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 McQFold - scored lower in this pairwise comparison

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


Overview

Metric Contrafold McQFold
MCC 0.526 > 0.368
Average MCC ± 95% Confidence Intervals 0.553 ± 0.065 > 0.512 ± 0.077
Sensitivity 0.462 > 0.281
Positive Predictive Value 0.599 > 0.481
Total TP 2411 > 1467
Total TN 13351182 < 13352159
Total FP 1778 > 1634
Total FP CONTRA 299 > 134
Total FP INCONS 1315 < 1447
Total FP COMP 164 > 53
Total FN 2802 < 3746
P-value 3.56938820447e-08

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Performance plots


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

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

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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 2411
Total TN 13351182
Total FP 1778
Total FP CONTRA 299
Total FP INCONS 1315
Total FP COMP 164
Total FN 2802
Total Scores
MCC 0.526
Average MCC ± 95% Confidence Intervals 0.553 ± 0.065
Sensitivity 0.462
Positive Predictive Value 0.599
Nr of predictions 58

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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 0.95 0.91 1.00 10 396 0 0 0 0 1
2KFC_A - 0.45 0.25 0.83 5 624 1 0 1 0 15
2KRL_A - 0.76 0.60 0.96 24 5126 5 0 1 4 16
2KX8_A 0.94 0.89 1.00 16 845 0 0 0 0 2
2LA5_A - 0.39 0.26 0.63 5 622 3 1 2 0 14
2LC8_A 0.45 0.35 0.58 7 1528 5 2 3 0 13
2LKR_A - 0.84 0.79 0.89 31 6070 6 0 4 2 8
2RP0_A - 0.64 0.42 1.00 5 346 0 0 0 0 7
2WDL_A - 0.57 0.48 0.67 582 3937349 294 33 257 4 622
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_E - 0.00 0.00 0.00 0 561 0 0 0 0 14
2WW9_D - 0.39 0.23 0.67 6 1944 3 2 1 0 20
2WWQ_V 0.78 0.68 0.90 19 2905 4 0 2 2 9
2XQD_Y 0.78 0.70 0.86 19 2828 3 0 3 0 8
2ZZM_B 0.53 0.47 0.60 15 3461 10 2 8 0 17
2ZZN_D 0.82 0.78 0.88 21 2461 3 0 3 0 6
3A2K_C 0.44 0.43 0.46 12 2900 14 2 12 0 16
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 0 0 0 0 6
3AKZ_H 0.39 0.39 0.41 11 2674 17 4 12 1 17
3AM1_B - 0.68 0.63 0.73 22 3210 8 1 7 0 13
3AMU_B 0.65 0.59 0.73 16 2981 8 0 6 2 11
3G4S_9 0.30 0.25 0.38 14 7344 23 1 22 0 43
3GCA_A - 0.49 0.29 0.83 5 522 1 0 1 0 12
3GX2_A 0.77 0.63 0.96 25 4345 2 0 1 1 15
3IVN_B 0.78 0.61 1.00 19 2327 0 0 0 0 12
3IWN_A 0.80 0.67 0.96 22 4255 1 0 1 0 11
3IYQ_A 0.34 0.37 0.32 35 60615 80 21 55 4 59
3IZ4_A 0.52 0.45 0.61 60 70777 44 4 35 5 72
3IZF_C 0.68 0.61 0.77 33 6860 10 1 9 0 21
3J0L_g - 0.00 0.00 0.00 0 464 1 1 0 0 4
3J0L_2 - 0.25 0.24 0.28 8 6187 26 0 21 5 25
3J0L_7 - -0.01 0.00 0.00 0 1218 7 0 7 0 17
3J0L_a - 0.50 0.44 0.58 7 1116 5 2 3 0 9
3J16_L 0.46 0.40 0.55 12 2753 10 1 9 0 18
3JYV_7 -0.01 0.00 0.00 0 2830 20 0 20 0 32
3JYX_3 0.28 0.30 0.27 8 6298 23 8 14 1 19
3JYX_4 0.20 0.21 0.20 7 12211 35 6 22 7 26
3JYX_5 - 0.36 0.35 0.37 311 5022016 626 153 385 88 582
3KIY_A - 0.56 0.47 0.67 585 4053253 305 29 261 15 656
3KTW_C - 0.44 0.40 0.50 17 4526 18 2 15 1 26
3LA5_A 0.78 0.62 1.00 21 2464 0 0 0 0 13
3NDB_M - 0.81 0.72 0.92 44 9132 5 0 4 1 17
3NKB_B - 0.54 0.50 0.59 13 1994 9 0 9 0 13
3NPB_A 0.76 0.70 0.84 32 6983 8 1 5 2 14
3O58_3 0.28 0.26 0.31 9 12374 20 3 17 0 26
3O58_2 0.78 0.76 0.81 29 7224 10 2 5 3 9
3PDR_A 0.69 0.60 0.80 43 12826 13 0 11 2 29
3RKF_A 0.73 0.59 0.91 20 2189 2 1 1 0 14
3SD1_A 0.57 0.48 0.69 20 3887 9 2 7 0 22
3U4M_B - 0.59 0.46 0.77 17 3138 5 0 5 0 20
3UZL_B 0.70 0.54 0.91 20 3548 2 0 2 0 17
4A1C_3 0.66 0.57 0.78 31 7100 9 1 8 0 23
4A1C_2 0.16 0.15 0.17 5 11751 33 5 20 8 28
4AOB_A 0.44 0.36 0.56 15 4344 13 1 11 1 27
4ENB_A 0.73 0.58 0.92 11 1263 1 1 0 0 8
4ENC_A 0.73 0.58 0.92 11 1314 1 1 0 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 1467
Total TN 13352159
Total FP 1634
Total FP CONTRA 134
Total FP INCONS 1447
Total FP COMP 53
Total FN 3746
Total Scores
MCC 0.368
Average MCC ± 95% Confidence Intervals 0.512 ± 0.077
Sensitivity 0.281
Positive Predictive Value 0.481
Nr of predictions 58

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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
2KRL_A - 0.59 0.53 0.68 21 5120 13 3 7 3 19
2KX8_A 0.88 0.83 0.94 15 845 1 0 1 0 3
2LA5_A - 0.46 0.26 0.83 5 624 1 0 1 0 14
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_E - -0.01 0.00 0.00 0 556 5 0 5 0 14
2WW9_D - 0.32 0.23 0.46 6 1940 7 2 5 0 20
2WWQ_V 0.00 0.00 0.00 0 2926 0 0 0 0 28
2XQD_Y 0.88 0.78 1.00 21 2829 0 0 0 0 6
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
3AMU_B 0.75 0.59 0.94 16 2986 3 0 1 2 11
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
3GX2_A 0.47 0.40 0.57 16 4343 13 1 11 1 24
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_g - -0.01 0.00 0.00 0 461 4 1 3 0 4
3J0L_2 - 0.26 0.24 0.30 8 6189 21 0 19 2 25
3J0L_7 - -0.01 0.00 0.00 0 1215 10 0 10 0 17
3J0L_a - 0.26 0.19 0.38 3 1120 5 1 4 0 13
3J16_L 0.75 0.57 1.00 17 2758 0 0 0 0 13
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_3 0.26 0.26 0.26 9 12368 26 10 16 0 26
3O58_2 0.83 0.71 0.96 27 7232 2 0 1 1 11
3PDR_A 0.69 0.56 0.87 40 12834 9 0 6 3 32
3RKF_A 0.76 0.59 1.00 20 2191 0 0 0 0 14
3SD1_A 0.71 0.60 0.86 25 3887 4 0 4 0 17
3U4M_B - 0.73 0.57 0.95 21 3138 1 0 1 0 16
3UZL_B 0.45 0.41 0.52 15 3541 14 0 14 0 22
4A1C_3 0.25 0.22 0.29 12 7099 29 1 28 0 42
4A1C_2 0.15 0.15 0.15 5 11748 33 5 23 5 28
4AOB_A 0.42 0.33 0.54 14 4345 13 1 11 1 28
4ENB_A 0.89 0.79 1.00 15 1260 0 0 0 0 4
4ENC_A 0.86 0.79 0.94 15 1310 1 1 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.