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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric Fold Mastr(seed)
MCC 0.704 > 0.289
Average MCC ± 95% Confidence Intervals 0.734 ± 0.095 > 0.128 ± 0.101
Sensitivity 0.732 > 0.095
Positive Predictive Value 0.683 < 0.885
Total TP 768 > 100
Total TN 110353 < 111364
Total FP 498 > 15
Total FP CONTRA 115 > 0
Total FP INCONS 241 > 13
Total FP COMP 142 > 2
Total FN 281 < 949
P-value 3.56938820447e-08

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Performance plots


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

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

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Performance of Fold - scored higher in this pairwise comparison

1. Total counts & total scores for Fold

Total Base Pair Counts
Total TP 768
Total TN 110353
Total FP 498
Total FP CONTRA 115
Total FP INCONS 241
Total FP COMP 142
Total FN 281
Total Scores
MCC 0.704
Average MCC ± 95% Confidence Intervals 0.734 ± 0.095
Sensitivity 0.732
Positive Predictive Value 0.683
Nr of predictions 39

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
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 0.91 0.92 0.92 22 767 2 0 2 0 2
2L1F_A 0.91 0.91 0.91 21 740 2 0 2 0 2
2L94_A 1.00 1.00 1.00 18 339 1 0 0 1 0
2LC8_A -0.03 0.00 0.00 0 513 15 3 12 0 18
2WWQ_V 0.97 0.95 1.00 18 1186 3 0 0 3 1
2XKV_B 0.64 0.73 0.57 8 1821 26 0 6 20 3
2XQD_Y 0.98 0.95 1.00 20 1109 1 0 0 1 1
2XXA_G 1.00 1.00 1.00 35 2010 1 0 0 1 0
3AKZ_H 1.00 1.00 1.00 20 1107 2 0 0 2 0
3AMU_B 0.73 0.79 0.68 15 1135 10 0 7 3 4
3IYQ_A 0.24 0.33 0.18 17 22345 95 40 38 17 34
3IZ4_A 0.60 0.61 0.59 58 25437 47 16 25 6 37
3IZF_C 0.87 0.89 0.86 31 2604 8 0 5 3 4
3J16_L 0.76 0.76 0.76 16 1138 5 0 5 0 5
3J20_1 1.00 1.00 1.00 20 1092 1 0 0 1 0
3J20_0 0.54 0.57 0.52 12 1196 12 3 8 1 9
3J2L_3 0.80 0.82 0.78 28 2984 12 1 7 4 6
3NPB_A 0.77 0.73 0.82 27 2245 11 0 6 5 10
3O58_3 0.39 0.50 0.31 11 4728 41 9 16 16 11
3O58_2 0.86 0.87 0.84 27 2722 12 0 5 7 4
3PDR_A 0.93 0.92 0.94 46 4791 5 1 2 2 4
3RKF_A 0.91 0.83 1.00 20 846 0 0 0 0 4
3SD1_A 0.68 0.69 0.69 20 1504 9 4 5 0 9
3UZL_B 1.00 1.00 1.00 16 1277 8 0 0 8 0
3W3S_B 0.94 0.91 0.97 30 1958 2 0 1 1 3
3ZEX_C 0.28 0.34 0.23 10 5330 46 9 25 12 19
3ZEX_D 0.90 0.86 0.94 30 2764 8 0 2 6 5
4A1C_3 0.86 0.84 0.89 31 2728 7 0 4 3 6
4A1C_2 0.19 0.25 0.15 5 4482 43 11 18 14 15
4AOB_A 0.60 0.59 0.63 17 1410 11 4 6 1 12
4ENB_A 0.37 0.33 0.45 5 461 7 0 6 1 10
4ENC_A 0.36 0.33 0.42 5 484 8 0 7 1 10
4FRG_B 0.22 0.25 0.23 6 1176 20 7 13 0 18
4FRN_A 0.46 0.46 0.46 13 1820 15 7 8 0 15

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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 100
Total TN 111364
Total FP 15
Total FP CONTRA 0
Total FP INCONS 13
Total FP COMP 2
Total FN 949
Total Scores
MCC 0.289
Average MCC ± 95% Confidence Intervals 0.128 ± 0.101
Sensitivity 0.095
Positive Predictive Value 0.885
Nr of predictions 39

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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
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
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
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
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
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.