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 Mastr(seed) - scored lower in this pairwise comparison

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


Overview

Metric Afold Mastr(seed)
MCC 0.551 > 0.000
Average MCC ± 95% Confidence Intervals 0.617 ± 0.185 > 0.000 ± 0.000
Sensitivity 0.597 > 0.000
Positive Predictive Value 0.514 > 0.000
Total TP 253 > 0
Total TN 67468 < 67960
Total FP 296 > 0
Total FP CONTRA 100 > 0
Total FP INCONS 139 > 0
Total FP COMP 57 > 0
Total FN 171 < 424
P-value 2.20167918023e-08

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Performance plots


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

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for Afold and Mastr(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 Mastr(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 253
Total TN 67468
Total FP 296
Total FP CONTRA 100
Total FP INCONS 139
Total FP COMP 57
Total FN 171
Total Scores
MCC 0.551
Average MCC ± 95% Confidence Intervals 0.617 ± 0.185
Sensitivity 0.597
Positive Predictive Value 0.514
Nr of predictions 14

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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
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
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
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
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 Mastr(seed) - scored lower in this pairwise comparison

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

Total Base Pair Counts
Total TP 0
Total TN 67960
Total FP 0
Total FP CONTRA 0
Total FP INCONS 0
Total FP COMP 0
Total FN 424
Total Scores
MCC 0.000
Average MCC ± 95% Confidence Intervals 0.000 ± 0.000
Sensitivity 0.000
Positive Predictive Value 0.000
Nr of predictions 14

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2LC8_A 0.00 0.00 0.00 0 528 0 0 0 0 18
2ZZN_D 0.00 0.00 0.00 0 984 0 0 0 0 22
3A2K_C 0.00 0.00 0.00 0 1108 0 0 0 0 22
3A3A_A 0.00 0.00 0.00 0 1500 0 0 0 0 30
3IVN_B 0.00 0.00 0.00 0 903 0 0 0 0 23
3IYQ_A 0.00 0.00 0.00 0 22440 0 0 0 0 51
3IZ4_A 0.00 0.00 0.00 0 25536 0 0 0 0 95
3JYV_7 0.00 0.00 0.00 0 1111 0 0 0 0 20
3LA5_A 0.00 0.00 0.00 0 954 0 0 0 0 25
3NPB_A 0.00 0.00 0.00 0 2278 0 0 0 0 37
3O58_3 0.00 0.00 0.00 0 4764 0 0 0 0 22
3RKF_A 0.00 0.00 0.00 0 866 0 0 0 0 24
4A1C_2 0.00 0.00 0.00 0 4516 0 0 0 0 20
4ENB_A 0.00 0.00 0.00 0 472 0 0 0 0 15

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