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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric MaxExpect Afold
MCC 0.632 > 0.534
Average MCC ± 95% Confidence Intervals 0.607 ± 0.145 > 0.590 ± 0.142
Sensitivity 0.648 > 0.563
Positive Predictive Value 0.616 > 0.507
Total TP 817 > 710
Total TN 1555332 > 1555257
Total FP 624 < 804
Total FP CONTRA 166 < 183
Total FP INCONS 343 < 508
Total FP COMP 115 > 113
Total FN 443 < 550
P-value 2.86595104665e-08

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Performance plots


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

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

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Performance of MaxExpect - scored higher in this pairwise comparison

1. Total counts & total scores for MaxExpect

Total Base Pair Counts
Total TP 817
Total TN 1555332
Total FP 624
Total FP CONTRA 166
Total FP INCONS 343
Total FP COMP 115
Total FN 443
Total Scores
MCC 0.632
Average MCC ± 95% Confidence Intervals 0.607 ± 0.145
Sensitivity 0.648
Positive Predictive Value 0.616
Nr of predictions 17

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2. Individual counts for MaxExpect [ 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 0 513 15 3 12 0 18
3A2K_C 0.47 0.50 0.46 11 1084 13 3 10 0 11
3ADB_C - 0.86 0.85 0.88 28 1787 4 0 4 0 5
3IVN_B 0.91 0.83 1.00 19 884 0 0 0 0 4
3IWN_A 0.80 0.79 0.81 22 1445 6 1 4 1 6
3IYQ_A 0.24 0.33 0.17 17 22342 96 41 40 15 34
3IZ4_A 0.61 0.61 0.62 58 25442 42 14 22 6 37
3JYV_7 0.48 0.45 0.53 9 1094 9 3 5 1 11
3KIY_A - 0.67 0.68 0.66 531 1485073 336 81 195 60 255
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 0.77 0.73 0.82 27 2245 10 0 6 4 10
3O58_3 0.40 0.50 0.33 11 4731 36 8 14 14 11
3RKF_A 0.91 0.83 1.00 20 846 0 0 0 0 4
3U4M_B - 0.58 0.59 0.59 13 1254 9 2 7 0 9
4A1C_2 0.19 0.25 0.16 5 4484 41 10 17 14 15
4ENB_A 0.85 0.73 1.00 11 461 0 0 0 0 4

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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 710
Total TN 1555257
Total FP 804
Total FP CONTRA 183
Total FP INCONS 508
Total FP COMP 113
Total FN 550
Total Scores
MCC 0.534
Average MCC ± 95% Confidence Intervals 0.590 ± 0.142
Sensitivity 0.563
Positive Predictive Value 0.507
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
2LC8_A 0.64 0.61 0.69 11 512 6 0 5 1 7
3A2K_C 0.46 0.50 0.44 11 1083 14 3 11 0 11
3ADB_C - 0.85 0.85 0.85 28 1786 6 0 5 1 5
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
3KIY_A - 0.53 0.55 0.51 430 1485031 475 81 338 56 356
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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Matthews Correlation Coeffient, Sensitivity and Positive Predictive Value have been calculated based on the paper by Gardener & Giegerich, 2004.