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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric Sfold Afold
MCC 0.449 > 0.427
Average MCC ± 95% Confidence Intervals 0.548 ± 0.080 > 0.515 ± 0.087
Sensitivity 0.377 < 0.386
Positive Predictive Value 0.536 > 0.474
Total TP 1764 < 1807
Total TN 13289199 > 13288676
Total FP 1659 < 2157
Total FP CONTRA 232 < 301
Total FP INCONS 1294 < 1705
Total FP COMP 133 < 151
Total FN 2919 > 2876
P-value 3.56938820447e-08

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Performance plots


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

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

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Performance of Sfold - scored higher in this pairwise comparison

1. Total counts & total scores for Sfold

Total Base Pair Counts
Total TP 1764
Total TN 13289199
Total FP 1659
Total FP CONTRA 232
Total FP INCONS 1294
Total FP COMP 133
Total FN 2919
Total Scores
MCC 0.449
Average MCC ± 95% Confidence Intervals 0.548 ± 0.080
Sensitivity 0.377
Positive Predictive Value 0.536
Nr of predictions 42

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2. Individual counts for Sfold [ 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 0 623 7 0 7 0 20
2KX8_A 0.94 0.89 1.00 16 845 0 0 0 0 2
2LC8_A 0.45 0.35 0.58 7 1528 5 0 5 0 13
2LKR_A - 0.89 0.79 1.00 31 6074 1 0 0 1 8
2RP0_A - 0.64 0.42 1.00 5 346 0 0 0 0 7
2WDL_A - 0.41 0.34 0.50 410 3937401 411 25 385 1 794
2WRQ_Y 0.53 0.53 0.53 9 2833 13 5 3 5 8
2WW9_F - 0.69 0.70 0.70 7 290 3 0 3 0 3
2WW9_D - 0.29 0.12 0.75 3 1949 1 0 1 0 23
2WW9_E - 0.53 0.29 1.00 4 557 0 0 0 0 10
2ZZM_B 0.12 0.09 0.17 3 3468 15 0 15 0 29
2ZZN_D 0.82 0.78 0.88 21 2461 3 0 3 0 6
3A2K_C 0.42 0.39 0.46 11 2902 13 2 11 0 17
3A3A_A 0.87 0.76 1.00 28 3627 0 0 0 0 9
3ADB_C - 0.62 0.55 0.70 21 4156 9 0 9 0 17
3AKZ_H 0.44 0.39 0.50 11 2679 11 2 9 0 17
3AM1_B - 0.69 0.63 0.76 22 3211 7 1 6 0 13
3G4S_9 0.51 0.39 0.69 22 7349 10 1 9 0 35
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 0.63 0.58 0.70 19 4251 9 0 8 1 14
3IYQ_A 0.33 0.34 0.32 32 60627 71 19 48 4 62
3IZ4_A 0.52 0.42 0.65 56 70790 31 3 27 1 76
3IZF_C 0.71 0.61 0.83 33 6863 7 0 7 0 21
3J0L_7 - -0.01 0.00 0.00 0 1222 3 0 3 0 17
3JYV_7 -0.01 0.00 0.00 0 2834 16 0 16 0 32
3JYX_3 0.62 0.63 0.61 17 6300 19 1 10 8 10
3JYX_4 0.35 0.30 0.42 10 12222 23 3 11 9 23
3JYX_5 - 0.35 0.32 0.39 286 5022127 525 142 310 73 607
3KIY_A - 0.43 0.34 0.55 424 4053360 352 20 324 8 817
3KTW_C - 0.74 0.63 0.87 27 4529 5 2 2 1 16
3LA5_A 0.78 0.62 1.00 21 2464 0 0 0 0 13
3NDB_M - 0.81 0.69 0.95 42 9136 3 0 2 1 19
3NKB_B - 0.64 0.54 0.78 14 1998 4 0 4 0 12
3NPB_A 0.77 0.65 0.91 30 6988 6 1 2 3 16
3O58_2 0.74 0.74 0.74 28 7222 11 3 7 1 10
3O58_3 0.43 0.34 0.55 12 12381 17 0 10 7 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 0.16 0.15 0.17 5 11751 34 2 23 9 28
4ENB_A 0.76 0.58 1.00 11 1264 0 0 0 0 8

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