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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric Afold RNASampler(seed)
MCC 0.647 > 0.627
Average MCC ± 95% Confidence Intervals 0.664 ± 0.325 > 0.583 ± 0.380
Sensitivity 0.672 > 0.555
Positive Predictive Value 0.630 < 0.717
Total TP 92 > 76
Total TN 12931 < 12971
Total FP 87 > 43
Total FP CONTRA 17 > 9
Total FP INCONS 37 > 21
Total FP COMP 33 > 13
Total FN 45 < 61
P-value 0.0

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Performance plots


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

  2. Comparison of average Matthews Correlation Coefficients (MCCs) for Afold and RNASampler(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 Afold and RNASampler(seed)).

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Performance of Afold - scored higher in this pairwise comparison

1. Total counts & total scores for Afold

Total Base Pair Counts
Total TP 92
Total TN 12931
Total FP 87
Total FP CONTRA 17
Total FP INCONS 37
Total FP COMP 33
Total FN 45
Total Scores
MCC 0.647
Average MCC ± 95% Confidence Intervals 0.664 ± 0.325
Sensitivity 0.672
Positive Predictive Value 0.630
Nr of predictions 6

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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
2LC8_A 0.64 0.61 0.69 11 512 6 0 5 1 7
3A3A_A 0.93 0.87 1.00 26 1474 0 0 0 0 4
3IVN_B 0.91 0.83 1.00 19 884 0 0 0 0 4
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

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

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

Total Base Pair Counts
Total TP 76
Total TN 12971
Total FP 43
Total FP CONTRA 9
Total FP INCONS 21
Total FP COMP 13
Total FN 61
Total Scores
MCC 0.627
Average MCC ± 95% Confidence Intervals 0.583 ± 0.380
Sensitivity 0.555
Positive Predictive Value 0.717
Nr of predictions 6

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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
2LC8_A -0.03 0.00 0.00 0 518 10 0 10 0 18
3A3A_A 0.77 0.60 1.00 18 1482 0 0 0 0 12
3IVN_B 0.91 0.83 1.00 19 884 0 0 0 0 4
3O58_3 0.54 0.50 0.58 11 4745 13 5 3 5 11
3RKF_A 0.91 0.83 1.00 20 846 0 0 0 0 4
4A1C_2 0.40 0.40 0.40 8 4496 20 4 8 8 12

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