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 0.575 > 0.481
Average MCC ± 95% Confidence Intervals 0.578 ± 0.076 > 0.483 ± 0.187
Sensitivity 0.536 > 0.457
Positive Predictive Value 0.625 > 0.516
Total TP 75 > 64
Total TN 15698 > 15694
Total FP 45 < 66
Total FP CONTRA 5 < 12
Total FP INCONS 40 < 48
Total FP COMP 0 < 6
Total FN 65 < 76
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 75
Total TN 15698
Total FP 45
Total FP CONTRA 5
Total FP INCONS 40
Total FP COMP 0
Total FN 65
Total Scores
MCC 0.575
Average MCC ± 95% Confidence Intervals 0.578 ± 0.076
Sensitivity 0.536
Positive Predictive Value 0.625
Nr of predictions 8

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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_00767 0.63 0.56 0.71 10 1877 4 0 4 0 8
RFA_00768 0.61 0.56 0.67 10 1876 5 0 5 0 8
RFA_00769 0.55 0.56 0.56 10 1935 8 3 5 0 8
RFA_00770 0.68 0.56 0.83 10 2004 2 0 2 0 8
RFA_00773 0.59 0.56 0.63 10 1937 6 1 5 0 8
RFA_00779 0.61 0.56 0.67 10 1938 5 0 5 0 8
RFA_00808 0.60 0.56 0.64 9 2002 5 0 5 0 7
RFA_00809 0.37 0.38 0.38 6 2129 10 1 9 0 10

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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 64
Total TN 15694
Total FP 66
Total FP CONTRA 12
Total FP INCONS 48
Total FP COMP 6
Total FN 76
Total Scores
MCC 0.481
Average MCC ± 95% Confidence Intervals 0.483 ± 0.187
Sensitivity 0.457
Positive Predictive Value 0.516
Nr of predictions 8

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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_00767 0.63 0.56 0.71 10 1877 4 0 4 0 8
RFA_00768 0.48 0.44 0.53 8 1876 7 1 6 0 10
RFA_00769 0.54 0.56 0.53 10 1934 9 4 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 4 1 0 3 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 2001 15 2 13 0 16
RFA_00809 0.36 0.38 0.35 6 2128 11 1 10 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.