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Table of contents:

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric ContextFold NanoFolder
MCC 0.756 > 0.174
Average MCC ± 95% Confidence Intervals 0.746 ± 0.034 > 0.183 ± 0.028
Sensitivity 0.712 > 0.207
Positive Predictive Value 0.804 > 0.149
Total TP 7789 > 2258
Total TN 6810795 > 6805326
Total FP 2293 < 13384
Total FP CONTRA 410 < 2402
Total FP INCONS 1491 < 10499
Total FP COMP 392 < 483
Total FN 3143 < 8674
P-value 3.56938820447e-08

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Performance plots


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

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

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Performance of ContextFold - scored higher in this pairwise comparison

1. Total counts & total scores for ContextFold

Total Base Pair Counts
Total TP 7789
Total TN 6810795
Total FP 2293
Total FP CONTRA 410
Total FP INCONS 1491
Total FP COMP 392
Total FN 3143
Total Scores
MCC 0.756
Average MCC ± 95% Confidence Intervals 0.746 ± 0.034
Sensitivity 0.712
Positive Predictive Value 0.804
Nr of predictions 112

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
ASE_00017 0.13 0.13 0.13 8 50979 71 12 41 18 56
ASE_00083 0.80 0.77 0.83 85 62379 20 0 17 3 25
ASE_00122 0.92 0.86 0.97 76 43287 2 0 2 0 12
ASE_00185 0.92 0.87 0.98 111 73423 2 0 2 0 17
ASE_00190 0.86 0.81 0.91 73 45371 8 0 7 1 17
ASE_00196 0.78 0.75 0.82 56 31558 14 2 10 2 19
ASE_00221 0.76 0.68 0.84 80 64525 15 1 14 0 37
ASE_00227 0.62 0.54 0.71 72 78902 29 2 27 0 61
ASE_00228 0.85 0.83 0.87 71 46889 12 3 8 1 15
ASE_00229 0.91 0.87 0.94 76 42405 5 1 4 0 11
ASE_00231 0.94 0.92 0.97 88 47804 3 1 2 0 8
ASE_00234 0.78 0.73 0.83 94 75353 19 1 18 0 35
ASE_00238 0.94 0.90 0.98 103 64156 2 1 1 0 11
ASE_00248 0.93 0.87 0.99 99 62381 1 0 1 0 15
ASE_00250 0.88 0.80 0.96 105 78894 7 0 4 3 26
ASE_00254 0.90 0.85 0.95 70 36782 4 0 4 0 12
ASE_00255 0.81 0.75 0.89 97 74582 12 1 11 0 33
ASE_00257 0.96 0.93 1.00 90 50950 0 0 0 0 7
ASE_00267 0.96 0.92 1.00 81 45069 2 0 0 2 7
ASE_00270 0.91 0.86 0.96 110 72275 5 1 4 0 18
ASE_00274 0.89 0.83 0.96 86 55521 4 1 3 0 17
ASE_00277 0.81 0.78 0.85 71 48121 13 1 12 0 20
ASE_00279 0.92 0.86 0.98 87 53212 2 0 2 0 14
ASE_00285 0.86 0.80 0.92 97 68901 8 0 8 0 25
ASE_00287 0.93 0.86 1.00 89 54857 0 0 0 0 14
ASE_00294 0.90 0.83 0.97 142 114334 8 0 5 3 29
ASE_00295 0.85 0.76 0.96 99 73817 4 0 4 0 32
ASE_00298 0.72 0.68 0.76 77 67427 24 2 22 0 36
ASE_00318 0.76 0.68 0.86 80 80107 19 0 13 6 38
ASE_00335 0.82 0.74 0.91 86 75372 13 0 8 5 30
ASE_00339 0.95 0.91 1.00 108 80092 7 0 0 7 11
ASE_00340 0.79 0.75 0.82 64 45978 17 2 12 3 21
ASE_00343 0.89 0.83 0.95 94 83337 12 0 5 7 19
ASE_00367 0.90 0.84 0.96 72 42996 7 0 3 4 14
ASE_00370 0.94 0.90 0.99 76 41828 1 0 1 0 8
ASE_00372 0.84 0.81 0.88 81 51911 12 1 10 1 19
ASE_00375 0.94 0.88 1.00 97 60281 0 0 0 0 13
ASE_00376 0.88 0.85 0.92 89 56856 8 0 8 0 16
ASE_00377 0.95 0.93 0.98 99 57529 2 0 2 0 8
ASE_00386 0.85 0.81 0.90 78 50316 10 5 4 1 18
ASE_00393 0.89 0.84 0.94 78 47812 5 0 5 0 15
ASE_00412 0.87 0.81 0.94 85 58221 5 0 5 0 20
ASE_00413 0.90 0.90 0.90 73 44470 11 5 3 3 8
ASE_00416 0.92 0.88 0.96 112 77304 8 1 4 3 15
ASE_00417 0.83 0.76 0.90 76 54531 11 0 8 3 24
ASE_00422 0.92 0.88 0.97 83 46885 9 0 3 6 11
ASE_00428 0.87 0.82 0.92 102 76525 10 1 8 1 23
ASE_00429 - 0.94 0.88 1.00 58 28145 3 0 0 3 8
ASE_00430 0.95 0.91 1.00 88 46883 3 0 0 3 9
ASE_00434 0.79 0.75 0.84 82 68167 26 3 13 10 28
ASE_00437 0.75 0.67 0.83 91 79292 18 0 18 0 44
ASE_00451 0.91 0.85 0.97 106 70767 3 1 2 0 19
CRW_00648 - 0.76 0.74 0.78 109 137936 41 10 20 11 39
CRW_00654 - 0.91 0.85 0.97 105 78102 4 0 3 1 19
CRW_00658 - 0.70 0.68 0.72 69 74595 33 5 22 6 33
CRW_00663 - 0.22 0.21 0.23 13 26050 48 8 35 5 48
CRW_00664 - 0.05 0.05 0.05 4 53549 78 21 54 3 74
CRW_00671 0.83 0.79 0.88 92 62731 12 3 9 0 25
CRW_00672 0.86 0.84 0.89 93 72285 13 4 8 1 18
CRW_00674 0.81 0.77 0.85 95 83324 19 1 16 2 29
CRW_00676 0.60 0.57 0.63 66 93424 41 9 29 3 49
CRW_00685 - 0.69 0.70 0.69 74 156972 62 16 18 28 32
CRW_00688 - 0.84 0.81 0.88 46 21893 6 2 4 0 11
CRW_00721 - 0.62 0.62 0.63 42 58586 53 8 17 28 26
PDB_00078 - 0.80 0.75 0.86 86 49670 14 3 11 0 29
PDB_00278 - 0.64 0.56 0.74 40 24922 14 0 14 0 32
PDB_00571 0.85 0.76 0.95 19 3301 1 1 0 0 6
PDB_00701 - 0.71 0.65 0.78 71 45360 24 0 20 4 38
PDB_00828 0.86 0.74 1.00 20 2465 0 0 0 0 7
PDB_00851 - 0.45 0.39 0.53 16 4723 14 0 14 0 25
PDB_00917 - 0.84 0.79 0.89 75 35161 19 4 5 10 20
PDB_01009 0.90 0.90 0.90 19 2464 3 0 2 1 2
RFA_00770 0.61 0.56 0.67 10 2001 5 2 3 0 8
RFA_00773 0.59 0.56 0.63 10 1937 6 1 5 0 8
RFA_00808 0.58 0.44 0.78 7 2007 2 0 2 0 9
TMR_00036 0.53 0.48 0.59 48 90443 62 6 28 28 53
TMR_00123 0.88 0.79 0.99 80 66349 1 1 0 0 21
TMR_00180 0.68 0.63 0.74 62 67077 27 6 16 5 37
TMR_00240 0.59 0.60 0.59 51 63103 40 12 24 4 34
TMR_00352 0.25 0.28 0.23 21 95173 89 16 56 17 54
TMR_00353 0.51 0.48 0.56 50 84165 52 10 30 12 55
TMR_00357 0.53 0.52 0.54 48 82939 55 17 24 14 44
TMR_00361 - 0.36 0.44 0.29 32 93419 78 34 43 1 40
TMR_00374 0.61 0.60 0.63 55 81723 34 12 20 2 37
TMR_00384 0.82 0.72 0.93 78 65619 6 0 6 0 30
TMR_00395 0.77 0.68 0.87 74 64535 11 4 7 0 35
TMR_00398 0.76 0.69 0.85 73 65255 13 5 8 0 33
TMR_00399 0.55 0.53 0.56 50 64891 41 11 28 2 44
TMR_00430 0.39 0.38 0.40 41 82518 64 15 47 2 68
TMR_00431 0.68 0.65 0.71 36 51952 44 3 12 29 19
TMR_00443 0.87 0.77 0.99 80 67080 1 1 0 0 24
TMR_00457 0.61 0.59 0.63 60 78511 38 4 31 3 42
TMR_00469 0.79 0.74 0.84 74 64532 14 9 5 0 26
TMR_00502 0.61 0.57 0.65 53 75384 32 10 19 3 40
TMR_00503 0.73 0.68 0.78 76 67799 28 3 18 7 35
TMR_00519 0.72 0.65 0.79 62 63112 19 2 14 3 33
TMR_00528 0.77 0.70 0.85 68 63110 12 6 6 0 29
TMR_00541 0.61 0.57 0.65 60 61683 38 0 33 5 45
TMR_00547 0.73 0.65 0.81 65 65261 17 1 14 2 35
TMR_00562 0.53 0.48 0.59 49 72688 42 2 32 8 53
TMR_00566 0.59 0.55 0.63 55 60638 36 3 30 3 45
TMR_00571 0.61 0.57 0.66 56 60641 35 2 27 6 43
TMR_00584 0.80 0.73 0.88 71 60994 14 4 6 4 26
TMR_00594 0.61 0.55 0.69 57 79318 30 7 19 4 47
TMR_00605 0.59 0.55 0.63 59 74211 39 11 24 4 49
TMR_00609 0.68 0.66 0.71 75 63440 31 8 23 0 38
TMR_00624 0.55 0.53 0.58 57 62383 46 7 34 5 51
TMR_00683 0.56 0.57 0.55 57 82925 58 13 33 12 43
TMR_00698 0.55 0.50 0.60 52 63104 37 3 31 3 52
TMR_00703 0.84 0.76 0.94 75 67448 5 1 4 0 24
TMR_00706 0.61 0.52 0.70 54 66353 23 3 20 0 49
TMR_00711 0.45 0.44 0.46 43 67802 53 11 40 2 55

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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.