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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric ProbKnot CMfinder(seed)
MCC 0.513 > 0.443
Average MCC ± 95% Confidence Intervals 0.513 ± 0.147 > 0.456 ± 0.186
Sensitivity 0.494 > 0.333
Positive Predictive Value 0.539 < 0.597
Total TP 123 > 83
Total TN 33708 < 33797
Total FP 111 > 57
Total FP CONTRA 12 > 3
Total FP INCONS 93 > 53
Total FP COMP 6 > 1
Total FN 126 < 166
P-value 2.12160100812e-08

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Performance plots


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

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

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Performance of ProbKnot - scored higher in this pairwise comparison

1. Total counts & total scores for ProbKnot

Total Base Pair Counts
Total TP 123
Total TN 33708
Total FP 111
Total FP CONTRA 12
Total FP INCONS 93
Total FP COMP 6
Total FN 126
Total Scores
MCC 0.513
Average MCC ± 95% Confidence Intervals 0.513 ± 0.147
Sensitivity 0.494
Positive Predictive Value 0.539
Nr of predictions 11

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
PDB_00005 0.78 0.79 0.79 11 932 3 0 3 0 3
PDB_00716 -0.01 0.00 0.00 0 2680 22 0 21 1 23
PDB_01092 0.73 0.63 0.85 33 10114 8 1 5 2 19
RFA_00632 0.40 0.39 0.41 11 4068 16 0 16 0 17
RFA_00636 0.44 0.46 0.43 13 3975 17 0 17 0 15
RFA_00769 0.54 0.56 0.53 10 1934 9 4 5 0 8
RFA_00770 0.59 0.56 0.63 10 2000 9 0 6 3 8
RFA_00773 0.55 0.56 0.56 10 1935 8 3 5 0 8
RFA_00779 0.63 0.56 0.71 10 1939 4 3 1 0 8
RFA_00808 0.65 0.56 0.75 9 2004 3 0 3 0 7
RFA_00809 0.35 0.38 0.33 6 2127 12 1 11 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.