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 CMfinder(seed) - scored lower in this pairwise comparison

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


Overview

Metric McQFold CMfinder(seed)
MCC 0.842 > 0.443
Average MCC ± 95% Confidence Intervals 0.859 ± 0.069 > 0.456 ± 0.186
Sensitivity 0.827 > 0.333
Positive Predictive Value 0.858 > 0.597
Total TP 206 > 83
Total TN 33696 < 33797
Total FP 44 < 57
Total FP CONTRA 14 > 3
Total FP INCONS 20 < 53
Total FP COMP 10 > 1
Total FN 43 < 166
P-value 1.06761512825e-08

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Performance plots


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

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for McQFold and CMfinder(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 CMfinder(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 206
Total TN 33696
Total FP 44
Total FP CONTRA 14
Total FP INCONS 20
Total FP COMP 10
Total FN 43
Total Scores
MCC 0.842
Average MCC ± 95% Confidence Intervals 0.859 ± 0.069
Sensitivity 0.827
Positive Predictive Value 0.858
Nr of predictions 11

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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
PDB_00005 0.88 0.79 1.00 11 935 0 0 0 0 3
PDB_00716 0.68 0.70 0.67 16 2677 9 0 8 1 7
PDB_01092 0.81 0.75 0.89 39 10109 6 1 4 1 13
RFA_00632 0.88 0.89 0.86 25 4066 4 3 1 0 3
RFA_00636 0.73 0.71 0.74 20 3978 7 5 2 0 8
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 CMfinder(seed) - scored lower in this pairwise comparison

1. Total counts & total scores for CMfinder(seed)

Total Base Pair Counts
Total TP 83
Total TN 33797
Total FP 57
Total FP CONTRA 3
Total FP INCONS 53
Total FP COMP 1
Total FN 166
Total Scores
MCC 0.443
Average MCC ± 95% Confidence Intervals 0.456 ± 0.186
Sensitivity 0.333
Positive Predictive Value 0.597
Nr of predictions 11

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2. Individual counts for CMfinder(seed) [ download as .csv ]

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
PDB_00005 0.47 0.36 0.63 5 938 3 0 3 0 9
PDB_00716 -0.01 0.00 0.00 0 2688 13 0 13 0 23
PDB_01092 0.38 0.21 0.69 11 10137 6 0 5 1 41
RFA_00632 0.27 0.25 0.29 7 4071 17 0 17 0 21
RFA_00636 0.71 0.64 0.78 18 3982 5 2 3 0 10
RFA_00769 0.71 0.50 1.00 9 1944 0 0 0 0 9
RFA_00770 0.71 0.50 1.00 9 2007 0 0 0 0 9
RFA_00773 0.00 0.00 0.00 0 1949 4 0 4 0 18
RFA_00779 0.71 0.50 1.00 9 1944 0 0 0 0 9
RFA_00808 0.68 0.56 0.82 9 2005 2 0 2 0 7
RFA_00809 0.41 0.38 0.46 6 2132 7 1 6 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.