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

  1. Overview

  2. Performance Plots

  3. Performance of CentroidAlifold(seed) - scored higher in this pairwise comparison

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

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


Overview

Metric CentroidAlifold(seed) Afold
MCC 0.671 > 0.646
Average MCC ± 95% Confidence Intervals 0.621 ± 0.092 < 0.703 ± 0.108
Sensitivity 0.536 < 0.681
Positive Predictive Value 0.845 > 0.620
Total TP 457 < 580
Total TN 97728 > 97333
Total FP 139 < 517
Total FP CONTRA 37 < 128
Total FP INCONS 47 < 228
Total FP COMP 55 < 161
Total FN 395 > 272
P-value 7.5939721025e-08

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Performance plots


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

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for CentroidAlifold(seed) 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 CentroidAlifold(seed) and Afold).

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Performance of CentroidAlifold(seed) - scored higher in this pairwise comparison

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

Total Base Pair Counts
Total TP 457
Total TN 97728
Total FP 139
Total FP CONTRA 37
Total FP INCONS 47
Total FP COMP 55
Total FN 395
Total Scores
MCC 0.671
Average MCC ± 95% Confidence Intervals 0.621 ± 0.092
Sensitivity 0.536
Positive Predictive Value 0.845
Nr of predictions 34

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2. Individual counts for CentroidAlifold(seed) [ download as .csv ]

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2KE6_A 0.44 0.44 0.47 8 450 10 0 9 1 10
2KUR_A 0.77 0.74 0.82 14 450 4 0 3 1 5
2KUU_A 0.88 0.83 0.94 15 431 3 0 1 2 3
2KUV_A 0.46 0.47 0.50 9 421 9 0 9 0 10
2KUW_A 0.44 0.44 0.47 8 453 10 0 9 1 10
2KX8_A 0.00 0.00 0.00 0 371 0 0 0 0 16
2L1F_B 1.00 1.00 1.00 24 767 0 0 0 0 0
2L1F_A 1.00 1.00 1.00 23 740 0 0 0 0 0
2L94_A 0.51 0.50 0.56 9 341 8 0 7 1 9
2LC8_A 0.00 0.00 0.00 0 528 0 0 0 0 18
2WRQ_Y 0.47 0.22 1.00 2 1150 4 0 0 4 7
2XXA_G 0.83 0.74 0.93 26 2017 4 0 2 2 9
2ZZM_B 0.00 0.00 0.00 0 1358 6 0 0 6 15
2ZZN_D 0.52 0.27 1.00 6 978 0 0 0 0 16
3A2K_C 0.52 0.27 1.00 6 1102 0 0 0 0 16
3A3A_A 0.95 0.90 1.00 27 1473 0 0 0 0 3
3AKZ_H 0.50 0.25 1.00 5 1122 1 0 0 1 15
3IVN_B 0.86 0.83 0.90 19 882 2 2 0 0 4
3IYQ_A 0.56 0.55 0.57 28 22391 30 19 2 9 23
3IZ4_A 0.58 0.43 0.77 41 25483 17 12 0 5 54
3IZF_C 0.67 0.46 1.00 16 2624 0 0 0 0 19
3J3E_8 0.39 0.20 0.75 3 2738 1 1 0 0 12
3JYV_7 0.50 0.25 1.00 5 1106 1 0 0 1 15
3JYX_3 0.65 0.53 0.80 8 2368 8 0 2 6 7
3JYX_4 0.91 0.83 1.00 10 4746 3 0 0 3 2
3LA5_A 0.87 0.80 0.95 20 933 1 1 0 0 5
3NPB_A 0.79 0.65 0.96 24 2253 5 0 1 4 13
3O58_2 0.72 0.52 1.00 16 2738 0 0 0 0 15
3O58_3 0.68 0.50 0.92 11 4752 2 1 0 1 11
3RKF_A 0.91 0.83 1.00 20 846 0 0 0 0 4
3W3S_B 0.80 0.70 0.92 23 1964 4 0 2 2 10
3ZEX_D 0.65 0.43 1.00 15 2781 3 0 0 3 20
4A1C_2 0.60 0.40 0.89 8 4507 3 1 0 2 12
4ENB_A 0.72 0.53 1.00 8 464 0 0 0 0 7

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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 580
Total TN 97333
Total FP 517
Total FP CONTRA 128
Total FP INCONS 228
Total FP COMP 161
Total FN 272
Total Scores
MCC 0.646
Average MCC ± 95% Confidence Intervals 0.703 ± 0.108
Sensitivity 0.681
Positive Predictive Value 0.620
Nr of predictions 34

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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
2KE6_A 1.00 1.00 1.00 18 449 1 0 0 1 0
2KUR_A 1.00 1.00 1.00 19 448 0 0 0 0 0
2KUU_A 1.00 1.00 1.00 18 429 1 0 0 1 0
2KUV_A 1.00 1.00 1.00 19 420 0 0 0 0 0
2KUW_A 1.00 1.00 1.00 18 452 1 0 0 1 0
2KX8_A 1.00 1.00 1.00 16 355 0 0 0 0 0
2L1F_B 0.98 1.00 0.96 24 766 1 0 1 0 0
2L1F_A 0.98 1.00 0.96 23 739 1 0 1 0 0
2L94_A 1.00 1.00 1.00 18 339 1 0 0 1 0
2LC8_A 0.64 0.61 0.69 11 512 6 0 5 1 7
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
2ZZM_B 0.25 0.27 0.25 4 1342 20 3 9 8 11
2ZZN_D 0.91 0.91 0.91 20 962 3 2 0 1 2
3A2K_C 0.46 0.50 0.44 11 1083 14 3 11 0 11
3A3A_A 0.93 0.87 1.00 26 1474 0 0 0 0 4
3AKZ_H 0.19 0.20 0.21 4 1108 17 4 11 2 16
3IVN_B 0.91 0.83 1.00 19 884 0 0 0 0 4
3IYQ_A 0.23 0.33 0.17 17 22339 97 47 37 13 34
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
3J3E_8 0.26 0.33 0.21 5 2718 31 6 13 12 10
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_2 0.80 0.81 0.81 25 2723 14 0 6 8 6
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
3ZEX_D 0.82 0.77 0.87 27 2765 8 0 4 4 8
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.