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

  1. Overview

  2. Performance Plots

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

  4. Performance of Mastr(20) - scored lower in this pairwise comparison

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


Overview

Metric Contrafold Mastr(20)
MCC 0.664 > 0.620
Average MCC ± 95% Confidence Intervals 0.679 ± 0.096 > 0.584 ± 0.128
Sensitivity 0.681 > 0.473
Positive Predictive Value 0.654 < 0.819
Total TP 610 > 424
Total TN 91929 < 92344
Total FP 460 > 174
Total FP CONTRA 106 > 16
Total FP INCONS 217 > 78
Total FP COMP 137 > 80
Total FN 286 < 472
P-value 4.1569883686e-08

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Performance plots


  1. Comparison of performance of Contrafold and Mastr(20). 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 Contrafold and Mastr(20)).

  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 Contrafold and Mastr(20)).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for Contrafold and Mastr(20). 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 Contrafold and Mastr(20)).

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Performance of Contrafold - scored higher in this pairwise comparison

1. Total counts & total scores for Contrafold

Total Base Pair Counts
Total TP 610
Total TN 91929
Total FP 460
Total FP CONTRA 106
Total FP INCONS 217
Total FP COMP 137
Total FN 286
Total Scores
MCC 0.664
Average MCC ± 95% Confidence Intervals 0.679 ± 0.096
Sensitivity 0.681
Positive Predictive Value 0.654
Nr of predictions 34

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2. Individual counts for Contrafold [ 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 0.94 0.94 0.94 17 339 2 0 1 1 1
2WRQ_Y 1.00 1.00 1.00 9 1143 14 0 0 14 0
2XKV_B 0.64 0.73 0.57 8 1821 27 0 6 21 3
2XQD_Y 0.85 0.86 0.86 18 1108 4 0 3 1 3
2XXA_G 0.10 0.11 0.12 4 2012 30 2 27 1 31
3A2K_C 0.49 0.55 0.46 12 1082 14 3 11 0 10
3AMU_B 0.75 0.79 0.71 15 1136 9 0 6 3 4
3G4S_9 0.45 0.50 0.42 13 2705 24 6 12 6 13
3GX2_A 0.93 0.89 0.96 25 1423 2 1 0 1 3
3IVN_B 0.91 0.83 1.00 19 884 0 0 0 0 4
3IZ4_A 0.57 0.58 0.57 55 25440 49 18 23 8 40
3IZF_C 0.89 0.91 0.86 32 2603 11 0 5 6 3
3J20_0 0.53 0.57 0.50 12 1195 13 3 9 1 9
3J20_1 1.00 1.00 1.00 20 1092 5 0 0 5 0
3J2L_3 0.74 0.76 0.72 26 2984 16 1 9 6 8
3JYV_7 -0.02 0.00 0.00 0 1091 20 4 16 0 20
3JYX_4 0.39 0.58 0.27 7 4730 35 13 6 16 5
3JYX_3 0.33 0.47 0.24 7 2349 24 16 6 2 8
3LA5_A 0.91 0.84 1.00 21 933 0 0 0 0 4
3NPB_A 0.86 0.84 0.89 31 2243 9 1 3 5 6
3O58_2 0.92 0.94 0.91 29 2722 10 0 3 7 2
3O58_3 0.32 0.36 0.29 8 4736 21 7 13 1 14
3PDR_A 0.83 0.86 0.80 43 4786 13 5 6 2 7
3RKF_A 0.87 0.83 0.91 20 844 2 2 0 0 4
3SD1_A 0.68 0.69 0.69 20 1504 9 5 4 0 9
3ZEX_C 0.35 0.34 0.37 10 5347 23 4 13 6 19
3ZEX_D 0.87 0.86 0.88 30 2762 11 0 4 7 5
4A1C_3 0.81 0.81 0.81 30 2726 10 0 7 3 7
4A1C_2 0.21 0.25 0.19 5 4489 33 9 13 11 15
4AOB_A 0.53 0.52 0.56 15 1410 13 3 9 1 14
4ENB_A 0.85 0.73 1.00 11 461 1 0 0 1 4
4ENC_A 0.85 0.73 1.00 11 485 1 0 0 1 4
4FRG_B 0.73 0.71 0.77 17 1180 5 3 2 0 7

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Performance of Mastr(20) - scored lower in this pairwise comparison

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

Total Base Pair Counts
Total TP 424
Total TN 92344
Total FP 174
Total FP CONTRA 16
Total FP INCONS 78
Total FP COMP 80
Total FN 472
Total Scores
MCC 0.620
Average MCC ± 95% Confidence Intervals 0.584 ± 0.128
Sensitivity 0.473
Positive Predictive Value 0.819
Nr of predictions 34

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2. Individual counts for Mastr(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 0.88 0.83 0.94 15 341 2 0 1 1 3
2WRQ_Y 1.00 1.00 1.00 9 1143 13 0 0 13 0
2XKV_B 0.60 0.36 1.00 4 1831 3 0 0 3 7
2XQD_Y 0.98 0.95 1.00 20 1109 1 0 0 1 1
2XXA_G 0.44 0.20 1.00 7 2038 0 0 0 0 28
3A2K_C 0.81 0.77 0.85 17 1088 3 0 3 0 5
3AMU_B 0.89 0.79 1.00 15 1142 2 0 0 2 4
3G4S_9 0.68 0.62 0.76 16 2715 10 2 3 5 10
3GX2_A 0.46 0.39 0.55 11 1429 10 2 7 1 17
3IVN_B 0.86 0.83 0.90 19 882 2 2 0 0 4
3IZ4_A 0.00 0.00 0.00 0 25536 0 0 0 0 95
3IZF_C 0.91 0.91 0.91 32 2605 9 0 3 6 3
3J20_0 0.95 0.95 0.95 20 1198 2 1 0 1 1
3J20_1 0.26 0.25 0.29 5 1095 12 1 11 0 15
3J2L_3 0.42 0.38 0.48 13 2993 16 2 12 2 21
3JYV_7 0.97 0.95 1.00 19 1092 2 0 0 2 1
3JYX_4 0.00 0.00 0.00 0 4756 0 0 0 0 12
3JYX_3 0.77 0.80 0.75 12 2362 26 0 4 22 3
3LA5_A 0.89 0.80 1.00 20 934 0 0 0 0 5
3NPB_A 0.34 0.30 0.41 11 2251 18 1 15 2 26
3O58_2 0.93 0.94 0.94 29 2723 12 0 2 10 2
3O58_3 0.00 0.00 0.00 0 4764 0 0 0 0 22
3PDR_A 0.00 0.00 0.00 0 4840 0 0 0 0 50
3RKF_A 0.84 0.71 1.00 17 849 0 0 0 0 7
3SD1_A 0.73 0.72 0.75 21 1505 7 4 3 0 8
3ZEX_C 0.00 0.00 0.00 0 5374 0 0 0 0 29
3ZEX_D 0.93 0.91 0.94 32 2762 7 0 2 5 3
4A1C_3 0.88 0.86 0.89 32 2727 7 0 4 3 5
4A1C_2 0.00 0.00 0.00 0 4516 0 0 0 0 20
4AOB_A 0.42 0.34 0.53 10 1418 10 1 8 1 19
4ENB_A 0.44 0.20 1.00 3 469 0 0 0 0 12
4ENC_A 0.57 0.33 1.00 5 491 0 0 0 0 10
4FRG_B 0.00 0.00 0.00 0 1202 0 0 0 0 24

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