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

  1. Overview

  2. Performance Plots

  3. Performance of CMfinder(seed) - scored higher in this pairwise comparison

  4. Performance of CRWrnafold - scored lower in this pairwise comparison

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


Overview

Metric CMfinder(seed) CRWrnafold
MCC 0.443 > 0.434
Average MCC ± 95% Confidence Intervals 0.456 ± 0.186 > 0.411 ± 0.203
Sensitivity 0.333 < 0.414
Positive Predictive Value 0.597 > 0.464
Total TP 83 < 103
Total TN 33797 > 33714
Total FP 57 < 130
Total FP CONTRA 3 < 16
Total FP INCONS 53 < 103
Total FP COMP 1 < 11
Total FN 166 > 146
P-value 0.00278379982001

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Performance plots


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

  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 CMfinder(seed) and CRWrnafold).

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

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Performance of CMfinder(seed) - scored higher 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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Performance of CRWrnafold - scored lower in this pairwise comparison

1. Total counts & total scores for CRWrnafold

Total Base Pair Counts
Total TP 103
Total TN 33714
Total FP 130
Total FP CONTRA 16
Total FP INCONS 103
Total FP COMP 11
Total FN 146
Total Scores
MCC 0.434
Average MCC ± 95% Confidence Intervals 0.411 ± 0.203
Sensitivity 0.414
Positive Predictive Value 0.464
Nr of predictions 11

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2. Individual counts for CRWrnafold [ 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 2680 22 0 21 1 23
PDB_01092 0.68 0.62 0.76 32 10111 12 1 9 2 20
RFA_00632 0.37 0.36 0.38 10 4069 19 0 16 3 18
RFA_00636 0.51 0.50 0.52 14 3978 13 3 10 0 14
RFA_00769 0.54 0.56 0.53 10 1934 9 4 5 0 8
RFA_00770 -0.01 0.00 0.00 0 2002 17 1 13 3 18
RFA_00773 0.59 0.56 0.63 10 1937 6 1 5 0 8
RFA_00779 0.59 0.56 0.63 10 1937 6 3 3 0 8
RFA_00808 -0.01 0.00 0.00 0 2000 18 2 14 2 16
RFA_00809 0.40 0.38 0.43 6 2131 8 1 7 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.