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 Vsfold5 - scored lower in this pairwise comparison

  5. Compile and download dataset for Afold & Vsfold5 [.zip] - may take several seconds...


Overview

Metric Afold Vsfold5
MCC 0.564 > 0.514
Average MCC ± 95% Confidence Intervals 0.572 ± 0.153 < 0.584 ± 0.158
Sensitivity 0.604 > 0.515
Positive Predictive Value 0.533 > 0.521
Total TP 331 > 282
Total TN 73151 < 73231
Total FP 350 > 306
Total FP CONTRA 106 > 85
Total FP INCONS 184 > 174
Total FP COMP 60 > 47
Total FN 217 < 266
P-value 9.26661638959e-08

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Performance plots


  1. Comparison of performance of Afold and Vsfold5. 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 Vsfold5).

  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 Vsfold5).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for Afold and Vsfold5. 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 Vsfold5).

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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 331
Total TN 73151
Total FP 350
Total FP CONTRA 106
Total FP INCONS 184
Total FP COMP 60
Total FN 217
Total Scores
MCC 0.564
Average MCC ± 95% Confidence Intervals 0.572 ± 0.153
Sensitivity 0.604
Positive Predictive Value 0.533
Nr of predictions 21

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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
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
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
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
3U4M_B - 0.49 0.55 0.46 12 1250 14 3 11 0 10
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 Vsfold5 - scored lower in this pairwise comparison

1. Total counts & total scores for Vsfold5

Total Base Pair Counts
Total TP 282
Total TN 73231
Total FP 306
Total FP CONTRA 85
Total FP INCONS 174
Total FP COMP 47
Total FN 266
Total Scores
MCC 0.514
Average MCC ± 95% Confidence Intervals 0.584 ± 0.158
Sensitivity 0.515
Positive Predictive Value 0.521
Nr of predictions 21

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2. Individual counts for Vsfold5 [ download as .csv ]

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2KFC_A - 0.77 0.88 0.70 7 226 3 2 1 0 1
2LC8_A -0.03 0.00 0.00 0 515 13 0 13 0 18
2RP0_A - 0.84 0.71 1.00 5 111 0 0 0 0 2
2ZZN_D 0.95 0.95 0.95 21 962 1 1 0 0 1
3A2K_C 0.95 0.91 1.00 20 1088 0 0 0 0 2
3A3A_A 0.95 0.90 1.00 27 1473 0 0 0 0 3
3ADB_C - 0.72 0.61 0.87 20 1796 3 0 3 0 13
3GCA_A - 0.84 0.71 1.00 5 153 0 0 0 0 2
3IVN_B 0.88 0.78 1.00 18 885 0 0 0 0 5
3IWN_A 0.26 0.25 0.30 7 1449 16 2 14 0 21
3IYQ_A 0.30 0.37 0.24 19 22361 71 36 24 11 32
3IZ4_A 0.31 0.31 0.33 29 25448 65 14 45 6 66
3JYV_7 -0.02 0.00 0.00 0 1092 19 4 15 0 20
3LA5_A -0.02 0.00 0.00 0 938 16 0 16 0 25
3NKB_B - 0.69 0.74 0.67 14 714 7 0 7 0 5
3NPB_A 0.62 0.54 0.71 20 2250 10 1 7 2 17
3O58_3 0.51 0.59 0.45 13 4735 28 11 5 12 9
3RKF_A 0.90 0.92 0.88 22 841 3 3 0 0 2
3U4M_B - 0.49 0.55 0.46 12 1250 14 3 11 0 10
4A1C_2 0.33 0.40 0.28 8 4487 37 8 13 16 12
4ENB_A 1.00 1.00 1.00 15 457 0 0 0 0 0

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