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Table of contents:

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric UNAFold NanoFolder
MCC 0.498 > 0.174
Average MCC ± 95% Confidence Intervals 0.493 ± 0.033 > 0.183 ± 0.028
Sensitivity 0.492 > 0.207
Positive Predictive Value 0.506 > 0.149
Total TP 5382 > 2258
Total TN 6809846 > 6805326
Total FP 5927 < 13384
Total FP CONTRA 941 < 2402
Total FP INCONS 4316 < 10499
Total FP COMP 670 > 483
Total FN 5550 < 8674
P-value 3.56938820447e-08

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Performance plots


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

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

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Performance of UNAFold - scored higher in this pairwise comparison

1. Total counts & total scores for UNAFold

Total Base Pair Counts
Total TP 5382
Total TN 6809846
Total FP 5927
Total FP CONTRA 941
Total FP INCONS 4316
Total FP COMP 670
Total FN 5550
Total Scores
MCC 0.498
Average MCC ± 95% Confidence Intervals 0.493 ± 0.033
Sensitivity 0.492
Positive Predictive Value 0.506
Nr of predictions 112

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
ASE_00017 0.26 0.28 0.24 18 50966 75 6 50 19 46
ASE_00083 0.79 0.75 0.83 82 62382 24 2 15 7 28
ASE_00122 0.47 0.45 0.48 40 43282 43 2 41 0 48
ASE_00185 0.74 0.71 0.77 91 73418 33 5 22 6 37
ASE_00190 0.57 0.54 0.60 49 45369 35 6 27 2 41
ASE_00196 0.73 0.72 0.75 54 31554 21 2 16 3 21
ASE_00221 0.57 0.52 0.64 61 64524 38 3 32 3 56
ASE_00227 0.30 0.29 0.32 38 78885 80 5 75 0 95
ASE_00228 0.53 0.55 0.52 47 46880 44 14 30 0 39
ASE_00229 0.60 0.60 0.61 52 42401 33 10 23 0 35
ASE_00231 0.31 0.31 0.31 30 47798 67 8 59 0 66
ASE_00234 0.51 0.47 0.54 61 75354 55 4 47 4 68
ASE_00238 0.52 0.50 0.53 57 64154 55 1 49 5 57
ASE_00248 0.41 0.38 0.44 43 62383 55 3 52 0 71
ASE_00250 0.48 0.46 0.50 60 78884 62 5 54 3 71
ASE_00254 0.74 0.72 0.76 59 36778 24 6 13 5 23
ASE_00255 0.48 0.45 0.50 59 74573 59 7 52 0 71
ASE_00257 0.56 0.56 0.57 54 50946 40 9 31 0 43
ASE_00267 0.49 0.45 0.53 40 45074 45 4 32 9 48
ASE_00270 0.68 0.66 0.69 85 72267 40 7 31 2 43
ASE_00274 0.50 0.49 0.51 50 55513 48 9 39 0 53
ASE_00277 0.39 0.38 0.39 35 48115 57 9 46 2 56
ASE_00279 0.70 0.66 0.74 67 53210 28 0 24 4 34
ASE_00285 0.69 0.65 0.73 79 68898 36 2 27 7 43
ASE_00287 0.70 0.66 0.75 68 54855 30 2 21 7 35
ASE_00294 0.78 0.74 0.83 127 114328 29 3 23 3 44
ASE_00295 0.63 0.59 0.67 77 73805 41 6 32 3 54
ASE_00298 0.46 0.44 0.48 50 67423 59 6 49 4 63
ASE_00318 0.65 0.64 0.67 75 80088 41 13 24 4 43
ASE_00335 0.48 0.47 0.50 54 75358 61 5 49 7 62
ASE_00339 0.53 0.52 0.53 62 80084 67 5 49 13 57
ASE_00340 0.75 0.74 0.76 63 45973 29 6 14 9 22
ASE_00343 0.63 0.63 0.63 71 83323 55 8 34 13 42
ASE_00367 0.55 0.56 0.55 48 42983 43 6 34 3 38
ASE_00370 0.67 0.65 0.69 55 41825 25 7 18 0 29
ASE_00372 0.70 0.69 0.71 69 51906 31 5 23 3 31
ASE_00375 0.72 0.68 0.77 75 60280 28 1 22 5 35
ASE_00376 0.52 0.50 0.55 53 56856 47 4 40 3 52
ASE_00377 0.68 0.66 0.70 71 57529 36 4 26 6 36
ASE_00386 0.62 0.61 0.63 59 50309 42 2 33 7 37
ASE_00393 0.36 0.34 0.38 32 47810 59 3 50 6 61
ASE_00412 0.45 0.44 0.47 46 58213 54 8 44 2 59
ASE_00413 0.53 0.56 0.51 45 44462 44 14 30 0 36
ASE_00416 0.70 0.67 0.73 85 77305 38 2 29 7 42
ASE_00417 0.36 0.37 0.35 37 54509 72 10 59 3 63
ASE_00422 0.70 0.68 0.73 64 46883 31 5 19 7 30
ASE_00428 0.53 0.51 0.56 64 76521 55 5 46 4 61
ASE_00429 - 0.39 0.38 0.41 25 28142 44 1 35 8 41
ASE_00430 0.64 0.62 0.66 60 46880 38 5 26 7 37
ASE_00434 0.63 0.59 0.66 65 68167 46 8 25 13 45
ASE_00437 0.42 0.40 0.44 54 79278 69 5 64 0 81
ASE_00451 0.63 0.59 0.68 74 70767 38 2 33 3 51
CRW_00648 - 0.60 0.63 0.57 93 137911 74 17 54 3 55
CRW_00654 - 0.70 0.67 0.73 83 78096 36 4 27 5 41
CRW_00658 - 0.48 0.48 0.47 49 74587 58 22 33 3 53
CRW_00663 - 0.00 0.00 0.00 0 26039 67 11 56 0 61
CRW_00664 - 0.17 0.18 0.16 14 53538 79 16 60 3 64
CRW_00671 0.65 0.62 0.68 72 62729 39 7 27 5 45
CRW_00672 0.48 0.49 0.47 54 72275 65 19 42 4 57
CRW_00674 0.58 0.56 0.62 69 83324 45 7 36 2 55
CRW_00676 0.54 0.55 0.53 63 93410 69 15 40 14 52
CRW_00685 - 0.39 0.42 0.36 45 156956 113 21 58 34 61
CRW_00688 - 0.75 0.77 0.73 44 21885 17 7 9 1 13
CRW_00721 - 0.52 0.59 0.47 40 58567 61 17 29 15 28
PDB_00078 - 0.44 0.42 0.48 48 49669 53 6 47 0 67
PDB_00278 - 0.19 0.19 0.19 14 24904 58 7 51 0 58
PDB_00571 0.21 0.20 0.24 5 3300 16 6 10 0 20
PDB_00701 - 0.47 0.45 0.49 49 45351 52 5 46 1 60
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 - 0.49 0.47 0.51 45 35157 49 4 39 6 50
PDB_01009 0.52 0.57 0.48 12 2460 13 5 8 0 9
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 4 1 0 3 8
RFA_00808 -0.01 0.00 0.00 0 2001 15 2 13 0 16
TMR_00036 0.57 0.57 0.57 58 90424 72 11 32 29 43
TMR_00123 0.17 0.17 0.17 17 66327 92 11 75 6 84
TMR_00180 0.63 0.63 0.63 62 67063 49 8 28 13 37
TMR_00240 0.20 0.21 0.20 18 63098 77 15 59 3 67
TMR_00352 0.39 0.41 0.36 31 95181 92 18 36 38 44
TMR_00353 0.51 0.53 0.49 56 84140 68 21 38 9 49
TMR_00357 0.40 0.41 0.40 38 82932 75 20 38 17 54
TMR_00361 - 0.29 0.35 0.25 25 93427 94 26 50 18 47
TMR_00374 0.37 0.40 0.34 37 81701 77 24 48 5 55
TMR_00384 0.33 0.31 0.36 34 65608 68 2 59 7 74
TMR_00395 0.39 0.37 0.42 40 64524 60 6 50 4 69
TMR_00398 0.67 0.64 0.70 68 65244 35 2 27 6 38
TMR_00399 0.29 0.31 0.28 29 64875 80 23 53 4 65
TMR_00430 0.29 0.30 0.28 33 82502 86 20 66 0 76
TMR_00431 0.68 0.69 0.68 38 51947 63 8 10 45 17
TMR_00443 0.37 0.38 0.36 39 67053 71 13 56 2 65
TMR_00457 0.55 0.54 0.56 55 78507 51 10 34 7 47
TMR_00469 0.40 0.41 0.39 41 64514 65 11 54 0 59
TMR_00502 0.22 0.24 0.21 22 75360 93 20 64 9 71
TMR_00503 0.34 0.33 0.35 37 67790 76 5 64 7 74
TMR_00519 0.19 0.20 0.18 19 63084 97 18 69 10 76
TMR_00528 0.30 0.31 0.29 30 63086 84 20 54 10 67
TMR_00541 0.42 0.41 0.43 43 61676 65 3 54 8 62
TMR_00547 0.50 0.50 0.51 50 65243 50 4 44 2 50
TMR_00562 0.26 0.26 0.26 27 72667 85 13 64 8 75
TMR_00566 0.25 0.25 0.24 25 60623 82 12 66 4 75
TMR_00571 0.32 0.32 0.32 32 60626 75 12 56 7 67
TMR_00584 0.52 0.51 0.53 49 60982 55 7 37 11 48
TMR_00594 0.21 0.22 0.21 23 79291 91 20 67 4 81
TMR_00605 0.54 0.52 0.57 56 74207 49 11 31 7 52
TMR_00609 0.63 0.61 0.64 69 63439 40 8 30 2 44
TMR_00624 0.48 0.47 0.49 51 62377 65 5 48 12 57
TMR_00683 0.33 0.35 0.32 35 82919 78 17 57 4 65
TMR_00698 0.56 0.55 0.58 57 63092 44 7 34 3 47
TMR_00703 0.36 0.36 0.37 36 67430 67 12 50 5 63
TMR_00706 0.53 0.52 0.53 54 66328 52 6 42 4 49
TMR_00711 0.55 0.54 0.55 53 67800 50 13 30 7 45

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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.