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

  1. Overview

  2. Performance Plots

  3. Performance of CentroidAlifold(seed) - scored higher in this pairwise comparison

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

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


Overview

Metric CentroidAlifold(seed) Afold
MCC 0.570 > 0.495
Average MCC ± 95% Confidence Intervals 0.508 ± 0.105 < 0.532 ± 0.117
Sensitivity 0.365 < 0.462
Positive Predictive Value 0.893 > 0.535
Total TP 310 < 392
Total TN 226868 > 226482
Total FP 53 < 405
Total FP CONTRA 14 < 63
Total FP INCONS 23 < 278
Total FP COMP 16 < 64
Total FN 539 > 457
P-value 5.10776592382e-08

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Performance plots


  1. Comparison of performance of CentroidAlifold(seed) 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 CentroidAlifold(seed) 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 CentroidAlifold(seed) and Afold).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for CentroidAlifold(seed) 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 CentroidAlifold(seed) and Afold).

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Performance of CentroidAlifold(seed) - scored higher in this pairwise comparison

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

Total Base Pair Counts
Total TP 310
Total TN 226868
Total FP 53
Total FP CONTRA 14
Total FP INCONS 23
Total FP COMP 16
Total FN 539
Total Scores
MCC 0.570
Average MCC ± 95% Confidence Intervals 0.508 ± 0.105
Sensitivity 0.365
Positive Predictive Value 0.893
Nr of predictions 22

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2KX8_A 0.00 0.00 0.00 0 861 0 0 0 0 18
2LC8_A 0.00 0.00 0.00 0 1540 0 0 0 0 20
2WRQ_Y 0.24 0.12 0.50 2 2846 4 0 2 2 15
2ZZM_B 0.14 0.06 0.33 2 3480 4 0 4 0 30
2ZZN_D 0.47 0.22 1.00 6 2479 0 0 0 0 21
3A2K_C 0.46 0.21 1.00 6 2920 0 0 0 0 22
3A3A_A 0.85 0.73 1.00 27 3628 0 0 0 0 10
3AKZ_H 0.46 0.21 1.00 6 2695 0 0 0 0 22
3IVN_B 0.78 0.65 0.95 20 2325 1 1 0 0 11
3IYQ_A 0.52 0.39 0.70 37 60673 21 10 6 5 57
3IZ4_A 0.58 0.39 0.88 51 70818 7 2 5 0 81
3IZF_C 0.54 0.30 1.00 16 6887 0 0 0 0 38
3JYV_7 0.43 0.19 1.00 6 2844 0 0 0 0 26
3JYX_3 0.59 0.41 0.85 11 6315 5 0 2 3 16
3JYX_4 0.52 0.30 0.91 10 12235 3 0 1 2 23
3LA5_A 0.78 0.62 1.00 21 2464 0 0 0 0 13
3NPB_A 0.71 0.54 0.93 25 6994 4 1 1 2 21
3O58_2 0.65 0.42 1.00 16 7244 0 0 0 0 22
3O58_3 0.56 0.34 0.92 12 12390 1 0 1 0 23
3RKF_A 0.76 0.59 1.00 20 2191 0 0 0 0 14
4A1C_2 0.46 0.24 0.89 8 11772 3 0 1 2 25
4ENB_A 0.65 0.42 1.00 8 1267 0 0 0 0 11

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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 392
Total TN 226482
Total FP 405
Total FP CONTRA 63
Total FP INCONS 278
Total FP COMP 64
Total FN 457
Total Scores
MCC 0.495
Average MCC ± 95% Confidence Intervals 0.532 ± 0.117
Sensitivity 0.462
Positive Predictive Value 0.535
Nr of predictions 22

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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
2KX8_A 0.94 0.89 1.00 16 845 0 0 0 0 2
2LC8_A 0.61 0.55 0.69 11 1524 6 0 5 1 9
2WRQ_Y 0.57 0.59 0.56 10 2832 13 5 3 5 7
2ZZM_B 0.21 0.19 0.25 6 3462 18 0 18 0 26
2ZZN_D 0.80 0.74 0.87 20 2462 3 0 3 0 7
3A2K_C 0.41 0.39 0.44 11 2901 14 2 12 0 17
3A3A_A 0.84 0.70 1.00 26 3629 0 0 0 0 11
3AKZ_H 0.16 0.14 0.19 4 2680 17 2 15 0 24
3IVN_B 0.78 0.61 1.00 19 2327 0 0 0 0 12
3IYQ_A 0.31 0.34 0.29 32 60616 82 23 55 4 62
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
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
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.