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 Pknots - scored lower in this pairwise comparison

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


Overview

Metric RNASampler(seed) Pknots
MCC 0.546 > 0.541
Average MCC ± 95% Confidence Intervals 0.548 ± 0.226 < 0.612 ± 0.228
Sensitivity 0.409 < 0.514
Positive Predictive Value 0.734 > 0.575
Total TP 113 < 142
Total TN 50350 > 50257
Total FP 56 < 125
Total FP CONTRA 4 < 28
Total FP INCONS 37 < 77
Total FP COMP 15 < 20
Total FN 163 > 134
P-value 0.0

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Performance plots


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

  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 Pknots).

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

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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 113
Total TN 50350
Total FP 56
Total FP CONTRA 4
Total FP INCONS 37
Total FP COMP 15
Total FN 163
Total Scores
MCC 0.546
Average MCC ± 95% Confidence Intervals 0.548 ± 0.226
Sensitivity 0.409
Positive Predictive Value 0.734
Nr of predictions 9

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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
2KDQ_B 0.95 0.91 1.00 10 396 0 0 0 0 1
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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Performance of Pknots - scored lower in this pairwise comparison

1. Total counts & total scores for Pknots

Total Base Pair Counts
Total TP 142
Total TN 50257
Total FP 125
Total FP CONTRA 28
Total FP INCONS 77
Total FP COMP 20
Total FN 134
Total Scores
MCC 0.541
Average MCC ± 95% Confidence Intervals 0.612 ± 0.228
Sensitivity 0.514
Positive Predictive Value 0.575
Nr of predictions 9

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2KDQ_B 0.95 0.91 1.00 10 396 0 0 0 0 1
2LC8_A 0.79 0.75 0.83 15 1522 3 1 2 0 5
3A3A_A 0.87 0.76 1.00 28 3627 0 0 0 0 9
3IVN_B 0.78 0.65 0.95 20 2325 1 0 1 0 11
3JYX_4 0.18 0.21 0.16 7 12203 41 13 23 5 26
3O58_3 0.27 0.31 0.24 11 12357 38 11 24 3 24
3RKF_A 0.77 0.62 0.95 21 2189 1 0 1 0 13
3SD1_A 0.65 0.52 0.81 22 3889 5 0 5 0 20
4A1C_2 0.24 0.24 0.25 8 11749 36 3 21 12 25

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