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 RNAfold - scored lower in this pairwise comparison

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


Overview

Metric Multilign(seed) RNAfold
MCC 0.485 > 0.462
Average MCC ± 95% Confidence Intervals 0.399 ± 0.173 < 0.457 ± 0.159
Sensitivity 0.386 < 0.437
Positive Predictive Value 0.619 > 0.497
Total TP 83 < 94
Total TN 22737 > 22682
Total FP 52 < 107
Total FP CONTRA 6 < 15
Total FP INCONS 45 < 80
Total FP COMP 1 < 12
Total FN 132 > 121
P-value 3.25008686899e-05

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Performance plots


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

  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 RNAfold).

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

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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 83
Total TN 22737
Total FP 52
Total FP CONTRA 6
Total FP INCONS 45
Total FP COMP 1
Total FN 132
Total Scores
MCC 0.485
Average MCC ± 95% Confidence Intervals 0.399 ± 0.173
Sensitivity 0.386
Positive Predictive Value 0.619
Nr of predictions 13

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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_00416 0.57 0.53 0.62 8 1472 6 1 4 1 7
RFA_00654 0.00 0.00 0.00 0 2414 1 0 1 0 18
RFA_00658 0.00 0.00 0.00 0 1128 0 0 0 0 14
RFA_00664 0.00 0.00 0.00 0 990 0 0 0 0 14
RFA_00708 0.00 0.00 0.00 0 1035 0 0 0 0 14
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 RNAfold - scored lower in this pairwise comparison

1. Total counts & total scores for RNAfold

Total Base Pair Counts
Total TP 94
Total TN 22682
Total FP 107
Total FP CONTRA 15
Total FP INCONS 80
Total FP COMP 12
Total FN 121
Total Scores
MCC 0.462
Average MCC ± 95% Confidence Intervals 0.457 ± 0.159
Sensitivity 0.437
Positive Predictive Value 0.497
Nr of predictions 13

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
RFA_00416 0.93 0.93 0.93 14 1470 4 0 1 3 1
RFA_00654 0.27 0.28 0.28 5 2397 13 2 11 0 13
RFA_00658 0.59 0.50 0.70 7 1118 5 0 3 2 7
RFA_00664 -0.01 0.00 0.00 0 980 11 0 10 1 14
RFA_00708 0.40 0.29 0.57 4 1028 3 0 3 0 10
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 0.52 0.56 0.50 10 1933 10 4 6 0 8
RFA_00770 0.68 0.56 0.83 10 2004 5 0 2 3 8
RFA_00773 0.55 0.56 0.56 10 1935 8 2 6 0 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 18 2 13 3 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.