6 61
TMR_00430 0.17 0.17 0.17 18 82517 86 23 63 0 91
TMR_00431 0.73 0.67 0.79 37 51956 37 4 6 27 18
TMR_00443 0.62 0.50 0.76 52 67093 23 6 10 7 52
TMR_00457 0.24 0.22 0.26 22 78522 66 4 58 4 80
TMR_00469 0.57 0.52 0.63 52 64537 35 10 21 4 48
TMR_00502 0.37 0.37 0.38 34 75377 63 16 39 8 59
TMR_00503 0.73 0.68 0.80 75 67802 27 3 16 8 36
TMR_00519 0.40 0.31 0.54 29 63136 38 5 20 13 66
TMR_00528 0.41 0.36 0.46 35 63114 51 12 29 10 62
TMR_00541 0.62 0.55 0.69 58 61692 34 4 22 8 47
TMR_00547 0.66 0.63 0.70 63 65251 30 0 27 3 37
TMR_00562 0.19 0.19 0.19 19 72673 79 16 63 0 83
TMR_00566 0.59 0.48 0.73 48 60660 23 1 17 5 52
TMR_00571 0.61 0.53 0.70 52 60652 30 6 16 8 47
TMR_00584 0.67 0.61 0.75 59 60996 30 1 19 10 38
TMR_00594 0.43 0.35 0.54 36 79334 36 4 27 5 68
TMR_00605 0.53 0.49 0.58 53 74213 42 9 30 3 55
TMR_00609 0.69 0.68 0.71 77 63437 39 8 24 7 36
TMR_00624 0.85 0.75 0.96 81 62397 13 1 2 10 27
TMR_00683 0.33 0.30 0.36 30 82945 62 12 41 9 70
TMR_00698 0.39 0.35 0.45 36 63110 44 10 34 0 68
TMR_00703 0.56 0.48 0.64 48 67453 34 5 22 7 51
TMR_00706 0.65 0.57 0.75 59 66351 22 3 17 2 44
TMR_00711 0.60 0.58 0.62 57 67804 39 14 21 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.