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 RNAshapes - scored lower in this pairwise comparison

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


Overview

Metric Multilign(seed) RNAshapes
MCC 0.720 > 0.498
Average MCC ± 95% Confidence Intervals 0.729 ± 0.164 > 0.460 ± 0.171
Sensitivity 0.722 > 0.526
Positive Predictive Value 0.719 > 0.475
Total TP 423 > 308
Total TN 326635 > 326574
Total FP 234 < 401
Total FP CONTRA 42 < 91
Total FP INCONS 123 < 250
Total FP COMP 69 > 60
Total FN 163 < 278
P-value 0.0

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Performance plots


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

  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 RNAshapes).

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

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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 423
Total TN 326635
Total FP 234
Total FP CONTRA 42
Total FP INCONS 123
Total FP COMP 69
Total FN 163
Total Scores
MCC 0.720
Average MCC ± 95% Confidence Intervals 0.729 ± 0.164
Sensitivity 0.722
Positive Predictive Value 0.719
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_00619 - 0.37 0.41 0.34 16 22744 36 12 19 5 23
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_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 RNAshapes - scored lower in this pairwise comparison

1. Total counts & total scores for RNAshapes

Total Base Pair Counts
Total TP 308
Total TN 326574
Total FP 401
Total FP CONTRA 91
Total FP INCONS 250
Total FP COMP 60
Total FN 278
Total Scores
MCC 0.498
Average MCC ± 95% Confidence Intervals 0.460 ± 0.171
Sensitivity 0.526
Positive Predictive Value 0.475
Nr of predictions 9

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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
RFA_00619 - 0.32 0.36 0.29 14 22742 45 9 26 10 25
RFA_00626 0.45 0.45 0.46 39 56531 61 9 37 15 48
RFA_00628 0.82 0.80 0.84 69 57209 33 1 12 20 17
RFA_00816 0.21 0.24 0.18 10 23164 47 18 28 1 31
RFA_00817 0.10 0.12 0.08 5 21881 60 21 38 1 36
RFA_00818 0.52 0.56 0.48 23 20253 31 9 16 6 18
SRP_00241 0.55 0.59 0.52 48 45963 47 13 32 2 34
SRP_00331 0.63 0.61 0.66 53 37595 30 2 25 3 34
SRP_00340 0.54 0.57 0.51 47 41236 47 9 36 2 35

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