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

  1. Overview

  2. Performance Plots

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

  4. Performance of RNAalifold(seed) - scored lower in this pairwise comparison

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


Overview

Metric Afold RNAalifold(seed)
MCC 0.567 > 0.558
Average MCC ± 95% Confidence Intervals 0.663 ± 0.189 > 0.570 ± 0.163
Sensitivity 0.617 > 0.406
Positive Predictive Value 0.526 < 0.772
Total TP 222 > 146
Total TN 64335 < 64568
Total FP 256 > 55
Total FP CONTRA 91 > 23
Total FP INCONS 109 > 20
Total FP COMP 56 > 12
Total FN 138 < 214
P-value 0.000382312754694

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Performance plots


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

  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 Afold and RNAalifold(seed)).

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

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Performance of Afold - scored higher in this pairwise comparison

1. Total counts & total scores for Afold

Total Base Pair Counts
Total TP 222
Total TN 64335
Total FP 256
Total FP CONTRA 91
Total FP INCONS 109
Total FP COMP 56
Total FN 138
Total Scores
MCC 0.567
Average MCC ± 95% Confidence Intervals 0.663 ± 0.189
Sensitivity 0.617
Positive Predictive Value 0.526
Nr of predictions 11

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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
2LC8_A 0.64 0.61 0.69 11 512 6 0 5 1 7
3A3A_A 0.93 0.87 1.00 26 1474 0 0 0 0 4
3IVN_B 0.91 0.83 1.00 19 884 0 0 0 0 4
3IYQ_A 0.23 0.33 0.17 17 22339 97 47 37 13 34
3IZ4_A 0.52 0.57 0.48 54 25423 63 27 32 4 41
3LA5_A 0.91 0.84 1.00 21 933 0 0 0 0 4
3NPB_A 0.82 0.73 0.93 27 2249 6 0 2 4 10
3O58_3 0.41 0.50 0.34 11 4732 38 6 15 17 11
3RKF_A 0.91 0.83 1.00 20 846 0 0 0 0 4
4A1C_2 0.19 0.25 0.15 5 4483 43 11 17 15 15
4ENB_A 0.81 0.73 0.92 11 460 3 0 1 2 4

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Performance of RNAalifold(seed) - scored lower in this pairwise comparison

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

Total Base Pair Counts
Total TP 146
Total TN 64568
Total FP 55
Total FP CONTRA 23
Total FP INCONS 20
Total FP COMP 12
Total FN 214
Total Scores
MCC 0.558
Average MCC ± 95% Confidence Intervals 0.570 ± 0.163
Sensitivity 0.406
Positive Predictive Value 0.772
Nr of predictions 11

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2LC8_A -0.03 0.00 0.00 0 516 12 0 12 0 18
3A3A_A 0.79 0.63 1.00 19 1481 0 0 0 0 11
3IVN_B 0.71 0.65 0.79 15 884 4 2 2 0 8
3IYQ_A 0.36 0.27 0.48 14 22411 19 13 2 4 37
3IZ4_A 0.46 0.26 0.81 25 25505 8 6 0 2 70
3LA5_A 0.73 0.64 0.84 16 935 3 1 2 0 9
3NPB_A 0.77 0.59 1.00 22 2256 3 0 0 3 15
3O58_3 0.60 0.36 1.00 8 4756 1 0 0 1 14
3RKF_A 0.74 0.67 0.84 16 847 3 1 2 0 8
4A1C_2 0.50 0.25 1.00 5 4511 2 0 0 2 15
4ENB_A 0.63 0.40 1.00 6 466 0 0 0 0 9

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