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

  1. Overview

  2. Performance Plots

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

  4. Performance of Vsfold5 - scored lower in this pairwise comparison

  5. Compile and download dataset for RNAalifold(20) & Vsfold5 [.zip] - may take several seconds...


Overview

Metric RNAalifold(20) Vsfold5
MCC 0.802 > 0.494
Average MCC ± 95% Confidence Intervals 0.793 ± 0.071 > 0.546 ± 0.126
Sensitivity 0.714 > 0.496
Positive Predictive Value 0.904 > 0.503
Total TP 619 > 430
Total TN 86803 > 86633
Total FP 158 < 521
Total FP CONTRA 22 < 116
Total FP INCONS 44 < 309
Total FP COMP 92 < 96
Total FN 248 < 437
P-value 3.56938820447e-08

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Performance plots


  1. Comparison of performance of RNAalifold(20) and Vsfold5. 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 RNAalifold(20) and Vsfold5).

  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 RNAalifold(20) and Vsfold5).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for RNAalifold(20) and Vsfold5. 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 RNAalifold(20) and Vsfold5).

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

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

Total Base Pair Counts
Total TP 619
Total TN 86803
Total FP 158
Total FP CONTRA 22
Total FP INCONS 44
Total FP COMP 92
Total FN 248
Total Scores
MCC 0.802
Average MCC ± 95% Confidence Intervals 0.793 ± 0.071
Sensitivity 0.714
Positive Predictive Value 0.904
Nr of predictions 33

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2KDQ_B 0.62 0.40 1.00 4 170 0 0 0 0 6
2L94_A 0.51 0.50 0.56 9 341 8 0 7 1 9
2WRQ_Y 1.00 1.00 1.00 9 1143 12 0 0 12 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 0.98 0.95 1.00 21 1087 0 0 0 0 1
3AMU_B 1.00 1.00 1.00 19 1138 2 0 0 2 0
3G4S_9 0.96 0.92 1.00 24 2712 7 0 0 7 2
3GX2_A 0.92 0.86 1.00 24 1425 1 0 0 1 4
3IVN_B 0.86 0.78 0.95 18 884 1 1 0 0 5
3IZ4_A 0.65 0.48 0.87 46 25483 15 4 3 8 49
3IZF_C 0.90 0.89 0.91 31 2606 6 0 3 3 4
3J20_0 0.95 0.95 0.95 20 1198 1 1 0 0 1
3J20_1 1.00 1.00 1.00 20 1092 1 0 0 1 0
3J2L_3 0.86 0.74 1.00 25 2995 2 0 0 2 9
3JYV_7 0.97 0.95 1.00 19 1092 2 0 0 2 1
3JYX_3 0.76 0.73 0.79 11 2364 20 0 3 17 4
3JYX_4 0.77 0.83 0.71 10 4742 15 3 1 11 2
3LA5_A 0.87 0.76 1.00 19 935 0 0 0 0 6
3NPB_A 0.75 0.57 1.00 21 2257 4 0 0 4 16
3O58_3 0.42 0.36 0.50 8 4748 9 3 5 1 14
3O58_2 0.97 0.94 1.00 29 2725 7 0 0 7 2
3PDR_A 0.92 0.88 0.96 44 4794 3 1 1 1 6
3RKF_A 0.81 0.71 0.94 17 848 1 0 1 0 7
3SD1_A 0.84 0.86 0.83 25 1503 5 4 1 0 4
3ZEX_D 0.91 0.89 0.94 31 2763 6 0 2 4 4
4A1C_3 0.90 0.84 0.97 31 2731 1 0 1 0 6
4A1C_2 0.22 0.25 0.19 5 4490 23 5 16 2 15
4AOB_A 0.85 0.72 1.00 21 1416 2 0 0 2 8
4ENB_A 0.51 0.27 1.00 4 468 0 0 0 0 11
4ENC_A 0.63 0.40 1.00 6 490 0 0 0 0 9
4FRG_B 0.84 0.71 1.00 17 1185 0 0 0 0 7

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Performance of Vsfold5 - scored lower in this pairwise comparison

1. Total counts & total scores for Vsfold5

Total Base Pair Counts
Total TP 430
Total TN 86633
Total FP 521
Total FP CONTRA 116
Total FP INCONS 309
Total FP COMP 96
Total FN 437
Total Scores
MCC 0.494
Average MCC ± 95% Confidence Intervals 0.546 ± 0.126
Sensitivity 0.496
Positive Predictive Value 0.503
Nr of predictions 33

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2. Individual counts for Vsfold5 [ download as .csv ]

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2KDQ_B 0.95 0.90 1.00 9 165 0 0 0 0 1
2L94_A 0.97 0.94 1.00 17 340 1 0 0 1 1
2WRQ_Y 0.94 0.89 1.00 8 1144 13 0 0 13 1
2XKV_B -0.01 0.00 0.00 0 1803 32 17 15 0 11
2XQD_Y 0.95 0.90 1.00 19 1110 1 0 0 1 2
2XXA_G -0.02 0.00 0.00 0 2014 31 2 29 0 35
3A2K_C 0.95 0.91 1.00 20 1088 0 0 0 0 2
3AMU_B 0.77 0.79 0.75 15 1137 8 0 5 3 4
3G4S_9 0.12 0.15 0.11 4 2699 33 9 24 0 22
3GX2_A 0.61 0.57 0.67 16 1425 9 0 8 1 12
3IVN_B 0.88 0.78 1.00 18 885 0 0 0 0 5
3IZ4_A 0.31 0.31 0.33 29 25448 65 14 45 6 66
3IZF_C 0.85 0.83 0.88 29 2607 5 0 4 1 6
3J20_0 0.76 0.76 0.76 16 1198 6 3 2 1 5
3J20_1 0.75 0.75 0.75 15 1092 7 0 5 2 5
3J2L_3 0.70 0.71 0.71 24 2986 13 3 7 3 10
3JYV_7 -0.02 0.00 0.00 0 1092 19 4 15 0 20
3JYX_3 0.12 0.13 0.11 2 2360 20 6 10 4 13
3JYX_4 0.63 0.83 0.48 10 4735 32 9 2 21 2
3LA5_A -0.02 0.00 0.00 0 938 16 0 16 0 25
3NPB_A 0.62 0.54 0.71 20 2250 10 1 7 2 17
3O58_3 0.51 0.59 0.45 13 4735 28 11 5 12 9
3O58_2 0.50 0.52 0.50 16 2722 19 3 13 3 15
3PDR_A 0.69 0.64 0.74 32 4797 13 3 8 2 18
3RKF_A 0.90 0.92 0.88 22 841 3 3 0 0 2
3SD1_A 0.13 0.14 0.15 4 1507 22 5 17 0 25
3ZEX_D 0.09 0.09 0.12 3 2771 24 5 17 2 32
4A1C_3 0.29 0.30 0.31 11 2727 26 4 21 1 26
4A1C_2 0.33 0.40 0.28 8 4487 37 8 13 16 12
4AOB_A 0.21 0.21 0.25 6 1413 19 2 16 1 23
4ENB_A 1.00 1.00 1.00 15 457 0 0 0 0 0
4ENC_A 0.97 1.00 0.94 15 480 1 1 0 0 0
4FRG_B 0.60 0.58 0.64 14 1180 8 3 5 0 10

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