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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric HotKnots Fold
MCC 0.560 > 0.532
Average MCC ± 95% Confidence Intervals 0.584 ± 0.104 > 0.489 ± 0.114
Sensitivity 0.611 > 0.567
Positive Predictive Value 0.520 > 0.507
Total TP 484 > 449
Total TN 99289 < 99334
Total FP 530 < 551
Total FP CONTRA 177 > 153
Total FP INCONS 270 < 284
Total FP COMP 83 < 114
Total FN 308 < 343
P-value 3.56938820447e-08

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Performance plots


  1. Comparison of performance of HotKnots and Fold. 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 HotKnots and Fold).

  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 HotKnots and Fold).

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

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Performance of HotKnots - scored higher in this pairwise comparison

1. Total counts & total scores for HotKnots

Total Base Pair Counts
Total TP 484
Total TN 99289
Total FP 530
Total FP CONTRA 177
Total FP INCONS 270
Total FP COMP 83
Total FN 308
Total Scores
MCC 0.560
Average MCC ± 95% Confidence Intervals 0.584 ± 0.104
Sensitivity 0.611
Positive Predictive Value 0.520
Nr of predictions 30

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2KRL_A - 0.91 0.87 0.95 20 2003 9 1 0 8 3
2LC8_A 0.64 0.61 0.69 11 512 5 0 5 0 7
2M58_A - 0.40 0.42 0.42 5 532 7 1 6 0 7
3ADB_C - 0.86 0.85 0.88 28 1787 5 0 4 1 5
3IYQ_A 0.24 0.33 0.17 17 22341 96 47 35 14 34
3IZ4_A 0.56 0.60 0.52 57 25426 57 26 27 4 38
3J0L_a - 0.55 0.64 0.50 7 397 8 5 2 1 4
3J20_0 0.54 0.57 0.52 12 1196 12 3 8 1 9
3J3D_C 0.33 0.37 0.32 7 946 15 3 12 0 12
3J3E_8 0.15 0.20 0.12 3 2717 33 7 15 11 12
3J3F_8 0.33 0.42 0.26 8 4730 43 11 12 20 11
3NKB_B - 0.69 0.74 0.67 14 714 7 0 7 0 5
3NPB_A 0.85 0.78 0.94 29 2247 6 0 2 4 8
3O58_3 0.26 0.36 0.19 8 4722 35 16 18 1 14
3PDR_A 0.81 0.80 0.82 40 4791 11 3 6 2 10
3RKF_A 0.91 0.83 1.00 20 846 0 0 0 0 4
3SD1_A 0.77 0.76 0.79 22 1505 6 4 2 0 7
3U4M_B - 0.49 0.55 0.46 12 1250 14 3 11 0 10
3W1K_J 0.97 0.97 0.97 30 1647 1 1 0 0 1
3W3S_B 0.60 0.61 0.61 20 1956 14 4 9 1 13
3ZEX_C -0.01 0.00 0.00 0 5328 46 11 35 0 29
4A1C_2 0.19 0.25 0.15 5 4483 42 12 16 14 15
4AOB_A 0.60 0.59 0.63 17 1410 11 4 6 1 12
4ATO_G - 0.72 1.00 0.54 7 207 6 6 0 0 0
4ENB_A 1.00 1.00 1.00 15 457 0 0 0 0 0
4ENC_A 0.97 1.00 0.94 15 480 1 1 0 0 0
4FRG_B 0.36 0.38 0.38 9 1178 15 2 13 0 15
4FRN_A 0.59 0.57 0.62 16 1822 10 2 8 0 12
4JF2_A 0.92 1.00 0.86 24 1054 4 4 0 0 0
4JRC_A - 0.34 0.35 0.35 6 605 11 0 11 0 11

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Performance of Fold - scored lower in this pairwise comparison

1. Total counts & total scores for Fold

Total Base Pair Counts
Total TP 449
Total TN 99334
Total FP 551
Total FP CONTRA 153
Total FP INCONS 284
Total FP COMP 114
Total FN 343
Total Scores
MCC 0.532
Average MCC ± 95% Confidence Intervals 0.489 ± 0.114
Sensitivity 0.567
Positive Predictive Value 0.507
Nr of predictions 30

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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
2KRL_A - 0.91 0.87 0.95 20 2003 9 1 0 8 3
2LC8_A -0.03 0.00 0.00 0 513 15 3 12 0 18
2M58_A - -0.02 0.00 0.00 0 529 15 0 15 0 12
3ADB_C - 0.86 0.85 0.88 28 1787 4 0 4 0 5
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
3J0L_a - 0.15 0.18 0.17 2 399 11 4 6 1 9
3J20_0 0.54 0.57 0.52 12 1196 12 3 8 1 9
3J3D_C 0.47 0.53 0.43 10 945 13 5 8 0 9
3J3E_8 -0.01 0.00 0.00 0 2719 34 5 18 11 15
3J3F_8 0.32 0.42 0.25 8 4729 41 12 12 17 11
3NKB_B - 0.41 0.42 0.42 8 716 11 4 7 0 11
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
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
3U4M_B - 0.58 0.59 0.59 13 1254 9 2 7 0 9
3W1K_J 0.97 0.97 0.97 30 1647 1 1 0 0 1
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
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
4ATO_G - 0.38 0.43 0.38 3 212 5 5 0 0 4
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
4JF2_A 0.89 0.79 1.00 19 1063 0 0 0 0 5
4JRC_A - 0.34 0.35 0.35 6 605 11 0 11 0 11

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