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

  1. Overview

  2. Performance Plots

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

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

  5. Compile and download dataset for Afold & McQFold [.zip] - may take several seconds...


Overview

Metric Afold McQFold
MCC 0.427 > 0.348
Average MCC ± 95% Confidence Intervals 0.515 ± 0.087 < 0.521 ± 0.094
Sensitivity 0.386 > 0.265
Positive Predictive Value 0.474 > 0.459
Total TP 1807 > 1239
Total TN 13288676 < 13289787
Total FP 2157 > 1504
Total FP CONTRA 301 > 125
Total FP INCONS 1705 > 1338
Total FP COMP 151 > 41
Total FN 2876 < 3444
P-value 3.56938820447e-08

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Performance plots


  1. Comparison of performance of Afold and McQFold. 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 Afold and McQFold).

  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 Afold and McQFold).

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

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Performance of Afold - scored higher in this pairwise comparison

1. Total counts & total scores for Afold

Total Base Pair Counts
Total TP 1807
Total TN 13288676
Total FP 2157
Total FP CONTRA 301
Total FP INCONS 1705
Total FP COMP 151
Total FN 2876
Total Scores
MCC 0.427
Average MCC ± 95% Confidence Intervals 0.515 ± 0.087
Sensitivity 0.386
Positive Predictive Value 0.474
Nr of predictions 42

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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 0.95 0.91 1.00 10 396 0 0 0 0 1
2KFC_A - -0.02 0.00 0.00 0 622 8 0 8 0 20
2KX8_A 0.94 0.89 1.00 16 845 0 0 0 0 2
2LC8_A 0.61 0.55 0.69 11 1524 6 0 5 1 9
2LKR_A - 0.93 0.87 1.00 34 6071 3 0 0 3 5
2RP0_A - 0.58 0.42 0.83 5 345 1 0 1 0 7
2WDL_A - 0.43 0.37 0.50 447 3937333 444 31 410 3 757
2WRQ_Y 0.57 0.59 0.56 10 2832 13 5 3 5 7
2WW9_F - 0.59 0.60 0.60 6 290 4 0 4 0 4
2WW9_D - 0.18 0.15 0.24 4 1936 13 0 13 0 22
2WW9_E - 0.47 0.29 0.80 4 556 1 0 1 0 10
2ZZM_B 0.21 0.19 0.25 6 3462 18 0 18 0 26
2ZZN_D 0.80 0.74 0.87 20 2462 3 0 3 0 7
3A2K_C 0.41 0.39 0.44 11 2901 14 2 12 0 17
3A3A_A 0.84 0.70 1.00 26 3629 0 0 0 0 11
3ADB_C - 0.78 0.74 0.82 28 4152 6 0 6 0 10
3AKZ_H 0.16 0.14 0.19 4 2680 17 2 15 0 24
3AM1_B - 0.72 0.66 0.79 23 3211 6 0 6 0 12
3G4S_9 0.48 0.35 0.67 20 7351 11 1 9 1 37
3GCA_A - -0.02 0.00 0.00 0 519 9 0 9 0 17
3IVN_B 0.78 0.61 1.00 19 2327 0 0 0 0 12
3IWN_A 0.62 0.58 0.68 19 4250 9 0 9 0 14
3IYQ_A 0.31 0.34 0.29 32 60616 82 23 55 4 62
3IZ4_A 0.48 0.45 0.51 59 70760 58 11 46 1 73
3IZF_C 0.66 0.57 0.76 31 6862 10 1 9 0 23
3J0L_7 - -0.01 0.00 0.00 0 1210 15 1 14 0 17
3JYV_7 -0.01 0.00 0.00 0 2827 23 1 22 0 32
3JYX_3 0.54 0.56 0.54 15 6300 24 1 12 11 12
3JYX_4 0.31 0.30 0.31 10 12214 35 5 17 13 23
3JYX_5 - 0.29 0.30 0.29 268 5021928 735 179 490 66 625
3KIY_A - 0.43 0.36 0.50 449 4053235 456 24 420 12 792
3KTW_C - 0.71 0.63 0.82 27 4527 7 2 4 1 16
3LA5_A 0.78 0.62 1.00 21 2464 0 0 0 0 13
3NDB_M - 0.84 0.74 0.96 45 9133 3 0 2 1 16
3NKB_B - 0.59 0.54 0.67 14 1995 7 0 7 0 12
3NPB_A 0.74 0.61 0.90 28 6990 5 0 3 2 18
3O58_2 0.66 0.66 0.66 25 7222 14 4 9 1 13
3O58_3 0.34 0.34 0.34 12 12368 37 2 21 14 23
3RKF_A 0.76 0.59 1.00 20 2191 0 0 0 0 14
3U4M_B - 0.38 0.32 0.46 12 3134 14 0 14 0 25
4A1C_2 0.14 0.15 0.14 5 11745 43 5 26 12 28
4ENB_A 0.67 0.58 0.79 11 1261 3 1 2 0 8

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Performance of McQFold - scored lower in this pairwise comparison

1. Total counts & total scores for McQFold

Total Base Pair Counts
Total TP 1239
Total TN 13289787
Total FP 1504
Total FP CONTRA 125
Total FP INCONS 1338
Total FP COMP 41
Total FN 3444
Total Scores
MCC 0.348
Average MCC ± 95% Confidence Intervals 0.521 ± 0.094
Sensitivity 0.265
Positive Predictive Value 0.459
Nr of predictions 42

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2KDQ_B 0.95 0.91 1.00 10 396 0 0 0 0 1
2KFC_A - 0.49 0.25 1.00 5 625 0 0 0 0 15
2KX8_A 0.88 0.83 0.94 15 845 1 0 1 0 3
2LC8_A 0.61 0.55 0.69 11 1524 5 0 5 0 9
2LKR_A - 0.51 0.46 0.58 18 6074 13 2 11 0 21
2RP0_A - 0.64 0.42 1.00 5 346 0 0 0 0 7
2WDL_A - 0.31 0.26 0.37 308 3937383 531 27 503 1 896
2WRQ_Y 0.57 0.59 0.56 10 2832 13 5 3 5 7
2WW9_F - 0.71 0.60 0.86 6 293 1 0 1 0 4
2WW9_D - 0.32 0.23 0.46 6 1940 7 2 5 0 20
2WW9_E - -0.01 0.00 0.00 0 556 5 0 5 0 14
2ZZM_B 0.21 0.19 0.24 6 3461 19 2 17 0 26
2ZZN_D 0.84 0.78 0.91 21 2462 2 0 2 0 6
3A2K_C 0.86 0.75 1.00 21 2905 0 0 0 0 7
3A3A_A 0.87 0.76 1.00 28 3627 0 0 0 0 9
3ADB_C - 0.92 0.84 1.00 32 4154 1 0 0 1 6
3AKZ_H 0.68 0.61 0.77 17 2679 6 1 4 1 11
3AM1_B - 0.91 0.83 1.00 29 3211 1 0 0 1 6
3G4S_9 0.27 0.21 0.36 12 7348 21 1 20 0 45
3GCA_A - 0.54 0.29 1.00 5 523 0 0 0 0 12
3IVN_B 0.78 0.61 1.00 19 2327 0 0 0 0 12
3IWN_A 0.20 0.18 0.24 6 4253 19 2 17 0 27
3IYQ_A 0.28 0.31 0.26 29 60614 87 19 64 4 65
3IZ4_A 0.42 0.36 0.49 47 70780 53 6 43 4 85
3IZF_C 0.68 0.56 0.83 30 6867 6 0 6 0 24
3J0L_7 - -0.01 0.00 0.00 0 1215 10 0 10 0 17
3JYV_7 -0.01 0.00 0.00 0 2830 20 0 20 0 32
3JYX_3 0.21 0.22 0.20 6 6298 24 9 15 0 21
3JYX_4 0.20 0.21 0.19 7 12210 33 8 21 4 26
3JYX_5 - 0.00 0.00 0.00 0 5022865 0 0 0 0 893
3KIY_A - 0.31 0.26 0.38 317 4053291 529 22 498 9 924
3KTW_C - 0.36 0.30 0.45 13 4531 17 1 15 1 30
3LA5_A 0.78 0.62 1.00 21 2464 0 0 0 0 13
3NDB_M - 0.81 0.70 0.93 43 9134 4 1 2 1 18
3NKB_B - 0.36 0.31 0.44 8 1998 10 1 9 0 18
3NPB_A 0.81 0.67 0.97 31 6989 4 1 0 3 15
3O58_2 0.83 0.71 0.96 27 7232 2 0 1 1 11
3O58_3 0.26 0.26 0.26 9 12368 26 10 16 0 26
3RKF_A 0.76 0.59 1.00 20 2191 0 0 0 0 14
3U4M_B - 0.73 0.57 0.95 21 3138 1 0 1 0 16
4A1C_2 0.15 0.15 0.15 5 11748 33 5 23 5 28
4ENB_A 0.89 0.79 1.00 15 1260 0 0 0 0 4

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