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 0.657 > 0.525
Average MCC ± 95% Confidence Intervals 0.667 ± 0.186 > 0.514 ± 0.135
Sensitivity 0.664 > 0.355
Positive Predictive Value 0.659 < 0.788
Total TP 174 > 93
Total TN 21248 < 21394
Total FP 142 > 30
Total FP CONTRA 27 > 4
Total FP INCONS 63 > 21
Total FP COMP 52 > 5
Total FN 88 < 169
P-value 1.01499922709e-08

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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 174
Total TN 21248
Total FP 142
Total FP CONTRA 27
Total FP INCONS 63
Total FP COMP 52
Total FN 88
Total Scores
MCC 0.657
Average MCC ± 95% Confidence Intervals 0.667 ± 0.186
Sensitivity 0.664
Positive Predictive Value 0.659
Nr of predictions 11

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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
3J3E_8 0.26 0.33 0.21 5 2718 31 6 13 12 10
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
3W3S_B 0.55 0.55 0.56 18 1957 15 4 10 1 15
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 93
Total TN 21394
Total FP 30
Total FP CONTRA 4
Total FP INCONS 21
Total FP COMP 5
Total FN 169
Total Scores
MCC 0.525
Average MCC ± 95% Confidence Intervals 0.514 ± 0.135
Sensitivity 0.355
Positive Predictive Value 0.788
Nr of predictions 11

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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
3J3E_8 0.36 0.13 1.00 2 2740 2 0 0 2 13
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
3W3S_B 0.45 0.27 0.75 9 1977 3 0 3 0 24
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.