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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric RNASampler(seed) RDfolder
MCC 0.641 > 0.561
Average MCC ± 95% Confidence Intervals 0.633 ± 0.095 > 0.584 ± 0.145
Sensitivity 0.562 > 0.481
Positive Predictive Value 0.736 > 0.663
Total TP 131 > 112
Total TN 27387 < 27396
Total FP 48 < 59
Total FP CONTRA 20 > 12
Total FP INCONS 27 < 45
Total FP COMP 1 < 2
Total FN 102 < 121
P-value 1.84361416392e-08

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Performance plots


  1. Comparison of performance of RNASampler(seed) and RDfolder. 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 RNASampler(seed) and RDfolder).

  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 RNASampler(seed) and RDfolder).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for RNASampler(seed) and RDfolder. 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 RNASampler(seed) and RDfolder).

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Performance of RNASampler(seed) - scored higher in this pairwise comparison

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

Total Base Pair Counts
Total TP 131
Total TN 27387
Total FP 48
Total FP CONTRA 20
Total FP INCONS 27
Total FP COMP 1
Total FN 102
Total Scores
MCC 0.641
Average MCC ± 95% Confidence Intervals 0.633 ± 0.095
Sensitivity 0.562
Positive Predictive Value 0.736
Nr of predictions 12

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2. Individual counts for RNASampler(seed) [ 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 0.50 0.39 0.64 9 2687 6 0 5 1 14
RFA_00632 0.78 0.68 0.90 19 4074 2 1 1 0 9
RFA_00636 0.85 0.75 0.95 21 3983 1 1 0 0 7
RFA_00767 0.65 0.56 0.77 10 1878 3 3 0 0 8
RFA_00768 0.65 0.56 0.77 10 1878 3 3 0 0 8
RFA_00769 0.59 0.56 0.63 10 1937 6 1 5 0 8
RFA_00770 0.52 0.39 0.70 7 2006 3 3 0 0 11
RFA_00773 0.59 0.50 0.69 9 1940 4 4 0 0 9
RFA_00779 0.65 0.56 0.77 10 1940 3 3 0 0 8
RFA_00808 0.58 0.56 0.60 9 2001 6 0 6 0 7
RFA_00809 0.36 0.38 0.35 6 2128 11 1 10 0 10

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Performance of RDfolder - scored lower in this pairwise comparison

1. Total counts & total scores for RDfolder

Total Base Pair Counts
Total TP 112
Total TN 27396
Total FP 59
Total FP CONTRA 12
Total FP INCONS 45
Total FP COMP 2
Total FN 121
Total Scores
MCC 0.561
Average MCC ± 95% Confidence Intervals 0.584 ± 0.145
Sensitivity 0.481
Positive Predictive Value 0.663
Nr of predictions 12

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2. Individual counts for RDfolder [ 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 2684 18 1 16 1 23
RFA_00632 0.62 0.54 0.71 15 4074 6 1 5 0 13
RFA_00636 0.65 0.64 0.67 18 3978 9 3 6 0 10
RFA_00767 0.71 0.50 1.00 9 1882 0 0 0 0 9
RFA_00768 0.74 0.56 1.00 10 1881 0 0 0 0 8
RFA_00769 0.50 0.50 0.50 9 1935 9 4 5 0 9
RFA_00770 0.47 0.39 0.58 7 2004 5 1 4 0 11
RFA_00773 0.67 0.50 0.90 9 1943 1 1 0 0 9
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 3 0 2 1 7
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.