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

  1. Overview

  2. Performance Plots

  3. Performance of Murlet(20) - scored higher in this pairwise comparison

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

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


Overview

Metric Murlet(20) Afold
MCC 0.660 > 0.627
Average MCC ± 95% Confidence Intervals 0.676 ± 0.099 < 0.679 ± 0.141
Sensitivity 0.551 < 0.650
Positive Predictive Value 0.795 > 0.611
Total TP 272 < 321
Total TN 61158 > 60975
Total FP 129 < 328
Total FP CONTRA 16 < 64
Total FP INCONS 54 < 140
Total FP COMP 59 < 124
Total FN 222 > 173
P-value 2.58591186215e-08

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Performance plots


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

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

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

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

Total Base Pair Counts
Total TP 272
Total TN 61158
Total FP 129
Total FP CONTRA 16
Total FP INCONS 54
Total FP COMP 59
Total FN 222
Total Scores
MCC 0.660
Average MCC ± 95% Confidence Intervals 0.676 ± 0.099
Sensitivity 0.551
Positive Predictive Value 0.795
Nr of predictions 19

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2KDQ_B 0.70 0.50 1.00 5 169 0 0 0 0 5
2L94_A 0.51 0.50 0.56 9 341 8 0 7 1 9
2WRQ_Y 0.63 0.67 0.60 6 1142 13 1 3 9 3
2XXA_G 0.44 0.20 1.00 7 2038 0 0 0 0 28
3A2K_C 0.88 0.86 0.90 19 1087 2 0 2 0 3
3G4S_9 0.85 0.77 0.95 20 2715 5 0 1 4 6
3IVN_B 0.80 0.65 1.00 15 888 0 0 0 0 8
3IZ4_A 0.46 0.33 0.66 31 25489 22 3 13 6 64
3IZF_C 0.88 0.83 0.94 29 2609 5 0 2 3 6
3JYV_7 0.84 0.80 0.89 16 1093 4 0 2 2 4
3JYX_3 0.76 0.73 0.79 11 2364 14 0 3 11 4
3JYX_4 0.72 0.75 0.69 9 4743 15 3 1 11 3
3LA5_A 0.80 0.64 1.00 16 938 0 0 0 0 9
3NPB_A 0.65 0.43 1.00 16 2262 2 0 0 2 21
3O58_3 0.37 0.32 0.44 7 4748 13 4 5 4 15
3O58_2 1.00 1.00 1.00 31 2723 2 0 0 2 0
3RKF_A 0.81 0.67 1.00 16 850 0 0 0 0 8
4A1C_2 0.22 0.25 0.20 5 4491 24 5 15 4 15
4ENB_A 0.51 0.27 1.00 4 468 0 0 0 0 11

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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 321
Total TN 60975
Total FP 328
Total FP CONTRA 64
Total FP INCONS 140
Total FP COMP 124
Total FN 173
Total Scores
MCC 0.627
Average MCC ± 95% Confidence Intervals 0.679 ± 0.141
Sensitivity 0.650
Positive Predictive Value 0.611
Nr of predictions 19

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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
2KDQ_B 1.00 1.00 1.00 10 164 0 0 0 0 0
2L94_A 1.00 1.00 1.00 18 339 1 0 0 1 0
2WRQ_Y 1.00 1.00 1.00 9 1143 14 0 0 14 0
2XXA_G 0.35 0.34 0.38 12 2013 21 1 19 1 23
3A2K_C 0.46 0.50 0.44 11 1083 14 3 11 0 11
3G4S_9 0.73 0.69 0.78 18 2713 13 2 3 8 8
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
3IZF_C 0.83 0.86 0.81 30 2603 11 0 7 4 5
3JYV_7 -0.02 0.00 0.00 0 1088 23 4 19 0 20
3JYX_3 0.64 0.67 0.63 10 2362 29 0 6 23 5
3JYX_4 0.61 0.83 0.45 10 4734 35 10 2 23 2
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
3O58_2 0.80 0.81 0.81 25 2723 14 0 6 8 6
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.