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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric Carnac(20) Afold
MCC 0.599 > 0.513
Average MCC ± 95% Confidence Intervals 0.588 ± 0.110 > 0.545 ± 0.129
Sensitivity 0.390 < 0.464
Positive Predictive Value 0.921 > 0.572
Total TP 258 < 307
Total TN 159268 > 159011
Total FP 38 < 290
Total FP CONTRA 7 < 39
Total FP INCONS 15 < 191
Total FP COMP 16 < 60
Total FN 403 > 354
P-value 2.84041289224e-08

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Performance plots


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

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

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

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

Total Base Pair Counts
Total TP 258
Total TN 159268
Total FP 38
Total FP CONTRA 7
Total FP INCONS 15
Total FP COMP 16
Total FN 403
Total Scores
MCC 0.599
Average MCC ± 95% Confidence Intervals 0.588 ± 0.110
Sensitivity 0.390
Positive Predictive Value 0.921
Nr of predictions 17

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2KDQ_B 0.73 0.55 1.00 6 400 0 0 0 0 5
2WRQ_Y 0.57 0.59 0.56 10 2832 13 5 3 5 7
3A2K_C 0.78 0.61 1.00 17 2909 0 0 0 0 11
3G4S_9 0.50 0.28 0.89 16 7363 2 1 1 0 41
3IVN_B 0.78 0.61 1.00 19 2327 0 0 0 0 12
3IZ4_A 0.47 0.23 0.94 31 70843 2 0 2 0 101
3IZF_C 0.73 0.56 0.97 30 6872 1 0 1 0 24
3JYV_7 0.68 0.50 0.94 16 2833 1 0 1 0 16
3JYX_4 0.46 0.21 1.00 7 12239 2 0 0 2 26
3JYX_3 0.64 0.56 0.75 15 6308 10 1 4 5 12
3LA5_A 0.78 0.62 1.00 21 2464 0 0 0 0 13
3NPB_A 0.44 0.20 1.00 9 7012 2 0 0 2 37
3O58_2 0.83 0.71 0.96 27 7232 2 0 1 1 11
3O58_3 0.51 0.26 1.00 9 12394 0 0 0 0 26
3RKF_A 0.76 0.59 1.00 20 2191 0 0 0 0 14
4A1C_2 0.33 0.15 0.71 5 11774 3 0 2 1 28
4ENB_A 0.00 0.00 0.00 0 1275 0 0 0 0 19

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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 307
Total TN 159011
Total FP 290
Total FP CONTRA 39
Total FP INCONS 191
Total FP COMP 60
Total FN 354
Total Scores
MCC 0.513
Average MCC ± 95% Confidence Intervals 0.545 ± 0.129
Sensitivity 0.464
Positive Predictive Value 0.572
Nr of predictions 17

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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
3JYV_7 -0.01 0.00 0.00 0 2827 23 1 22 0 32
3JYX_4 0.31 0.30 0.31 10 12214 35 5 17 13 23
3JYX_3 0.54 0.56 0.54 15 6300 24 1 12 11 12
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.