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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric RNASampler(seed) MaxExpect
MCC 0.500 > 0.418
Average MCC ± 95% Confidence Intervals 0.469 ± 0.257 > 0.416 ± 0.281
Sensitivity 0.373 < 0.377
Positive Predictive Value 0.675 > 0.470
Total TP 85 < 86
Total TN 46317 > 46260
Total FP 56 < 133
Total FP CONTRA 4 < 13
Total FP INCONS 37 < 84
Total FP COMP 15 < 36
Total FN 143 > 142
P-value 0.0

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Performance plots


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

  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 RNASampler(seed) and MaxExpect).

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

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

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

Total Base Pair Counts
Total TP 85
Total TN 46317
Total FP 56
Total FP CONTRA 4
Total FP INCONS 37
Total FP COMP 15
Total FN 143
Total Scores
MCC 0.500
Average MCC ± 95% Confidence Intervals 0.469 ± 0.257
Sensitivity 0.373
Positive Predictive Value 0.675
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
2LC8_A -0.01 0.00 0.00 0 1530 10 0 10 0 20
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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Performance of MaxExpect - scored lower in this pairwise comparison

1. Total counts & total scores for MaxExpect

Total Base Pair Counts
Total TP 86
Total TN 46260
Total FP 133
Total FP CONTRA 13
Total FP INCONS 84
Total FP COMP 36
Total FN 142
Total Scores
MCC 0.418
Average MCC ± 95% Confidence Intervals 0.416 ± 0.281
Sensitivity 0.377
Positive Predictive Value 0.470
Nr of predictions 7

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2. Individual counts for MaxExpect [ 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 1525 15 2 13 0 20
3IVN_B 0.78 0.61 1.00 19 2327 0 0 0 0 12
3JYX_4 0.31 0.30 0.31 10 12214 34 4 18 12 23
3O58_3 0.35 0.34 0.35 12 12369 35 2 20 13 23
3RKF_A 0.76 0.59 1.00 20 2191 0 0 0 0 14
3SD1_A 0.58 0.48 0.71 20 3888 8 1 7 0 22
4A1C_2 0.14 0.15 0.14 5 11746 41 4 26 11 28

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