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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric Sfold CMfinder(seed)
MCC 0.460 > 0.443
Average MCC ± 95% Confidence Intervals 0.463 ± 0.199 > 0.456 ± 0.186
Sensitivity 0.434 > 0.333
Positive Predictive Value 0.495 < 0.597
Total TP 108 > 83
Total TN 33718 < 33797
Total FP 119 > 57
Total FP CONTRA 13 > 3
Total FP INCONS 97 > 53
Total FP COMP 9 > 1
Total FN 141 < 166
P-value 0.000237629262871

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Performance plots


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

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for Sfold 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 Sfold and CMfinder(seed)).

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Performance of Sfold - scored higher in this pairwise comparison

1. Total counts & total scores for Sfold

Total Base Pair Counts
Total TP 108
Total TN 33718
Total FP 119
Total FP CONTRA 13
Total FP INCONS 97
Total FP COMP 9
Total FN 141
Total Scores
MCC 0.460
Average MCC ± 95% Confidence Intervals 0.463 ± 0.199
Sensitivity 0.434
Positive Predictive Value 0.495
Nr of predictions 11

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2. Individual counts for Sfold [ 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 -0.01 0.00 0.00 0 2678 24 1 22 1 23
PDB_01092 0.76 0.63 0.92 33 10117 5 0 3 2 19
RFA_00632 0.24 0.25 0.25 7 4067 21 2 19 0 21
RFA_00636 0.40 0.39 0.41 11 3978 16 2 14 0 17
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 0.57 0.56 0.59 10 1936 7 1 6 0 8
RFA_00779 0.68 0.56 0.83 10 1941 2 0 2 0 8
RFA_00808 -0.01 0.00 0.00 0 2000 19 2 14 3 16
RFA_00809 0.37 0.38 0.38 6 2129 10 1 9 0 10

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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.