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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric MXScarna(20) Afold
MCC 0.738 > 0.627
Average MCC ± 95% Confidence Intervals 0.754 ± 0.101 > 0.679 ± 0.141
Sensitivity 0.706 > 0.650
Positive Predictive Value 0.776 > 0.611
Total TP 349 > 321
Total TN 61050 > 60975
Total FP 232 < 328
Total FP CONTRA 44 < 64
Total FP INCONS 57 < 140
Total FP COMP 131 > 124
Total FN 145 < 173
P-value 3.36130997681e-08

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Performance plots


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

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

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

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

Total Base Pair Counts
Total TP 349
Total TN 61050
Total FP 232
Total FP CONTRA 44
Total FP INCONS 57
Total FP COMP 131
Total FN 145
Total Scores
MCC 0.738
Average MCC ± 95% Confidence Intervals 0.754 ± 0.101
Sensitivity 0.706
Positive Predictive Value 0.776
Nr of predictions 19

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2. Individual counts for MXScarna(20) [ 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 0.73 0.72 0.76 13 340 5 0 4 1 5
2WRQ_Y 1.00 1.00 1.00 9 1143 14 0 0 14 0
2XXA_G 0.88 0.86 0.91 30 2012 4 0 3 1 5
3A2K_C 0.74 0.73 0.76 16 1087 6 1 4 1 6
3G4S_9 0.78 0.77 0.80 20 2711 16 2 3 11 6
3IVN_B 0.81 0.74 0.89 17 884 2 2 0 0 6
3IZ4_A 0.58 0.54 0.63 51 25455 35 18 12 5 44
3IZF_C 0.87 0.89 0.86 31 2604 12 0 5 7 4
3JYV_7 0.95 0.90 1.00 18 1093 2 0 0 2 2
3JYX_3 0.73 0.73 0.73 11 2363 26 0 4 22 4
3JYX_4 0.70 0.83 0.59 10 4739 32 5 2 25 2
3LA5_A 0.87 0.80 0.95 20 933 1 1 0 0 5
3NPB_A 0.77 0.73 0.82 27 2245 9 2 4 3 10
3O58_3 0.62 0.59 0.65 13 4744 18 5 2 11 9
3O58_2 0.92 0.90 0.93 28 2724 13 0 2 11 3
3RKF_A 0.86 0.75 1.00 18 848 0 0 0 0 6
4A1C_2 0.22 0.25 0.21 5 4492 36 8 11 17 15
4ENB_A 0.29 0.13 0.67 2 469 1 0 1 0 13

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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.