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

  1. Overview

  2. Performance Plots

  3. Performance of Murlet(20) - scored higher in this pairwise comparison

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

  5. Compile and download dataset for Murlet(20) & Afold [.zip] - may take several seconds...


Overview

Metric Murlet(20) Afold
MCC 0.554 > 0.511
Average MCC ± 95% Confidence Intervals 0.560 ± 0.096 > 0.534 ± 0.123
Sensitivity 0.408 < 0.460
Positive Predictive Value 0.758 > 0.572
Total TP 303 < 342
Total TN 173672 > 173474
Total FP 127 < 326
Total FP CONTRA 14 < 41
Total FP INCONS 83 < 215
Total FP COMP 30 < 70
Total FN 440 > 401
P-value 3.27388928538e-08

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Performance plots


  1. Comparison of performance of Murlet(20) and Afold. 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 Murlet(20) and Afold).

  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 Murlet(20) and Afold).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for Murlet(20) and Afold. 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 Murlet(20) and Afold).

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Performance of Murlet(20) - scored higher in this pairwise comparison

1. Total counts & total scores for Murlet(20)

Total Base Pair Counts
Total TP 303
Total TN 173672
Total FP 127
Total FP CONTRA 14
Total FP INCONS 83
Total FP COMP 30
Total FN 440
Total Scores
MCC 0.554
Average MCC ± 95% Confidence Intervals 0.560 ± 0.096
Sensitivity 0.408
Positive Predictive Value 0.758
Nr of predictions 19

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2. Individual counts for Murlet(20) [ download as .csv ]

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2KDQ_B 0.67 0.45 1.00 5 401 0 0 0 0 6
2WRQ_Y 0.41 0.41 0.41 7 2833 12 6 4 2 10
3A2K_C 0.78 0.68 0.90 19 2905 2 0 2 0 9
3G4S_9 0.58 0.39 0.88 22 7356 3 1 2 0 35
3IVN_B 0.69 0.48 1.00 15 2331 0 0 0 0 16
3IZ4_A 0.40 0.24 0.65 32 70827 21 1 16 4 100
3IZF_C 0.71 0.56 0.91 30 6870 4 0 3 1 24
3J3E_8 0.24 0.15 0.38 5 7490 13 1 7 5 28
3JYV_7 0.67 0.53 0.85 17 2830 3 0 3 0 15
3JYX_3 0.60 0.52 0.70 14 6308 11 0 6 5 13
3JYX_4 0.36 0.27 0.47 9 12227 15 0 10 5 24
3LA5_A 0.68 0.47 1.00 16 2469 0 0 0 0 18
3NPB_A 0.55 0.35 0.89 16 7003 2 1 1 0 30
3O58_2 0.89 0.82 0.97 31 7228 2 0 1 1 7
3O58_3 0.33 0.23 0.47 8 12386 12 2 7 3 27
3RKF_A 0.68 0.47 1.00 16 2195 0 0 0 0 18
3ZEX_D 0.77 0.65 0.91 32 6986 3 0 3 0 17
4A1C_2 0.17 0.15 0.20 5 11756 24 2 18 4 28
4ENB_A 0.46 0.21 1.00 4 1271 0 0 0 0 15

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Performance of Afold - scored lower in this pairwise comparison

1. Total counts & total scores for Afold

Total Base Pair Counts
Total TP 342
Total TN 173474
Total FP 326
Total FP CONTRA 41
Total FP INCONS 215
Total FP COMP 70
Total FN 401
Total Scores
MCC 0.511
Average MCC ± 95% Confidence Intervals 0.534 ± 0.123
Sensitivity 0.460
Positive Predictive Value 0.572
Nr of predictions 19

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2. Individual counts for Afold [ 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
2WRQ_Y 0.57 0.59 0.56 10 2832 13 5 3 5 7
3A2K_C 0.41 0.39 0.44 11 2901 14 2 12 0 17
3G4S_9 0.48 0.35 0.67 20 7351 11 1 9 1 37
3IVN_B 0.78 0.61 1.00 19 2327 0 0 0 0 12
3IZ4_A 0.48 0.45 0.51 59 70760 58 11 46 1 73
3IZF_C 0.66 0.57 0.76 31 6862 10 1 9 0 23
3J3E_8 0.17 0.15 0.19 5 7477 31 2 19 10 28
3JYV_7 -0.01 0.00 0.00 0 2827 23 1 22 0 32
3JYX_3 0.54 0.56 0.54 15 6300 24 1 12 11 12
3JYX_4 0.31 0.30 0.31 10 12214 35 5 17 13 23
3LA5_A 0.78 0.62 1.00 21 2464 0 0 0 0 13
3NPB_A 0.74 0.61 0.90 28 6990 5 0 3 2 18
3O58_2 0.66 0.66 0.66 25 7222 14 4 9 1 13
3O58_3 0.34 0.34 0.34 12 12368 37 2 21 14 23
3RKF_A 0.76 0.59 1.00 20 2191 0 0 0 0 14
3ZEX_D 0.72 0.61 0.86 30 6986 5 0 5 0 19
4A1C_2 0.14 0.15 0.14 5 11745 43 5 26 12 28
4ENB_A 0.67 0.58 0.79 11 1261 3 1 2 0 8

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