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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric CentroidFold CMfinder(seed)
MCC 0.592 > 0.350
Average MCC ± 95% Confidence Intervals 0.574 ± 0.099 > 0.358 ± 0.060
Sensitivity 0.519 > 0.159
Positive Predictive Value 0.675 < 0.770
Total TP 763 > 234
Total TN 1035520 < 1036346
Total FP 505 > 77
Total FP CONTRA 82 > 3
Total FP INCONS 285 > 67
Total FP COMP 138 > 7
Total FN 707 < 1236
P-value 2.94377603181e-08

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Performance plots


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

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

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Performance of CentroidFold - scored higher in this pairwise comparison

1. Total counts & total scores for CentroidFold

Total Base Pair Counts
Total TP 763
Total TN 1035520
Total FP 505
Total FP CONTRA 82
Total FP INCONS 285
Total FP COMP 138
Total FN 707
Total Scores
MCC 0.592
Average MCC ± 95% Confidence Intervals 0.574 ± 0.099
Sensitivity 0.519
Positive Predictive Value 0.675
Nr of predictions 15

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
CRW_00013 0.45 0.32 0.63 37 103681 42 7 15 20 78
CRW_00016 0.74 0.66 0.84 79 77327 27 0 15 12 41
CRW_00610 0.57 0.52 0.63 42 36248 26 7 18 1 39
CRW_00613 0.78 0.72 0.85 56 34914 17 1 9 7 22
CRW_00614 0.23 0.23 0.24 13 121716 103 6 36 61 44
CRW_00618 0.23 0.21 0.24 13 56226 58 6 35 17 48
CRW_00633 0.65 0.56 0.77 59 63469 20 2 16 2 47
CRW_00634 0.53 0.47 0.59 44 64546 31 11 19 1 50
CRW_00670 0.77 0.63 0.93 76 70043 6 0 6 0 44
CRW_00671 0.71 0.64 0.78 75 62739 23 1 20 2 42
CRW_00672 0.58 0.49 0.70 54 72313 26 7 16 3 57
CRW_00674 0.71 0.63 0.80 78 83339 24 5 14 5 46
CRW_00676 0.47 0.46 0.48 53 93418 61 14 43 4 62
CRW_00692 0.49 0.44 0.53 40 68560 36 15 20 1 50
PDB_00827 0.71 0.54 0.94 44 26981 5 0 3 2 37

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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.