CompaRNA - on-line benchmarks of RNA structure prediction methods
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Table of contents:

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric MaxExpect CMfinder(seed)
MCC 0.559 > 0.350
Average MCC ± 95% Confidence Intervals 0.543 ± 0.119 > 0.358 ± 0.060
Sensitivity 0.543 > 0.159
Positive Predictive Value 0.576 < 0.770
Total TP 798 > 234
Total TN 1035265 < 1036346
Total FP 762 > 77
Total FP CONTRA 115 > 3
Total FP INCONS 472 > 67
Total FP COMP 175 > 7
Total FN 672 < 1236
P-value 1.87872347734e-08

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Performance plots


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

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

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Performance of MaxExpect - scored higher in this pairwise comparison

1. Total counts & total scores for MaxExpect

Total Base Pair Counts
Total TP 798
Total TN 1035265
Total FP 762
Total FP CONTRA 115
Total FP INCONS 472
Total FP COMP 175
Total FN 672
Total Scores
MCC 0.559
Average MCC ± 95% Confidence Intervals 0.543 ± 0.119
Sensitivity 0.543
Positive Predictive Value 0.576
Nr of predictions 15

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
CRW_00013 0.42 0.37 0.47 43 103648 69 4 45 20 72
CRW_00016 0.51 0.47 0.57 56 77322 56 6 37 13 64
CRW_00610 0.46 0.46 0.47 37 36237 41 7 34 0 44
CRW_00613 0.85 0.82 0.89 64 34908 16 0 8 8 14
CRW_00614 0.14 0.16 0.12 9 121696 125 18 48 59 48
CRW_00618 0.19 0.20 0.19 12 56217 69 7 44 18 49
CRW_00633 0.62 0.57 0.67 60 63457 32 8 21 3 46
CRW_00634 0.48 0.47 0.49 44 64531 49 9 36 4 50
CRW_00670 0.56 0.58 0.56 69 70001 57 12 43 2 51
CRW_00671 0.80 0.76 0.85 89 62730 20 1 15 4 28
CRW_00672 0.78 0.77 0.78 86 72280 32 6 18 8 25
CRW_00674 0.63 0.61 0.64 76 83318 45 8 34 3 48
CRW_00676 0.60 0.60 0.60 69 93413 64 12 34 18 46
CRW_00692 0.33 0.34 0.32 31 68537 80 17 50 13 59
PDB_00827 0.77 0.65 0.91 53 26970 7 0 5 2 28

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Performance of CMfinder(seed) - scored lower 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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Matthews Correlation Coeffient, Sensitivity and Positive Predictive Value have been calculated based on the paper by Gardener & Giegerich, 2004.