CompaRNA - on-line benchmarks of RNA structure prediction methods
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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 CMfinder(seed) - scored lower in this pairwise comparison

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


Overview

Metric PknotsRG CMfinder(seed)
MCC 0.503 > 0.350
Average MCC ± 95% Confidence Intervals 0.483 ± 0.117 > 0.358 ± 0.060
Sensitivity 0.510 > 0.159
Positive Predictive Value 0.496 < 0.770
Total TP 750 > 234
Total TN 1035139 < 1036346
Total FP 914 > 77
Total FP CONTRA 175 > 3
Total FP INCONS 586 > 67
Total FP COMP 153 > 7
Total FN 720 < 1236
P-value 1.89649746203e-08

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Performance plots


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

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

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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 750
Total TN 1035139
Total FP 914
Total FP CONTRA 175
Total FP INCONS 586
Total FP COMP 153
Total FN 720
Total Scores
MCC 0.503
Average MCC ± 95% Confidence Intervals 0.483 ± 0.117
Sensitivity 0.510
Positive Predictive Value 0.496
Nr of predictions 15

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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
CRW_00013 0.16 0.17 0.15 19 103617 114 25 79 10 96
CRW_00016 0.64 0.62 0.66 74 77309 50 5 33 12 46
CRW_00610 0.49 0.49 0.49 40 36233 43 7 35 1 41
CRW_00613 0.64 0.59 0.69 46 34913 29 1 20 8 32
CRW_00614 0.09 0.11 0.07 6 121690 145 21 54 70 51
CRW_00618 0.11 0.11 0.10 7 56211 83 13 49 21 54
CRW_00633 0.50 0.48 0.52 51 63447 50 10 38 2 55
CRW_00634 0.56 0.60 0.52 56 64513 53 17 34 2 38
CRW_00670 0.75 0.74 0.77 89 70009 30 5 22 3 31
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_00692 0.43 0.46 0.41 41 68536 66 18 40 8 49
PDB_00827 0.50 0.46 0.55 37 26961 31 1 29 1 44

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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.