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(20) - scored higher in this pairwise comparison

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

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


Overview

Metric RNASampler(20) Afold
MCC 0.689 > 0.565
Average MCC ± 95% Confidence Intervals 0.735 ± 0.176 > 0.593 ± 0.238
Sensitivity 0.601 > 0.591
Positive Predictive Value 0.795 > 0.547
Total TP 182 > 179
Total TN 42279 > 42181
Total FP 82 < 190
Total FP CONTRA 23 < 51
Total FP INCONS 24 < 97
Total FP COMP 35 < 42
Total FN 121 < 124
P-value 1.06761512825e-08

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Performance plots


  1. Comparison of performance of RNASampler(20) and Afold. 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(20) and Afold).

  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(20) and Afold).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for RNASampler(20) and Afold. 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(20) and Afold).

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Performance of RNASampler(20) - scored higher in this pairwise comparison

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

Total Base Pair Counts
Total TP 182
Total TN 42279
Total FP 82
Total FP CONTRA 23
Total FP INCONS 24
Total FP COMP 35
Total FN 121
Total Scores
MCC 0.689
Average MCC ± 95% Confidence Intervals 0.735 ± 0.176
Sensitivity 0.601
Positive Predictive Value 0.795
Nr of predictions 10

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
3A2K_C 0.98 0.95 1.00 21 1087 0 0 0 0 1
3IVN_B 0.91 0.83 1.00 19 884 0 0 0 0 4
3IZ4_A 0.52 0.41 0.65 39 25476 26 15 6 5 56
3JYV_7 0.97 0.95 1.00 19 1092 2 0 0 2 1
3LA5_A 0.89 0.80 1.00 20 934 0 0 0 0 5
3NPB_A 0.75 0.57 1.00 21 2257 5 0 0 5 16
3O58_3 0.51 0.50 0.52 11 4743 19 5 5 9 11
3RKF_A 0.91 0.83 1.00 20 846 0 0 0 0 4
4A1C_2 0.24 0.25 0.24 5 4495 30 3 13 14 15
4ENB_A 0.68 0.47 1.00 7 465 0 0 0 0 8

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Performance of Afold - scored lower in this pairwise comparison

1. Total counts & total scores for Afold

Total Base Pair Counts
Total TP 179
Total TN 42181
Total FP 190
Total FP CONTRA 51
Total FP INCONS 97
Total FP COMP 42
Total FN 124
Total Scores
MCC 0.565
Average MCC ± 95% Confidence Intervals 0.593 ± 0.238
Sensitivity 0.591
Positive Predictive Value 0.547
Nr of predictions 10

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
3A2K_C 0.46 0.50 0.44 11 1083 14 3 11 0 11
3IVN_B 0.91 0.83 1.00 19 884 0 0 0 0 4
3IZ4_A 0.52 0.57 0.48 54 25423 63 27 32 4 41
3JYV_7 -0.02 0.00 0.00 0 1088 23 4 19 0 20
3LA5_A 0.91 0.84 1.00 21 933 0 0 0 0 4
3NPB_A 0.82 0.73 0.93 27 2249 6 0 2 4 10
3O58_3 0.41 0.50 0.34 11 4732 38 6 15 17 11
3RKF_A 0.91 0.83 1.00 20 846 0 0 0 0 4
4A1C_2 0.19 0.25 0.15 5 4483 43 11 17 15 15
4ENB_A 0.81 0.73 0.92 11 460 3 0 1 2 4

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