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

  1. Overview

  2. Performance Plots

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

  4. Performance of Mastr(20) - scored lower in this pairwise comparison

  5. Compile and download dataset for RNAfold & Mastr(20) [.zip] - may take several seconds...


Overview

Metric RNAfold Mastr(20)
MCC 0.702 > 0.561
Average MCC ± 95% Confidence Intervals 0.705 ± 0.378 > 0.572 ± 0.485
Sensitivity 0.617 > 0.459
Positive Predictive Value 0.804 > 0.693
Total TP 82 > 61
Total TN 14631 < 14645
Total FP 22 < 28
Total FP CONTRA 6 > 4
Total FP INCONS 14 < 23
Total FP COMP 2 > 1
Total FN 51 < 72
P-value 0.0

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Performance plots


  1. Comparison of performance of RNAfold and Mastr(20). 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 RNAfold and Mastr(20)).

  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 RNAfold and Mastr(20)).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for RNAfold and Mastr(20). 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 RNAfold and Mastr(20)).

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Performance of RNAfold - scored higher in this pairwise comparison

1. Total counts & total scores for RNAfold

Total Base Pair Counts
Total TP 82
Total TN 14631
Total FP 22
Total FP CONTRA 6
Total FP INCONS 14
Total FP COMP 2
Total FN 51
Total Scores
MCC 0.702
Average MCC ± 95% Confidence Intervals 0.705 ± 0.378
Sensitivity 0.617
Positive Predictive Value 0.804
Nr of predictions 5

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
PDB_00571 0.17 0.16 0.19 4 3300 17 6 11 0 21
PDB_00828 0.88 0.78 1.00 21 2464 0 0 0 0 6
PDB_00829 0.86 0.75 1.00 18 2260 0 0 0 0 6
PDB_01020 0.86 0.74 1.00 17 2261 1 0 0 1 6
PDB_01073 0.75 0.65 0.88 22 4346 4 0 3 1 12

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Performance of Mastr(20) - scored lower in this pairwise comparison

1. Total counts & total scores for Mastr(20)

Total Base Pair Counts
Total TP 61
Total TN 14645
Total FP 28
Total FP CONTRA 4
Total FP INCONS 23
Total FP COMP 1
Total FN 72
Total Scores
MCC 0.561
Average MCC ± 95% Confidence Intervals 0.572 ± 0.485
Sensitivity 0.459
Positive Predictive Value 0.693
Nr of predictions 5

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2. Individual counts for Mastr(20) [ download as .csv ]

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
PDB_00571 -0.01 0.00 0.00 0 3302 20 3 16 1 25
PDB_00828 0.88 0.78 1.00 21 2464 0 0 0 0 6
PDB_00829 0.84 0.71 1.00 17 2261 0 0 0 0 7
PDB_01020 0.81 0.65 1.00 15 2263 0 0 0 0 8
PDB_01073 0.34 0.24 0.50 8 4355 8 1 7 0 26

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Matthews Correlation Coeffient, Sensitivity and Positive Predictive Value have been calculated based on the paper by Gardener & Giegerich, 2004.