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(20) - scored higher in this pairwise comparison

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

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


Overview

Metric CentroidAlifold(20) Afold
MCC 0.655 > 0.508
Average MCC ± 95% Confidence Intervals 0.655 ± 0.092 > 0.522 ± 0.134
Sensitivity 0.503 > 0.467
Positive Predictive Value 0.856 > 0.557
Total TP 298 > 277
Total TN 151413 > 151264
Total FP 75 < 279
Total FP CONTRA 13 < 38
Total FP INCONS 37 < 182
Total FP COMP 25 < 59
Total FN 295 < 316
P-value 1.39551335374e-08

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Performance plots


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

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

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

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

Total Base Pair Counts
Total TP 298
Total TN 151413
Total FP 75
Total FP CONTRA 13
Total FP INCONS 37
Total FP COMP 25
Total FN 295
Total Scores
MCC 0.655
Average MCC ± 95% Confidence Intervals 0.655 ± 0.092
Sensitivity 0.503
Positive Predictive Value 0.856
Nr of predictions 15

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2WRQ_Y 0.57 0.59 0.56 10 2832 11 5 3 3 7
3A2K_C 0.86 0.75 1.00 21 2905 0 0 0 0 7
3IVN_B 0.78 0.65 0.95 20 2325 1 1 0 0 11
3IZ4_A 0.58 0.39 0.88 51 70818 7 3 4 0 81
3IZF_C 0.75 0.61 0.92 33 6867 4 0 3 1 21
3JYV_7 0.81 0.66 1.00 21 2829 0 0 0 0 11
3JYX_3 0.61 0.56 0.68 15 6306 20 0 7 13 12
3JYX_4 0.39 0.27 0.56 9 12230 9 0 7 2 24
3LA5_A 0.78 0.62 1.00 21 2464 0 0 0 0 13
3NPB_A 0.70 0.54 0.89 25 6993 5 1 2 2 21
3O58_2 0.78 0.76 0.81 29 7224 9 2 5 2 9
3O58_3 0.54 0.31 0.92 11 12391 1 0 1 0 24
3RKF_A 0.72 0.53 1.00 18 2193 0 0 0 0 16
4A1C_2 0.26 0.15 0.45 5 11770 8 1 5 2 28
4ENB_A 0.69 0.47 1.00 9 1266 0 0 0 0 10

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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 277
Total TN 151264
Total FP 279
Total FP CONTRA 38
Total FP INCONS 182
Total FP COMP 59
Total FN 316
Total Scores
MCC 0.508
Average MCC ± 95% Confidence Intervals 0.522 ± 0.134
Sensitivity 0.467
Positive Predictive Value 0.557
Nr of predictions 15

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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
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
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_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.