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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric RNAshapes CMfinder(seed)
MCC 0.559 > 0.343
Average MCC ± 95% Confidence Intervals 0.546 ± 0.095 > 0.348 ± 0.069
Sensitivity 0.552 > 0.157
Positive Predictive Value 0.568 < 0.750
Total TP 717 > 204
Total TN 809876 < 810867
Total FP 643 > 68
Total FP CONTRA 86 > 3
Total FP INCONS 460 > 65
Total FP COMP 97 > 0
Total FN 581 < 1094
P-value 2.39162260866e-08

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Performance plots


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

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

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Performance of RNAshapes - scored higher in this pairwise comparison

1. Total counts & total scores for RNAshapes

Total Base Pair Counts
Total TP 717
Total TN 809876
Total FP 643
Total FP CONTRA 86
Total FP INCONS 460
Total FP COMP 97
Total FN 581
Total Scores
MCC 0.559
Average MCC ± 95% Confidence Intervals 0.546 ± 0.095
Sensitivity 0.552
Positive Predictive Value 0.568
Nr of predictions 13

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
CRW_00016 0.49 0.48 0.51 57 77309 66 7 48 11 63
CRW_00610 0.55 0.53 0.57 43 36240 37 3 29 5 38
CRW_00613 0.64 0.58 0.70 45 34916 28 1 18 9 33
CRW_00618 0.17 0.18 0.16 11 56213 77 9 47 21 50
CRW_00633 0.55 0.54 0.56 57 63445 45 8 36 1 49
CRW_00634 0.33 0.34 0.33 32 64522 75 8 58 9 62
CRW_00670 0.74 0.72 0.76 86 70012 32 0 27 5 34
CRW_00671 0.65 0.62 0.67 73 62726 43 1 35 7 44
CRW_00672 0.66 0.66 0.66 73 72279 45 8 30 7 38
CRW_00674 0.68 0.67 0.69 83 83316 41 6 31 4 41
CRW_00676 0.58 0.62 0.55 71 93398 67 17 42 8 44
CRW_00692 0.43 0.46 0.40 41 68533 70 18 43 9 49
PDB_00827 0.64 0.56 0.74 45 26967 17 0 16 1 36

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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 204
Total TN 810867
Total FP 68
Total FP CONTRA 3
Total FP INCONS 65
Total FP COMP 0
Total FN 1094
Total Scores
MCC 0.343
Average MCC ± 95% Confidence Intervals 0.348 ± 0.069
Sensitivity 0.157
Positive Predictive Value 0.750
Nr of predictions 13

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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_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_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.