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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric McQFold Multilign(seed)
MCC 0.765 > 0.485
Average MCC ± 95% Confidence Intervals 0.726 ± 0.226 > 0.399 ± 0.173
Sensitivity 0.730 > 0.386
Positive Predictive Value 0.805 > 0.619
Total TP 157 > 83
Total TN 22676 < 22737
Total FP 54 > 52
Total FP CONTRA 7 > 6
Total FP INCONS 31 < 45
Total FP COMP 16 > 1
Total FN 58 < 132
P-value 2.24270395587e-08

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Performance plots


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

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

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Performance of McQFold - scored higher in this pairwise comparison

1. Total counts & total scores for McQFold

Total Base Pair Counts
Total TP 157
Total TN 22676
Total FP 54
Total FP CONTRA 7
Total FP INCONS 31
Total FP COMP 16
Total FN 58
Total Scores
MCC 0.765
Average MCC ± 95% Confidence Intervals 0.726 ± 0.226
Sensitivity 0.730
Positive Predictive Value 0.805
Nr of predictions 13

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
RFA_00416 1.00 1.00 1.00 15 1470 4 0 0 4 0
RFA_00654 -0.01 0.00 0.00 0 2403 12 2 10 0 18
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 4 0 3 1 10
RFA_00767 1.00 1.00 1.00 18 1873 0 0 0 0 0
RFA_00768 1.00 1.00 1.00 18 1873 0 0 0 0 0
RFA_00769 0.85 0.94 0.77 17 1931 5 4 1 0 1
RFA_00770 0.88 0.78 1.00 14 2002 4 0 0 4 4
RFA_00773 0.97 1.00 0.95 18 1934 5 1 0 4 0
RFA_00779 0.97 0.94 1.00 17 1936 0 0 0 0 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 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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Matthews Correlation Coeffient, Sensitivity and Positive Predictive Value have been calculated based on the paper by Gardener & Giegerich, 2004.