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 Mastr(seed) - scored lower in this pairwise comparison

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


Overview

Metric Contrafold Mastr(seed)
MCC 0.701 > 0.279
Average MCC ± 95% Confidence Intervals 0.739 ± 0.075 > 0.112 ± 0.081
Sensitivity 0.725 > 0.088
Positive Predictive Value 0.684 < 0.899
Total TP 960 > 116
Total TN 131103 < 132378
Total FP 626 > 16
Total FP CONTRA 165 > 0
Total FP INCONS 279 > 13
Total FP COMP 182 > 3
Total FN 364 < 1208
P-value 3.56938820447e-08

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Performance plots


  1. Comparison of performance of Contrafold and Mastr(seed). 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 Mastr(seed)).

  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 Mastr(seed)).

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

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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 960
Total TN 131103
Total FP 626
Total FP CONTRA 165
Total FP INCONS 279
Total FP COMP 182
Total FN 364
Total Scores
MCC 0.701
Average MCC ± 95% Confidence Intervals 0.739 ± 0.075
Sensitivity 0.725
Positive Predictive Value 0.684
Nr of predictions 53

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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 1.00 1.00 1.00 10 164 0 0 0 0 0
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 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 0.94 0.94 0.94 17 339 2 0 1 1 1
2LC8_A 0.46 0.39 0.58 7 516 5 3 2 0 11
2WRQ_Y 1.00 1.00 1.00 9 1143 14 0 0 14 0
2WWQ_V 1.00 1.00 1.00 19 1185 4 0 0 4 0
2XKV_B 0.64 0.73 0.57 8 1821 27 0 6 21 3
2XQD_Y 0.85 0.86 0.86 18 1108 4 0 3 1 3
2XXA_G 0.10 0.11 0.12 4 2012 30 2 27 1 31
2ZZM_B 0.80 0.80 0.80 12 1343 13 0 3 10 3
2ZZN_D 0.93 0.95 0.91 21 961 3 2 0 1 1
3A2K_C 0.49 0.55 0.46 12 1082 14 3 11 0 10
3A3A_A 0.97 0.93 1.00 28 1472 0 0 0 0 2
3AKZ_H 0.44 0.50 0.40 10 1102 18 6 9 3 10
3AMU_B 0.75 0.79 0.71 15 1136 9 0 6 3 4
3G4S_9 0.45 0.50 0.42 13 2705 24 6 12 6 13
3GX2_A 0.93 0.89 0.96 25 1423 2 1 0 1 3
3IVN_B 0.91 0.83 1.00 19 884 0 0 0 0 4
3IYQ_A 0.28 0.39 0.20 20 22341 95 44 35 16 31
3IZ4_A 0.57 0.58 0.57 55 25440 49 18 23 8 40
3IZF_C 0.89 0.91 0.86 32 2603 11 0 5 6 3
3J16_L 0.55 0.57 0.55 12 1137 10 3 7 0 9
3J20_1 1.00 1.00 1.00 20 1092 5 0 0 5 0
3J20_0 0.53 0.57 0.50 12 1195 13 3 9 1 9
3J2L_3 0.74 0.76 0.72 26 2984 16 1 9 6 8
3JYV_7 -0.02 0.00 0.00 0 1091 20 4 16 0 20
3JYX_3 0.33 0.47 0.24 7 2349 24 16 6 2 8
3JYX_4 0.39 0.58 0.27 7 4730 35 13 6 16 5
3LA5_A 0.91 0.84 1.00 21 933 0 0 0 0 4
3NPB_A 0.86 0.84 0.89 31 2243 9 1 3 5 6
3O58_3 0.32 0.36 0.29 8 4736 21 7 13 1 14
3O58_2 0.92 0.94 0.91 29 2722 10 0 3 7 2
3PDR_A 0.83 0.86 0.80 43 4786 13 5 6 2 7
3RKF_A 0.87 0.83 0.91 20 844 2 2 0 0 4
3SD1_A 0.68 0.69 0.69 20 1504 9 5 4 0 9
3UZL_B 0.90 0.88 0.93 14 1278 8 0 1 7 2
3W3S_B 0.98 0.97 1.00 32 1957 1 0 0 1 1
3ZEX_C 0.35 0.34 0.37 10 5347 23 4 13 6 19
3ZEX_D 0.87 0.86 0.88 30 2762 11 0 4 7 5
4A1C_3 0.81 0.81 0.81 30 2726 10 0 7 3 7
4A1C_2 0.21 0.25 0.19 5 4489 33 9 13 11 15
4AOB_A 0.53 0.52 0.56 15 1410 13 3 9 1 14
4ENB_A 0.85 0.73 1.00 11 461 1 0 0 1 4
4ENC_A 0.85 0.73 1.00 11 485 1 0 0 1 4
4FRG_B 0.73 0.71 0.77 17 1180 5 3 2 0 7
4FRN_A 0.74 0.71 0.77 20 1822 6 1 5 0 8

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Performance of Mastr(seed) - scored lower in this pairwise comparison

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

Total Base Pair Counts
Total TP 116
Total TN 132378
Total FP 16
Total FP CONTRA 0
Total FP INCONS 13
Total FP COMP 3
Total FN 1208
Total Scores
MCC 0.279
Average MCC ± 95% Confidence Intervals 0.112 ± 0.081
Sensitivity 0.088
Positive Predictive Value 0.899
Nr of predictions 53

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2KDQ_B 0.00 0.00 0.00 0 174 0 0 0 0 10
2KE6_A 0.94 0.89 1.00 16 451 1 0 0 1 2
2KUR_A 0.83 0.79 0.88 15 450 2 0 2 0 4
2KUU_A 0.82 0.78 0.88 14 431 3 0 2 1 4
2KUV_A 0.83 0.79 0.88 15 422 2 0 2 0 4
2KUW_A 0.51 0.50 0.56 9 454 8 0 7 1 9
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 0.00 0.00 0.00 0 357 0 0 0 0 18
2LC8_A 0.00 0.00 0.00 0 528 0 0 0 0 18
2WRQ_Y 0.00 0.00 0.00 0 1152 0 0 0 0 9
2WWQ_V 0.00 0.00 0.00 0 1204 0 0 0 0 19
2XKV_B 0.00 0.00 0.00 0 1835 0 0 0 0 11
2XQD_Y 0.00 0.00 0.00 0 1129 0 0 0 0 21
2XXA_G 0.00 0.00 0.00 0 2045 0 0 0 0 35
2ZZM_B 0.00 0.00 0.00 0 1358 0 0 0 0 15
2ZZN_D 0.00 0.00 0.00 0 984 0 0 0 0 22
3A2K_C 0.00 0.00 0.00 0 1108 0 0 0 0 22
3A3A_A 0.00 0.00 0.00 0 1500 0 0 0 0 30
3AKZ_H 0.00 0.00 0.00 0 1127 0 0 0 0 20
3AMU_B 0.00 0.00 0.00 0 1157 0 0 0 0 19
3G4S_9 0.00 0.00 0.00 0 2736 0 0 0 0 26
3GX2_A 0.00 0.00 0.00 0 1449 0 0 0 0 28
3IVN_B 0.00 0.00 0.00 0 903 0 0 0 0 23
3IYQ_A 0.00 0.00 0.00 0 22440 0 0 0 0 51
3IZ4_A 0.00 0.00 0.00 0 25536 0 0 0 0 95
3IZF_C 0.00 0.00 0.00 0 2640 0 0 0 0 35
3J16_L 0.00 0.00 0.00 0 1159 0 0 0 0 21
3J20_1 0.00 0.00 0.00 0 1112 0 0 0 0 20
3J20_0 0.00 0.00 0.00 0 1219 0 0 0 0 21
3J2L_3 0.00 0.00 0.00 0 3020 0 0 0 0 34
3JYV_7 0.00 0.00 0.00 0 1111 0 0 0 0 20
3JYX_3 0.00 0.00 0.00 0 2378 0 0 0 0 15
3JYX_4 0.00 0.00 0.00 0 4756 0 0 0 0 12
3LA5_A 0.00 0.00 0.00 0 954 0 0 0 0 25
3NPB_A 0.00 0.00 0.00 0 2278 0 0 0 0 37
3O58_3 0.00 0.00 0.00 0 4764 0 0 0 0 22
3O58_2 0.00 0.00 0.00 0 2754 0 0 0 0 31
3PDR_A 0.00 0.00 0.00 0 4840 0 0 0 0 50
3RKF_A 0.00 0.00 0.00 0 866 0 0 0 0 24
3SD1_A 0.00 0.00 0.00 0 1533 0 0 0 0 29
3UZL_B 0.00 0.00 0.00 0 1293 0 0 0 0 16
3W3S_B 0.00 0.00 0.00 0 1989 0 0 0 0 33
3ZEX_C 0.00 0.00 0.00 0 5374 0 0 0 0 29
3ZEX_D 0.00 0.00 0.00 0 2796 0 0 0 0 35
4A1C_3 0.00 0.00 0.00 0 2763 0 0 0 0 37
4A1C_2 0.00 0.00 0.00 0 4516 0 0 0 0 20
4AOB_A 0.00 0.00 0.00 0 1437 0 0 0 0 29
4ENB_A 0.00 0.00 0.00 0 472 0 0 0 0 15
4ENC_A 0.00 0.00 0.00 0 496 0 0 0 0 15
4FRG_B 0.00 0.00 0.00 0 1202 0 0 0 0 24
4FRN_A 0.00 0.00 0.00 0 1848 0 0 0 0 28

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