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

  1. Overview

  2. Performance Plots

  3. Performance of MXScarna(20) - scored higher in this pairwise comparison

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

  5. Compile and download dataset for MXScarna(20) & Afold [.zip] - may take several seconds...


Overview

Metric MXScarna(20) Afold
MCC 0.645 > 0.547
Average MCC ± 95% Confidence Intervals 0.629 ± 0.182 > 0.562 ± 0.223
Sensitivity 0.597 > 0.579
Positive Predictive Value 0.701 > 0.524
Total TP 190 > 184
Total TN 44979 > 44899
Total FP 125 < 221
Total FP CONTRA 41 < 57
Total FP INCONS 40 < 110
Total FP COMP 44 < 54
Total FN 128 < 134
P-value 1.52299983238e-08

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Performance plots


  1. Comparison of performance of MXScarna(20) 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 MXScarna(20) 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 MXScarna(20) and Afold).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for MXScarna(20) 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 MXScarna(20) and Afold).

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Performance of MXScarna(20) - scored higher in this pairwise comparison

1. Total counts & total scores for MXScarna(20)

Total Base Pair Counts
Total TP 190
Total TN 44979
Total FP 125
Total FP CONTRA 41
Total FP INCONS 40
Total FP COMP 44
Total FN 128
Total Scores
MCC 0.645
Average MCC ± 95% Confidence Intervals 0.629 ± 0.182
Sensitivity 0.597
Positive Predictive Value 0.701
Nr of predictions 11

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2. Individual counts for MXScarna(20) [ download as .csv ]

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
3A2K_C 0.74 0.73 0.76 16 1087 6 1 4 1 6
3IVN_B 0.81 0.74 0.89 17 884 2 2 0 0 6
3IZ4_A 0.58 0.54 0.63 51 25455 35 18 12 5 44
3J3E_8 0.21 0.20 0.23 3 2729 15 4 6 5 12
3JYV_7 0.95 0.90 1.00 18 1093 2 0 0 2 2
3LA5_A 0.87 0.80 0.95 20 933 1 1 0 0 5
3NPB_A 0.77 0.73 0.82 27 2245 9 2 4 3 10
3O58_3 0.62 0.59 0.65 13 4744 18 5 2 11 9
3RKF_A 0.86 0.75 1.00 18 848 0 0 0 0 6
4A1C_2 0.22 0.25 0.21 5 4492 36 8 11 17 15
4ENB_A 0.29 0.13 0.67 2 469 1 0 1 0 13

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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 184
Total TN 44899
Total FP 221
Total FP CONTRA 57
Total FP INCONS 110
Total FP COMP 54
Total FN 134
Total Scores
MCC 0.547
Average MCC ± 95% Confidence Intervals 0.562 ± 0.223
Sensitivity 0.579
Positive Predictive Value 0.524
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
3A2K_C 0.46 0.50 0.44 11 1083 14 3 11 0 11
3IVN_B 0.91 0.83 1.00 19 884 0 0 0 0 4
3IZ4_A 0.52 0.57 0.48 54 25423 63 27 32 4 41
3J3E_8 0.26 0.33 0.21 5 2718 31 6 13 12 10
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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Matthews Correlation Coeffient, Sensitivity and Positive Predictive Value have been calculated based on the paper by Gardener & Giegerich, 2004.