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Table of contents:

  1. Overview

  2. Performance Plots

  3. Performance of MXScarna(20) - scored higher in this pairwise comparison

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

  5. Compile and download dataset for MXScarna(20) & NanoFolder [.zip] - may take several seconds...


Overview

Metric MXScarna(20) NanoFolder
MCC 0.648 > 0.150
Average MCC ± 95% Confidence Intervals 0.649 ± 0.033 > 0.148 ± 0.028
Sensitivity 0.577 > 0.173
Positive Predictive Value 0.728 > 0.133
Total TP 3376 > 1011
Total TN 3288176 > 3285186
Total FP 1630 < 6745
Total FP CONTRA 241 < 932
Total FP INCONS 1018 < 5682
Total FP COMP 371 > 131
Total FN 2478 < 4843
P-value 3.56938820447e-08

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Performance plots


  1. Comparison of performance of MXScarna(20) 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 MXScarna(20) 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 MXScarna(20) and NanoFolder).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for MXScarna(20) 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 MXScarna(20) and NanoFolder).

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Performance of MXScarna(20) - scored higher in this pairwise comparison

1. Total counts & total scores for MXScarna(20)

Total Base Pair Counts
Total TP 3376
Total TN 3288176
Total FP 1630
Total FP CONTRA 241
Total FP INCONS 1018
Total FP COMP 371
Total FN 2478
Total Scores
MCC 0.648
Average MCC ± 95% Confidence Intervals 0.649 ± 0.033
Sensitivity 0.577
Positive Predictive Value 0.728
Nr of predictions 57

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2. Individual counts for MXScarna(20) [ download as .csv ]

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
ASE_00083 0.74 0.67 0.81 74 62390 24 2 15 7 36
ASE_00185 0.50 0.37 0.69 47 73468 24 3 18 3 81
ASE_00190 0.52 0.42 0.64 38 45392 24 5 16 3 52
ASE_00221 0.64 0.59 0.69 69 64520 34 1 30 3 48
ASE_00228 0.69 0.64 0.75 55 46898 26 4 14 8 31
ASE_00229 0.79 0.70 0.88 61 42417 14 3 5 6 26
ASE_00231 0.57 0.46 0.70 44 47832 24 1 18 5 52
ASE_00234 0.59 0.47 0.73 61 75383 27 3 19 5 68
ASE_00238 0.61 0.49 0.77 56 64188 22 4 13 5 58
ASE_00248 0.74 0.68 0.80 78 62383 26 1 19 6 36
ASE_00254 0.75 0.65 0.87 53 36795 12 4 4 4 29
ASE_00255 0.65 0.59 0.71 77 74583 34 3 28 3 53
ASE_00257 0.60 0.52 0.70 50 50969 30 3 18 9 47
ASE_00267 0.75 0.67 0.84 59 45080 20 1 10 9 29
ASE_00270 0.43 0.30 0.61 38 72328 27 1 23 3 90
ASE_00274 0.66 0.50 0.85 52 55550 14 2 7 5 51
ASE_00277 0.73 0.56 0.96 51 48152 6 0 2 4 40
ASE_00279 0.78 0.71 0.86 72 53217 19 3 9 7 29
ASE_00285 0.58 0.48 0.70 58 68923 28 4 21 3 64
ASE_00287 0.71 0.64 0.79 66 54862 25 3 15 7 37
ASE_00294 0.68 0.59 0.79 101 114353 34 1 26 7 70
ASE_00298 0.46 0.40 0.54 45 67445 43 7 31 5 68
ASE_00318 0.76 0.69 0.84 81 80103 31 6 10 15 37
ASE_00321 0.70 0.66 0.75 58 54538 32 6 13 13 30
ASE_00335 0.69 0.63 0.76 73 75370 33 5 18 10 43
ASE_00340 0.54 0.47 0.62 40 45991 32 4 21 7 45
ASE_00367 0.75 0.70 0.81 60 42997 20 3 11 6 26
ASE_00370 0.87 0.82 0.92 69 41830 14 0 6 8 15
ASE_00372 0.48 0.41 0.55 41 51929 36 4 29 3 59
ASE_00376 0.55 0.51 0.60 54 56863 38 3 33 2 51
ASE_00377 0.78 0.69 0.88 74 57546 13 4 6 3 33
ASE_00386 0.71 0.63 0.80 60 50328 22 1 14 7 36
ASE_00393 0.68 0.59 0.77 55 47824 21 1 15 5 38
ASE_00412 0.59 0.50 0.70 52 58237 28 2 20 6 53
ASE_00413 0.65 0.60 0.69 49 44480 29 5 17 7 32
ASE_00416 0.59 0.51 0.68 65 77325 36 6 25 5 62
ASE_00422 0.74 0.63 0.87 59 46903 14 2 7 5 35
ASE_00427 0.47 0.43 0.50 20 40715 47 3 17 27 26
ASE_00428 0.64 0.58 0.70 73 76532 38 6 25 7 52
ASE_00430 0.69 0.59 0.81 57 46901 18 2 11 5 40
ASE_00437 0.59 0.50 0.69 68 79302 35 0 31 4 67
ASE_00451 0.79 0.70 0.89 87 70778 16 3 8 5 38
SRP_00103 0.96 0.94 0.97 96 45352 12 0 3 9 6
SRP_00173 0.81 0.73 0.89 66 38152 15 0 8 7 24
SRP_00234 0.74 0.71 0.78 61 36237 26 2 15 9 25
SRP_00308 0.73 0.73 0.74 64 36228 33 3 20 10 24
SRP_00317 0.88 0.86 0.91 84 45058 21 0 8 13 14
SRP_00337 0.71 0.71 0.71 65 35420 30 3 23 4 26
TMR_00123 0.66 0.53 0.81 54 66363 23 2 11 10 47
TMR_00399 0.38 0.35 0.40 33 64898 53 16 33 4 61
TMR_00443 0.59 0.55 0.63 57 67070 36 15 19 2 47
TMR_00469 0.62 0.60 0.65 60 64527 38 14 19 5 40
TMR_00519 0.38 0.40 0.37 38 63086 68 19 47 2 57
TMR_00528 0.39 0.40 0.38 39 63088 65 19 44 2 58
TMR_00571 0.60 0.56 0.65 55 60641 42 5 25 12 44
TMR_00584 0.61 0.57 0.66 55 60992 39 5 23 11 42
TMR_00703 0.54 0.49 0.58 49 67444 39 13 22 4 50

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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 1011
Total TN 3285186
Total FP 6745
Total FP CONTRA 932
Total FP INCONS 5682
Total FP COMP 131
Total FN 4843
Total Scores
MCC 0.150
Average MCC ± 95% Confidence Intervals 0.148 ± 0.028
Sensitivity 0.173
Positive Predictive Value 0.133
Nr of predictions 57

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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_00083 0.22 0.25 0.20 27 62347 108 12 95 1 83
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_00221 0.20 0.21 0.18 25 64484 112 10 101 1 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_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_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_00321 0.11 0.14 0.09 12 54484 122 22 97 3 76
ASE_00335 0.10 0.12 0.09 14 75304 151 22 126 3 102
ASE_00340 0.06 0.07 0.05 6 45943 110 13 94 3 79
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_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_00422 0.28 0.31 0.25 29 46856 87 9 77 1 65
ASE_00427 0.06 0.09 0.04 4 40651 105 35 65 5 42
ASE_00428 0.24 0.26 0.22 33 76483 121 13 107 1 92
ASE_00430 0.16 0.18 0.14 17 46852 102 10 92 0 80
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
SRP_00103 0.00 0.00 0.00 0 45319 132 14 118 0 102
SRP_00173 0.00 0.00 0.00 0 38104 124 13 109 2 90
SRP_00234 0.21 0.24 0.18 21 36200 97 19 75 3 65
SRP_00308 0.14 0.17 0.12 15 36189 112 18 93 1 73
SRP_00317 0.14 0.16 0.12 16 45018 116 16 100 0 82
SRP_00337 0.42 0.46 0.38 42 35400 70 15 54 1 49
TMR_00123 0.19 0.23 0.16 23 66283 126 20 104 2 78
TMR_00399 0.20 0.26 0.16 24 64833 130 38 85 7 70
TMR_00443 0.17 0.20 0.15 21 67018 126 24 98 4 83
TMR_00469 0.10 0.12 0.08 12 64469 145 27 112 6 88
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_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_00703 0.10 0.12 0.08 12 67376 140 26 114 0 87

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Matthews Correlation Coeffient, Sensitivity and Positive Predictive Value have been calculated based on the paper by Gardener & Giegerich, 2004.