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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric Carnac(20) Alterna
MCC 0.828 > 0.593
Average MCC ± 95% Confidence Intervals 0.830 ± 0.091 > 0.591 ± 0.291
Sensitivity 0.702 > 0.596
Positive Predictive Value 0.984 > 0.607
Total TP 120 > 102
Total TN 7802 > 7756
Total FP 4 < 67
Total FP CONTRA 0 < 18
Total FP INCONS 2 < 48
Total FP COMP 2 > 1
Total FN 51 < 69
P-value 0.0

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Performance plots


  1. Comparison of performance of Carnac(20) and Alterna. 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 Carnac(20) and Alterna).

  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 Carnac(20) and Alterna).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for Carnac(20) and Alterna. 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 Carnac(20) and Alterna).

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

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

Total Base Pair Counts
Total TP 120
Total TN 7802
Total FP 4
Total FP CONTRA 0
Total FP INCONS 2
Total FP COMP 2
Total FN 51
Total Scores
MCC 0.828
Average MCC ± 95% Confidence Intervals 0.830 ± 0.091
Sensitivity 0.702
Positive Predictive Value 0.984
Nr of predictions 7

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
3A2K_C 0.88 0.77 1.00 17 1091 0 0 0 0 5
3GX2_A 0.68 0.46 1.00 13 1436 0 0 0 0 15
3IVN_B 0.91 0.83 1.00 19 884 0 0 0 0 4
3JYV_7 0.81 0.70 0.93 14 1096 3 0 1 2 6
3LA5_A 0.91 0.84 1.00 21 933 0 0 0 0 4
3RKF_A 0.91 0.83 1.00 20 846 0 0 0 0 4
3SD1_A 0.72 0.55 0.94 16 1516 1 0 1 0 13

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Performance of Alterna - scored lower in this pairwise comparison

1. Total counts & total scores for Alterna

Total Base Pair Counts
Total TP 102
Total TN 7756
Total FP 67
Total FP CONTRA 18
Total FP INCONS 48
Total FP COMP 1
Total FN 69
Total Scores
MCC 0.593
Average MCC ± 95% Confidence Intervals 0.591 ± 0.291
Sensitivity 0.596
Positive Predictive Value 0.607
Nr of predictions 7

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
3A2K_C 0.49 0.55 0.46 12 1082 14 3 11 0 10
3GX2_A 0.56 0.57 0.57 16 1421 13 4 8 1 12
3IVN_B 0.81 0.78 0.86 18 882 3 2 1 0 5
3JYV_7 -0.02 0.00 0.00 0 1089 22 4 18 0 20
3LA5_A 0.91 0.84 1.00 21 933 0 0 0 0 4
3RKF_A 0.82 0.79 0.86 19 844 3 1 2 0 5
3SD1_A 0.55 0.55 0.57 16 1505 12 4 8 0 13

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