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Table of contents:

  1. Overview

  2. Performance Plots

  3. Performance of CMfinder(seed) - scored higher in this pairwise comparison

  4. Performance of MXScarna(seed) - scored lower in this pairwise comparison

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


Overview

Metric CMfinder(seed) MXScarna(seed)
MCC 0.350 > 0.283
Average MCC ± 95% Confidence Intervals 0.358 ± 0.060 > 0.243 ± 0.112
Sensitivity 0.159 < 0.165
Positive Predictive Value 0.770 > 0.490
Total TP 234 < 242
Total TN 1036346 > 1036156
Total FP 77 < 286
Total FP CONTRA 3 < 34
Total FP INCONS 67 < 218
Total FP COMP 7 < 34
Total FN 1236 > 1228
P-value 1.98760236454e-08

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Performance plots


  1. Comparison of performance of CMfinder(seed) and MXScarna(seed). 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 CMfinder(seed) and MXScarna(seed)).

  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 CMfinder(seed) and MXScarna(seed)).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for CMfinder(seed) and MXScarna(seed). 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 CMfinder(seed) and MXScarna(seed)).

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Performance of CMfinder(seed) - scored higher in this pairwise comparison

1. Total counts & total scores for CMfinder(seed)

Total Base Pair Counts
Total TP 234
Total TN 1036346
Total FP 77
Total FP CONTRA 3
Total FP INCONS 67
Total FP COMP 7
Total FN 1236
Total Scores
MCC 0.350
Average MCC ± 95% Confidence Intervals 0.358 ± 0.060
Sensitivity 0.159
Positive Predictive Value 0.770
Nr of predictions 15

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2. Individual counts for CMfinder(seed) [ download as .csv ]

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
CRW_00013 0.37 0.14 1.00 16 103724 0 0 0 0 99
CRW_00016 0.36 0.14 0.89 17 77402 2 0 2 0 103
CRW_00610 0.49 0.31 0.78 25 36283 7 1 6 0 56
CRW_00613 0.54 0.33 0.87 26 34950 4 0 4 0 52
CRW_00614 0.46 0.25 0.88 14 121755 9 0 2 7 43
CRW_00618 0.36 0.13 1.00 8 56272 0 0 0 0 53
CRW_00633 0.32 0.12 0.81 13 63530 3 1 2 0 93
CRW_00634 0.40 0.17 0.94 16 64603 1 0 1 0 78
CRW_00670 0.32 0.18 0.55 22 70085 18 0 18 0 98
CRW_00671 0.20 0.09 0.41 11 62808 16 0 16 0 106
CRW_00672 0.38 0.15 0.94 17 72372 1 0 1 0 94
CRW_00674 0.40 0.17 0.95 21 83414 1 0 1 0 103
CRW_00676 0.12 0.04 0.33 5 93513 10 1 9 0 110
CRW_00692 0.41 0.17 1.00 15 68620 0 0 0 0 75
PDB_00827 0.25 0.10 0.62 8 27015 5 0 5 0 73

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Performance of MXScarna(seed) - scored lower in this pairwise comparison

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

Total Base Pair Counts
Total TP 242
Total TN 1036156
Total FP 286
Total FP CONTRA 34
Total FP INCONS 218
Total FP COMP 34
Total FN 1228
Total Scores
MCC 0.283
Average MCC ± 95% Confidence Intervals 0.243 ± 0.112
Sensitivity 0.165
Positive Predictive Value 0.490
Nr of predictions 15

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
CRW_00013 0.33 0.21 0.53 24 103695 23 4 17 2 91
CRW_00016 0.31 0.19 0.51 23 77376 24 7 15 2 97
CRW_00610 0.16 0.09 0.32 7 36293 15 1 14 0 74
CRW_00613 0.00 0.00 0.00 0 34956 24 7 17 0 78
CRW_00614 0.00 0.00 0.00 0 121749 22 4 18 0 57
CRW_00618 0.18 0.10 0.32 6 56261 13 1 12 0 55
CRW_00633 0.45 0.27 0.74 29 63507 14 0 10 4 77
CRW_00634 0.47 0.30 0.74 28 64582 18 0 10 8 66
CRW_00670 0.47 0.26 0.86 31 70089 7 0 5 2 89
CRW_00671 0.56 0.37 0.84 43 62784 10 0 8 2 74
CRW_00672 0.43 0.28 0.67 31 72344 17 0 15 2 80
CRW_00674 0.22 0.14 0.37 17 83390 29 5 24 0 107
CRW_00676 0.03 0.02 0.07 2 93500 31 4 22 5 113
CRW_00692 0.03 0.01 0.06 1 68619 22 0 15 7 89
PDB_00827 0.00 0.00 0.00 0 27011 17 1 16 0 81

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