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 RDfolder - scored lower in this pairwise comparison

  5. Compile and download dataset for Afold & RDfolder [.zip] - may take several seconds...


Overview

Metric Afold RDfolder
MCC 0.651 > 0.583
Average MCC ± 95% Confidence Intervals 0.586 ± 0.171 < 0.612 ± 0.176
Sensitivity 0.645 > 0.528
Positive Predictive Value 0.672 > 0.663
Total TP 231 > 189
Total TN 15449 < 15508
Total FP 122 > 96
Total FP CONTRA 21 > 15
Total FP INCONS 92 > 81
Total FP COMP 9 > 0
Total FN 127 < 169
P-value 3.02344513449e-08

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Performance plots


  1. Comparison of performance of Afold and RDfolder. 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 RDfolder).

  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 RDfolder).

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

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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 231
Total TN 15449
Total FP 122
Total FP CONTRA 21
Total FP INCONS 92
Total FP COMP 9
Total FN 127
Total Scores
MCC 0.651
Average MCC ± 95% Confidence Intervals 0.586 ± 0.171
Sensitivity 0.645
Positive Predictive Value 0.672
Nr of predictions 18

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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
2KFC_A - -0.03 0.00 0.00 0 228 8 1 7 0 8
2LC8_A 0.64 0.61 0.69 11 512 6 0 5 1 7
2RP0_A - 0.76 0.71 0.83 5 110 1 0 1 0 2
2ZZN_D 0.91 0.91 0.91 20 962 3 2 0 1 2
3A2K_C 0.46 0.50 0.44 11 1083 14 3 11 0 11
3A3A_A 0.93 0.87 1.00 26 1474 0 0 0 0 4
3ADB_C - 0.85 0.85 0.85 28 1786 6 0 5 1 5
3GCA_A - -0.04 0.00 0.00 0 151 9 1 6 2 7
3IVN_B 0.91 0.83 1.00 19 884 0 0 0 0 4
3IWN_A 0.67 0.68 0.68 19 1444 9 1 8 0 9
3JYV_7 -0.02 0.00 0.00 0 1088 23 4 19 0 20
3LA5_A 0.91 0.84 1.00 21 933 0 0 0 0 4
3NKB_B - 0.69 0.74 0.67 14 714 7 0 7 0 5
3RKF_A 0.91 0.83 1.00 20 846 0 0 0 0 4
3W3S_B 0.55 0.55 0.56 18 1957 15 4 10 1 15
4ATO_G - 0.38 0.43 0.38 3 212 6 5 0 1 4
4ENB_A 0.81 0.73 0.92 11 460 3 0 1 2 4
4JRC_A - 0.27 0.29 0.29 5 605 12 0 12 0 12

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Performance of RDfolder - scored lower in this pairwise comparison

1. Total counts & total scores for RDfolder

Total Base Pair Counts
Total TP 189
Total TN 15508
Total FP 96
Total FP CONTRA 15
Total FP INCONS 81
Total FP COMP 0
Total FN 169
Total Scores
MCC 0.583
Average MCC ± 95% Confidence Intervals 0.612 ± 0.176
Sensitivity 0.528
Positive Predictive Value 0.663
Nr of predictions 18

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2. Individual counts for RDfolder [ download as .csv ]

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2KFC_A - 0.79 0.63 1.00 5 231 0 0 0 0 3
2LC8_A -0.03 0.00 0.00 0 514 14 3 11 0 18
2RP0_A - 0.84 0.71 1.00 5 111 0 0 0 0 2
2ZZN_D 0.93 0.95 0.91 21 961 2 2 0 0 1
3A2K_C 0.98 0.95 1.00 21 1087 0 0 0 0 1
3A3A_A 0.59 0.50 0.71 15 1479 6 0 6 0 15
3ADB_C - 0.48 0.45 0.54 15 1791 13 1 12 0 18
3GCA_A - 0.84 0.71 1.00 5 153 0 0 0 0 2
3IVN_B 0.91 0.83 1.00 19 884 0 0 0 0 4
3IWN_A -0.01 0.00 0.00 0 1462 10 1 9 0 28
3JYV_7 -0.02 0.00 0.00 0 1091 20 4 16 0 20
3LA5_A 0.91 0.84 1.00 21 933 0 0 0 0 4
3NKB_B - 0.43 0.42 0.47 8 718 9 2 7 0 11
3RKF_A 0.91 0.83 1.00 20 846 0 0 0 0 4
3W3S_B 0.29 0.27 0.33 9 1962 18 2 16 0 24
4ATO_G - 0.75 0.57 1.00 4 216 0 0 0 0 3
4ENB_A 0.48 0.40 0.60 6 462 4 0 4 0 9
4JRC_A - 0.94 0.88 1.00 15 607 0 0 0 0 2

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