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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric Fold CMfinder(seed)
MCC 0.505 > 0.363
Average MCC ± 95% Confidence Intervals 0.486 ± 0.104 > 0.399 ± 0.081
Sensitivity 0.507 > 0.184
Positive Predictive Value 0.505 < 0.716
Total TP 872 > 317
Total TN 1068859 < 1070143
Total FP 1067 > 134
Total FP CONTRA 158 > 6
Total FP INCONS 697 > 120
Total FP COMP 212 > 8
Total FN 847 < 1402
P-value 3.56938820447e-08

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Performance plots


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

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

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Performance of Fold - scored higher in this pairwise comparison

1. Total counts & total scores for Fold

Total Base Pair Counts
Total TP 872
Total TN 1068859
Total FP 1067
Total FP CONTRA 158
Total FP INCONS 697
Total FP COMP 212
Total FN 847
Total Scores
MCC 0.505
Average MCC ± 95% Confidence Intervals 0.486 ± 0.104
Sensitivity 0.507
Positive Predictive Value 0.505
Nr of predictions 26

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
CRW_00013 0.21 0.21 0.21 24 103627 115 11 78 26 91
CRW_00016 0.79 0.75 0.83 90 77313 31 5 13 13 30
CRW_00610 0.43 0.43 0.42 35 36232 49 9 39 1 46
CRW_00613 0.89 0.85 0.93 66 34909 13 0 5 8 12
CRW_00614 0.13 0.16 0.11 9 121688 143 18 56 69 48
CRW_00618 0.19 0.20 0.18 12 56212 81 8 48 25 49
CRW_00633 0.44 0.43 0.44 46 63441 61 13 46 2 60
CRW_00634 0.28 0.30 0.26 28 64513 83 12 67 4 66
CRW_00670 0.54 0.55 0.54 66 70002 59 12 45 2 54
CRW_00671 0.71 0.68 0.74 79 62728 34 1 27 6 38
CRW_00672 0.75 0.77 0.74 85 72275 40 6 24 10 26
CRW_00674 0.66 0.67 0.66 83 83310 52 9 34 9 41
CRW_00676 0.55 0.57 0.54 66 93405 75 12 45 18 49
CRW_00692 0.23 0.24 0.21 22 68530 90 27 56 7 68
PDB_00005 0.88 0.79 1.00 11 935 0 0 0 0 3
PDB_00716 -0.01 0.00 0.00 0 2678 24 1 22 1 23
PDB_00827 0.65 0.59 0.72 48 26961 21 0 19 2 33
PDB_01092 0.73 0.63 0.85 33 10114 8 0 6 2 19
RFA_00632 0.39 0.39 0.39 11 4067 17 2 15 0 17
RFA_00636 0.42 0.43 0.43 12 3977 16 2 14 0 16
RFA_00769 0.55 0.56 0.56 10 1935 8 3 5 0 8
RFA_00770 0.61 0.56 0.67 10 2001 8 0 5 3 8
RFA_00773 0.71 0.56 0.91 10 1942 3 1 0 2 8
RFA_00779 0.55 0.56 0.56 10 1935 8 3 5 0 8
RFA_00808 -0.01 0.00 0.00 0 2000 18 2 14 2 16
RFA_00809 0.37 0.38 0.38 6 2129 10 1 9 0 10

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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 317
Total TN 1070143
Total FP 134
Total FP CONTRA 6
Total FP INCONS 120
Total FP COMP 8
Total FN 1402
Total Scores
MCC 0.363
Average MCC ± 95% Confidence Intervals 0.399 ± 0.081
Sensitivity 0.184
Positive Predictive Value 0.716
Nr of predictions 26

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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_00005 0.47 0.36 0.63 5 938 3 0 3 0 9
PDB_00716 -0.01 0.00 0.00 0 2688 13 0 13 0 23
PDB_00827 0.25 0.10 0.62 8 27015 5 0 5 0 73
PDB_01092 0.38 0.21 0.69 11 10137 6 0 5 1 41
RFA_00632 0.27 0.25 0.29 7 4071 17 0 17 0 21
RFA_00636 0.71 0.64 0.78 18 3982 5 2 3 0 10
RFA_00769 0.71 0.50 1.00 9 1944 0 0 0 0 9
RFA_00770 0.71 0.50 1.00 9 2007 0 0 0 0 9
RFA_00773 0.00 0.00 0.00 0 1949 4 0 4 0 18
RFA_00779 0.71 0.50 1.00 9 1944 0 0 0 0 9
RFA_00808 0.68 0.56 0.82 9 2005 2 0 2 0 7
RFA_00809 0.41 0.38 0.46 6 2132 7 1 6 0 10

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