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Table of contents:

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric PknotsRG NanoFolder
MCC 0.491 > 0.174
Average MCC ± 95% Confidence Intervals 0.497 ± 0.035 > 0.183 ± 0.028
Sensitivity 0.490 > 0.207
Positive Predictive Value 0.493 > 0.149
Total TP 5356 > 2258
Total TN 6809620 > 6805326
Total FP 6146 < 13384
Total FP CONTRA 965 < 2402
Total FP INCONS 4544 < 10499
Total FP COMP 637 > 483
Total FN 5576 < 8674
P-value 3.56938820447e-08

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Performance plots


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

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

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Performance of PknotsRG - scored higher in this pairwise comparison

1. Total counts & total scores for PknotsRG

Total Base Pair Counts
Total TP 5356
Total TN 6809620
Total FP 6146
Total FP CONTRA 965
Total FP INCONS 4544
Total FP COMP 637
Total FN 5576
Total Scores
MCC 0.491
Average MCC ± 95% Confidence Intervals 0.497 ± 0.035
Sensitivity 0.490
Positive Predictive Value 0.493
Nr of predictions 112

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
ASE_00017 0.14 0.16 0.13 10 50964 85 8 58 19 54
ASE_00083 0.79 0.75 0.83 82 62382 26 2 15 9 28
ASE_00122 0.28 0.27 0.28 24 43280 61 4 57 0 64
ASE_00185 0.61 0.59 0.65 75 73420 43 5 36 2 53
ASE_00190 0.46 0.44 0.47 40 45366 45 8 37 0 50
ASE_00196 0.70 0.69 0.71 52 31553 24 2 19 3 23
ASE_00221 0.40 0.38 0.42 45 64514 65 3 58 4 72
ASE_00227 0.31 0.29 0.33 39 78884 80 5 75 0 94
ASE_00228 0.59 0.59 0.58 51 46883 37 14 23 0 35
ASE_00229 0.58 0.57 0.59 50 42401 39 5 30 4 37
ASE_00231 0.69 0.69 0.70 66 47801 28 5 23 0 30
ASE_00234 0.52 0.49 0.55 63 75351 56 2 50 4 66
ASE_00238 0.48 0.47 0.50 54 64152 58 4 51 3 60
ASE_00248 0.46 0.42 0.49 48 62384 49 3 46 0 66
ASE_00250 0.61 0.59 0.64 77 78883 46 4 39 3 54
ASE_00254 0.61 0.60 0.63 49 36778 33 5 24 4 33
ASE_00255 0.47 0.45 0.50 59 74572 60 7 53 0 71
ASE_00257 0.64 0.64 0.65 62 50944 34 0 34 0 35
ASE_00267 0.46 0.44 0.48 39 45069 51 5 37 9 49
ASE_00270 0.63 0.62 0.64 79 72267 45 8 36 1 49
ASE_00274 0.48 0.47 0.50 48 55515 48 8 40 0 55
ASE_00277 0.39 0.40 0.39 36 48113 58 9 47 2 55
ASE_00279 0.38 0.36 0.41 36 53213 58 1 51 6 65
ASE_00285 0.62 0.58 0.66 71 68899 43 2 34 7 51
ASE_00287 0.59 0.55 0.63 57 54855 40 0 34 6 46
ASE_00294 0.78 0.74 0.83 127 114328 29 3 23 3 44
ASE_00295 0.53 0.50 0.57 65 73805 53 5 45 3 66
ASE_00298 0.19 0.19 0.19 21 67420 90 9 78 3 92
ASE_00318 0.64 0.61 0.67 72 80092 40 13 23 4 46
ASE_00335 0.52 0.52 0.52 60 75350 64 13 43 8 56
ASE_00339 0.53 0.52 0.53 62 80084 65 5 49 11 57
ASE_00340 0.71 0.72 0.71 61 45970 34 7 18 9 24
ASE_00343 0.60 0.62 0.58 70 83316 60 9 41 10 43
ASE_00367 0.33 0.35 0.32 30 42976 65 8 57 0 56
ASE_00370 0.65 0.63 0.66 53 41825 27 5 22 0 31
ASE_00372 0.72 0.71 0.72 71 51905 30 5 22 3 29
ASE_00375 0.57 0.54 0.60 59 60280 42 6 33 3 51
ASE_00376 0.52 0.50 0.54 53 56855 48 4 41 3 52
ASE_00377 0.69 0.66 0.72 71 57531 34 3 25 6 36
ASE_00386 0.53 0.53 0.53 51 50306 51 4 42 5 45
ASE_00393 0.36 0.34 0.38 32 47810 59 3 50 6 61
ASE_00412 0.38 0.37 0.39 39 58212 60 13 47 0 66
ASE_00413 0.46 0.49 0.43 40 44457 54 14 40 0 41
ASE_00416 0.71 0.68 0.75 86 77306 36 1 28 7 41
ASE_00417 0.36 0.37 0.35 37 54508 73 10 60 3 63
ASE_00422 0.48 0.47 0.49 44 46881 51 5 41 5 50
ASE_00428 0.54 0.52 0.57 65 76521 54 5 45 4 60
ASE_00429 - 0.36 0.38 0.35 25 28132 47 10 36 1 41
ASE_00430 0.63 0.61 0.66 59 46881 36 5 26 5 38
ASE_00434 0.63 0.60 0.66 66 68165 46 9 25 12 44
ASE_00437 0.42 0.41 0.44 55 79275 71 4 67 0 80
ASE_00451 0.50 0.47 0.52 59 70763 57 3 51 3 66
CRW_00648 - 0.59 0.62 0.56 92 137912 74 18 53 3 56
CRW_00654 - 0.72 0.71 0.73 88 78090 37 4 28 5 36
CRW_00658 - 0.44 0.45 0.42 46 74582 64 20 43 1 56
CRW_00663 - 0.00 0.00 0.00 0 26031 76 12 63 1 61
CRW_00664 - 0.14 0.15 0.14 12 53540 87 15 61 11 66
CRW_00671 0.77 0.76 0.78 89 62721 30 6 19 5 28
CRW_00672 0.53 0.55 0.52 61 72273 60 21 35 4 50
CRW_00674 0.52 0.52 0.52 65 83310 63 12 49 2 59
CRW_00676 0.56 0.60 0.52 69 93396 67 13 50 4 46
CRW_00685 - 0.57 0.62 0.53 66 156955 102 19 40 43 40
CRW_00688 - 0.85 0.86 0.84 49 21887 12 0 9 3 8
CRW_00721 - 0.51 0.59 0.45 40 58564 64 19 30 15 28
PDB_00078 - 0.49 0.47 0.51 54 49665 51 6 45 0 61
PDB_00278 - 0.19 0.19 0.19 14 24904 58 7 51 0 58
PDB_00571 0.17 0.16 0.19 4 3300 17 6 11 0 21
PDB_00701 - 0.47 0.46 0.49 50 45349 53 5 47 1 59
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 - 0.50 0.48 0.52 46 35157 48 4 38 6 49
PDB_01009 0.52 0.57 0.48 12 2460 13 5 8 0 9
RFA_00770 0.88 0.78 1.00 14 2002 3 0 0 3 4
RFA_00773 0.97 1.00 0.95 18 1934 4 1 0 3 0
RFA_00808 1.00 1.00 1.00 16 2000 0 0 0 0 0
TMR_00036 0.59 0.59 0.58 60 90422 72 11 32 29 41
TMR_00123 0.46 0.47 0.46 47 66327 57 11 45 1 54
TMR_00180 0.57 0.58 0.56 57 67060 55 7 37 11 42
TMR_00240 0.21 0.24 0.20 20 63089 84 22 59 3 65
TMR_00352 0.51 0.55 0.47 41 95179 84 17 29 38 34
TMR_00353 0.43 0.43 0.44 45 84153 73 15 42 16 60
TMR_00357 0.40 0.41 0.39 38 82931 75 22 37 16 54
TMR_00361 - 0.35 0.42 0.30 30 93428 88 29 41 18 42
TMR_00374 0.26 0.28 0.24 26 81700 87 23 61 3 66
TMR_00384 0.32 0.31 0.32 34 65597 78 6 66 6 74
TMR_00395 0.61 0.57 0.66 62 64526 38 4 28 6 47
TMR_00398 0.67 0.65 0.69 69 65241 37 2 29 6 37
TMR_00399 0.16 0.17 0.15 16 64871 97 27 66 4 78
TMR_00430 0.37 0.38 0.36 41 82507 79 15 58 6 68
TMR_00431 0.67 0.67 0.66 37 51947 64 8 11 45 18
TMR_00443 0.45 0.45 0.46 47 67058 58 14 42 2 57
TMR_00457 0.59 0.59 0.59 60 78504 49 12 30 7 42
TMR_00469 0.40 0.41 0.38 41 64513 66 11 55 0 59
TMR_00502 0.35 0.38 0.32 35 75358 83 17 56 10 58
TMR_00503 0.39 0.37 0.41 41 67796 67 5 54 8 70
TMR_00519 0.14 0.15 0.13 14 63086 100 16 74 10 81
TMR_00528 0.13 0.13 0.12 13 63082 105 12 83 10 84
TMR_00541 0.49 0.49 0.50 51 61673 60 3 49 8 54
TMR_00547 0.51 0.50 0.52 50 65245 48 3 43 2 50
TMR_00562 0.12 0.13 0.11 13 72649 110 22 87 1 89
TMR_00566 0.53 0.52 0.54 52 60630 53 5 39 9 48
TMR_00571 0.59 0.60 0.58 59 60625 47 7 35 5 40
TMR_00584 0.40 0.42 0.38 41 60967 72 8 59 5 56
TMR_00594 0.22 0.22 0.22 23 79295 88 14 69 5 81
TMR_00605 0.50 0.50 0.50 54 74196 56 20 35 1 54
TMR_00609 0.69 0.70 0.68 79 63430 40 6 31 3 34
TMR_00624 0.54 0.54 0.54 58 62374 61 5 44 12 50
TMR_00683 0.33 0.35 0.32 35 82917 79 17 59 3 65
TMR_00698 0.37 0.39 0.35 41 63074 75 21 54 0 63
TMR_00703 0.31 0.31 0.31 31 67427 74 16 54 4 68
TMR_00706 0.53 0.52 0.53 54 66328 52 6 42 4 49
TMR_00711 0.55 0.55 0.56 54 67799 50 13 30 7 44

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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.