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

  1. Overview

  2. Performance Plots

  3. Performance of CentroidAlifold(seed) - scored higher in this pairwise comparison

  4. Performance of RNASampler(seed) - scored lower in this pairwise comparison

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


Overview

Metric CentroidAlifold(seed) RNASampler(seed)
MCC 0.655 > 0.526
Average MCC ± 95% Confidence Intervals 0.582 ± 0.228 > 0.497 ± 0.225
Sensitivity 0.449 > 0.389
Positive Predictive Value 0.960 > 0.715
Total TP 119 > 103
Total TN 49974 > 49954
Total FP 9 < 56
Total FP CONTRA 1 < 4
Total FP INCONS 4 < 37
Total FP COMP 4 < 15
Total FN 146 < 162
P-value 0.0

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Performance plots


  1. Comparison of performance of CentroidAlifold(seed) and RNASampler(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 CentroidAlifold(seed) and RNASampler(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 CentroidAlifold(seed) and RNASampler(seed)).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for CentroidAlifold(seed) and RNASampler(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 CentroidAlifold(seed) and RNASampler(seed)).

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Performance of CentroidAlifold(seed) - scored higher in this pairwise comparison

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

Total Base Pair Counts
Total TP 119
Total TN 49974
Total FP 9
Total FP CONTRA 1
Total FP INCONS 4
Total FP COMP 4
Total FN 146
Total Scores
MCC 0.655
Average MCC ± 95% Confidence Intervals 0.582 ± 0.228
Sensitivity 0.449
Positive Predictive Value 0.960
Nr of predictions 8

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2. Individual counts for CentroidAlifold(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 1540 0 0 0 0 20
3A3A_A 0.85 0.73 1.00 27 3628 0 0 0 0 10
3IVN_B 0.78 0.65 0.95 20 2325 1 1 0 0 11
3JYX_4 0.52 0.30 0.91 10 12235 3 0 1 2 23
3O58_3 0.56 0.34 0.92 12 12390 1 0 1 0 23
3RKF_A 0.76 0.59 1.00 20 2191 0 0 0 0 14
3SD1_A 0.71 0.52 0.96 22 3893 1 0 1 0 20
4A1C_2 0.46 0.24 0.89 8 11772 3 0 1 2 25

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Performance of RNASampler(seed) - scored lower in this pairwise comparison

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

Total Base Pair Counts
Total TP 103
Total TN 49954
Total FP 56
Total FP CONTRA 4
Total FP INCONS 37
Total FP COMP 15
Total FN 162
Total Scores
MCC 0.526
Average MCC ± 95% Confidence Intervals 0.497 ± 0.225
Sensitivity 0.389
Positive Predictive Value 0.715
Nr of predictions 8

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2LC8_A -0.01 0.00 0.00 0 1530 10 0 10 0 20
3A3A_A 0.70 0.49 1.00 18 3637 0 0 0 0 19
3IVN_B 0.78 0.61 1.00 19 2327 0 0 0 0 12
3JYX_4 0.39 0.30 0.50 10 12226 13 2 8 3 23
3O58_3 0.45 0.34 0.60 12 12383 12 2 6 4 23
3RKF_A 0.76 0.59 1.00 20 2191 0 0 0 0 14
3SD1_A 0.60 0.38 0.94 16 3899 1 0 1 0 26
4A1C_2 0.31 0.24 0.40 8 11761 20 0 12 8 25

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