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(20) - scored higher in this pairwise comparison

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

  5. Compile and download dataset for CentroidAlifold(20) & RNASampler(seed) [.zip] - may take several seconds...


Overview

Metric CentroidAlifold(20) RNASampler(seed)
MCC 0.586 > 0.560
Average MCC ± 95% Confidence Intervals 0.573 ± 0.176 > 0.571 ± 0.175
Sensitivity 0.421 = 0.421
Positive Predictive Value 0.821 > 0.750
Total TP 96 = 96
Total TN 45776 > 45765
Total FP 25 < 47
Total FP CONTRA 2 < 4
Total FP INCONS 19 < 28
Total FP COMP 4 < 15
Total FN 132 = 132
P-value 0.0

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Performance plots


  1. Comparison of performance of CentroidAlifold(20) 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(20) 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(20) and RNASampler(seed)).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for CentroidAlifold(20) 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(20) and RNASampler(seed)).

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

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

Total Base Pair Counts
Total TP 96
Total TN 45776
Total FP 25
Total FP CONTRA 2
Total FP INCONS 19
Total FP COMP 4
Total FN 132
Total Scores
MCC 0.586
Average MCC ± 95% Confidence Intervals 0.573 ± 0.176
Sensitivity 0.421
Positive Predictive Value 0.821
Nr of predictions 7

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2L94_A 0.61 0.55 0.69 11 974 5 0 5 0 9
3IVN_B 0.78 0.65 0.95 20 2325 1 1 0 0 11
3JYX_4 0.39 0.27 0.56 9 12230 9 0 7 2 24
3O58_3 0.54 0.31 0.92 11 12391 1 0 1 0 24
3RKF_A 0.72 0.53 1.00 18 2193 0 0 0 0 16
3SD1_A 0.71 0.52 0.96 22 3893 1 0 1 0 20
4A1C_2 0.26 0.15 0.45 5 11770 8 1 5 2 28

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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 96
Total TN 45765
Total FP 47
Total FP CONTRA 4
Total FP INCONS 28
Total FP COMP 15
Total FN 132
Total Scores
MCC 0.560
Average MCC ± 95% Confidence Intervals 0.571 ± 0.175
Sensitivity 0.421
Positive Predictive Value 0.750
Nr of predictions 7

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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
2L94_A 0.71 0.55 0.92 11 978 1 0 1 0 9
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.