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 Murlet(seed) - scored lower in this pairwise comparison

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


Overview

Metric Afold Murlet(seed)
MCC 0.712 > 0.546
Average MCC ± 95% Confidence Intervals 0.726 ± 0.202 > 0.538 ± 0.166
Sensitivity 0.706 > 0.383
Positive Predictive Value 0.726 < 0.788
Total TP 151 > 82
Total TN 16573 < 16677
Total FP 96 > 25
Total FP CONTRA 17 > 4
Total FP INCONS 40 > 18
Total FP COMP 39 > 3
Total FN 63 < 132
P-value 0.0

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Performance plots


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

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for Afold and Murlet(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 Murlet(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 151
Total TN 16573
Total FP 96
Total FP CONTRA 17
Total FP INCONS 40
Total FP COMP 39
Total FN 63
Total Scores
MCC 0.712
Average MCC ± 95% Confidence Intervals 0.726 ± 0.202
Sensitivity 0.706
Positive Predictive Value 0.726
Nr of predictions 9

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

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

Total Base Pair Counts
Total TP 82
Total TN 16677
Total FP 25
Total FP CONTRA 4
Total FP INCONS 18
Total FP COMP 3
Total FN 132
Total Scores
MCC 0.546
Average MCC ± 95% Confidence Intervals 0.538 ± 0.166
Sensitivity 0.383
Positive Predictive Value 0.788
Nr of predictions 9

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2. Individual counts for Murlet(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 0 516 12 0 12 0 18
3A3A_A 0.63 0.40 1.00 12 1488 0 0 0 0 18
3IVN_B 0.62 0.52 0.75 12 887 4 2 2 0 11
3LA5_A 0.67 0.56 0.82 14 937 3 1 2 0 11
3NPB_A 0.59 0.35 1.00 13 2265 2 0 0 2 24
3O58_3 0.52 0.27 1.00 6 4758 1 0 0 1 16
3RKF_A 0.62 0.50 0.80 12 851 3 1 2 0 12
4A1C_2 0.59 0.35 1.00 7 4509 0 0 0 0 13
4ENB_A 0.63 0.40 1.00 6 466 0 0 0 0 9

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