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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric Pknots Mastr(seed)
MCC 0.708 > 0.328
Average MCC ± 95% Confidence Intervals 0.747 ± 0.094 > 0.138 ± 0.099
Sensitivity 0.743 > 0.122
Positive Predictive Value 0.684 < 0.899
Total TP 709 > 116
Total TN 64934 < 65842
Total FP 447 > 16
Total FP CONTRA 115 > 0
Total FP INCONS 213 > 13
Total FP COMP 119 > 3
Total FN 245 < 838
P-value 3.56938820447e-08

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Performance plots


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

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

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Performance of Pknots - scored higher in this pairwise comparison

1. Total counts & total scores for Pknots

Total Base Pair Counts
Total TP 709
Total TN 64934
Total FP 447
Total FP CONTRA 115
Total FP INCONS 213
Total FP COMP 119
Total FN 245
Total Scores
MCC 0.708
Average MCC ± 95% Confidence Intervals 0.747 ± 0.094
Sensitivity 0.743
Positive Predictive Value 0.684
Nr of predictions 43

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2. Individual counts for Pknots [ 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_A 1.00 1.00 1.00 23 740 0 0 0 0 0
2L1F_B 1.00 1.00 1.00 24 767 0 0 0 0 0
2L94_A 0.94 0.94 0.94 17 339 2 0 1 1 1
2LC8_A 0.83 0.83 0.83 15 510 3 2 1 0 3
2WRQ_Y 1.00 1.00 1.00 9 1143 13 0 0 13 0
2WWQ_V 0.29 0.32 0.29 6 1183 16 3 12 1 13
2XKV_B 0.21 0.27 0.17 3 1817 33 3 12 18 8
2XQD_Y 0.98 0.95 1.00 20 1109 1 0 0 1 1
2XXA_G 0.32 0.34 0.32 12 2008 26 1 24 1 23
2ZZM_B 0.18 0.20 0.19 3 1342 23 4 9 10 12
2ZZN_D 0.95 0.95 0.95 21 962 1 1 0 0 1
3A2K_C 0.50 0.55 0.48 12 1083 13 3 10 0 10
3A3A_A 0.97 0.93 1.00 28 1472 0 0 0 0 2
3AKZ_H 1.00 1.00 1.00 20 1107 2 0 0 2 0
3AMU_B 1.00 1.00 1.00 19 1138 3 0 0 3 0
3G4S_9 0.37 0.46 0.31 12 2697 27 14 13 0 14
3GX2_A 0.55 0.57 0.55 16 1420 14 4 9 1 12
3IVN_B 0.91 0.87 0.95 20 882 1 0 1 0 3
3IZF_C 0.89 0.91 0.86 32 2603 9 0 5 4 3
3J16_L 0.41 0.43 0.41 9 1137 13 1 12 0 12
3JYV_7 0.97 0.95 1.00 19 1092 2 0 0 2 1
3JYX_4 0.33 0.58 0.19 7 4720 41 22 7 12 5
3JYX_3 0.37 0.53 0.27 8 2348 26 17 5 4 7
3LA5_A 0.94 0.88 1.00 22 932 0 0 0 0 3
3NPB_A 0.84 0.81 0.88 30 2244 9 0 4 5 7
3O58_3 0.32 0.45 0.24 10 4722 39 18 14 7 12
3O58_2 0.93 0.90 0.97 28 2725 3 0 1 2 3
3PDR_A 0.64 0.64 0.65 32 4791 19 4 13 2 18
3RKF_A 0.91 0.88 0.95 21 844 1 0 1 0 3
3SD1_A 0.78 0.76 0.81 22 1506 5 1 4 0 7
3UZL_B 1.00 1.00 1.00 16 1277 7 0 0 7 0
4A1C_3 0.28 0.30 0.28 11 2723 30 4 25 1 26
4A1C_2 0.33 0.40 0.29 8 4488 36 9 11 16 12
4AOB_A 0.19 0.21 0.21 6 1409 23 3 19 1 23
4ENB_A 1.00 1.00 1.00 15 457 2 0 0 2 0
4ENC_A 0.97 1.00 0.94 15 480 1 1 0 0 0

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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 65842
Total FP 16
Total FP CONTRA 0
Total FP INCONS 13
Total FP COMP 3
Total FN 838
Total Scores
MCC 0.328
Average MCC ± 95% Confidence Intervals 0.138 ± 0.099
Sensitivity 0.122
Positive Predictive Value 0.899
Nr of predictions 43

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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_A 1.00 1.00 1.00 23 740 0 0 0 0 0
2L1F_B 1.00 1.00 1.00 24 767 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
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
3JYV_7 0.00 0.00 0.00 0 1111 0 0 0 0 20
3JYX_4 0.00 0.00 0.00 0 4756 0 0 0 0 12
3JYX_3 0.00 0.00 0.00 0 2378 0 0 0 0 15
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
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

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