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

  1. Overview

  2. Performance Plots

  3. Performance of Multilign(seed) - scored higher in this pairwise comparison

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

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


Overview

Metric Multilign(seed) RSpredict(seed)
MCC 0.759 > 0.009
Average MCC ± 95% Confidence Intervals 0.781 ± 0.128 > 0.006 ± 0.018
Sensitivity 0.752 > 0.009
Positive Predictive Value 0.767 > 0.011
Total TP 477 > 6
Total TN 360763 < 360848
Total FP 227 < 557
Total FP CONTRA 30 < 106
Total FP INCONS 115 < 425
Total FP COMP 82 > 26
Total FN 157 < 628
P-value 0.0

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Performance plots


  1. Comparison of performance of Multilign(seed) and RSpredict(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 Multilign(seed) and RSpredict(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 Multilign(seed) and RSpredict(seed)).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for Multilign(seed) and RSpredict(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 Multilign(seed) and RSpredict(seed)).

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Performance of Multilign(seed) - scored higher in this pairwise comparison

1. Total counts & total scores for Multilign(seed)

Total Base Pair Counts
Total TP 477
Total TN 360763
Total FP 227
Total FP CONTRA 30
Total FP INCONS 115
Total FP COMP 82
Total FN 157
Total Scores
MCC 0.759
Average MCC ± 95% Confidence Intervals 0.781 ± 0.128
Sensitivity 0.752
Positive Predictive Value 0.767
Nr of predictions 9

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2. Individual counts for Multilign(seed) [ download as .csv ]

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
RFA_00626 0.90 0.85 0.95 74 56538 20 0 4 16 13
RFA_00628 0.92 0.88 0.95 76 57211 18 0 4 14 10
RFA_00630 0.83 0.80 0.86 70 56872 29 0 11 18 17
RFA_00816 1.00 1.00 1.00 41 23179 12 0 0 12 0
RFA_00817 0.77 0.78 0.76 32 21903 13 5 5 3 9
RFA_00818 0.85 0.80 0.89 33 20264 12 1 3 8 8
SRP_00241 0.48 0.50 0.46 41 45967 50 15 33 2 41
SRP_00331 0.69 0.69 0.70 60 37589 29 2 24 3 27
SRP_00340 0.59 0.61 0.57 50 41240 44 7 31 6 32

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Performance of RSpredict(seed) - scored lower in this pairwise comparison

1. Total counts & total scores for RSpredict(seed)

Total Base Pair Counts
Total TP 6
Total TN 360848
Total FP 557
Total FP CONTRA 106
Total FP INCONS 425
Total FP COMP 26
Total FN 628
Total Scores
MCC 0.009
Average MCC ± 95% Confidence Intervals 0.006 ± 0.018
Sensitivity 0.009
Positive Predictive Value 0.011
Nr of predictions 9

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2. Individual counts for RSpredict(seed) [ download as .csv ]

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
RFA_00626 0.00 0.00 0.00 0 56534 83 16 66 1 87
RFA_00628 0.00 0.00 0.00 0 57206 85 25 60 0 86
RFA_00630 0.07 0.07 0.07 6 56872 79 18 57 4 81
RFA_00816 0.00 0.00 0.00 0 23193 37 5 22 10 41
RFA_00817 0.00 0.00 0.00 0 21919 34 5 21 8 41
RFA_00818 0.00 0.00 0.00 0 20276 28 2 23 3 41
SRP_00241 0.00 0.00 0.00 0 45983 73 13 60 0 82
SRP_00331 0.00 0.00 0.00 0 37606 69 9 60 0 87
SRP_00340 0.00 0.00 0.00 0 41259 69 13 56 0 82

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