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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric PknotsRG Multilign(seed)
MCC 0.949 > 0.575
Average MCC ± 95% Confidence Intervals 0.948 ± 0.064 > 0.578 ± 0.076
Sensitivity 0.943 > 0.536
Positive Predictive Value 0.957 > 0.625
Total TP 132 > 75
Total TN 15680 < 15698
Total FP 21 < 45
Total FP CONTRA 2 < 5
Total FP INCONS 4 < 40
Total FP COMP 15 > 0
Total FN 8 < 65
P-value 0.0

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Performance plots


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

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

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Performance of PknotsRG - scored higher in this pairwise comparison

1. Total counts & total scores for PknotsRG

Total Base Pair Counts
Total TP 132
Total TN 15680
Total FP 21
Total FP CONTRA 2
Total FP INCONS 4
Total FP COMP 15
Total FN 8
Total Scores
MCC 0.949
Average MCC ± 95% Confidence Intervals 0.948 ± 0.064
Sensitivity 0.943
Positive Predictive Value 0.957
Nr of predictions 8

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
RFA_00767 1.00 1.00 1.00 18 1873 3 0 0 3 0
RFA_00768 1.00 1.00 1.00 18 1873 2 0 0 2 0
RFA_00769 0.97 1.00 0.95 18 1934 3 1 0 2 0
RFA_00770 0.88 0.78 1.00 14 2002 3 0 0 3 4
RFA_00773 0.97 1.00 0.95 18 1934 4 1 0 3 0
RFA_00779 0.97 0.94 1.00 17 1936 2 0 0 2 1
RFA_00808 1.00 1.00 1.00 16 2000 0 0 0 0 0
RFA_00809 0.79 0.81 0.76 13 2128 4 0 4 0 3

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Performance of Multilign(seed) - scored lower 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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Matthews Correlation Coeffient, Sensitivity and Positive Predictive Value have been calculated based on the paper by Gardener & Giegerich, 2004.