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 Mastr(20) - scored lower in this pairwise comparison

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


Overview

Metric RNASampler(seed) Mastr(20)
MCC 0.715 > 0.678
Average MCC ± 95% Confidence Intervals 0.733 ± 0.169 > 0.539 ± 0.378
Sensitivity 0.658 > 0.519
Positive Predictive Value 0.782 < 0.891
Total TP 104 > 82
Total TN 17736 < 17777
Total FP 49 > 11
Total FP CONTRA 15 > 6
Total FP INCONS 14 > 4
Total FP COMP 20 > 1
Total FN 54 < 76
P-value 0.0

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Performance plots


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

  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 Mastr(20)).

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

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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 104
Total TN 17736
Total FP 49
Total FP CONTRA 15
Total FP INCONS 14
Total FP COMP 20
Total FN 54
Total Scores
MCC 0.715
Average MCC ± 95% Confidence Intervals 0.733 ± 0.169
Sensitivity 0.658
Positive Predictive Value 0.782
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
2KDQ_B 1.00 1.00 1.00 10 164 0 0 0 0 0
2L94_A 0.70 0.56 0.91 10 346 2 0 1 1 8
3IVN_B 0.91 0.83 1.00 19 884 0 0 0 0 4
3JYX_4 0.70 0.83 0.59 10 4739 13 6 1 6 2
3O58_3 0.54 0.50 0.58 11 4745 13 5 3 5 11
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
4A1C_2 0.40 0.40 0.40 8 4496 20 4 8 8 12

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Performance of Mastr(20) - scored lower in this pairwise comparison

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

Total Base Pair Counts
Total TP 82
Total TN 17777
Total FP 11
Total FP CONTRA 6
Total FP INCONS 4
Total FP COMP 1
Total FN 76
Total Scores
MCC 0.678
Average MCC ± 95% Confidence Intervals 0.539 ± 0.378
Sensitivity 0.519
Positive Predictive Value 0.891
Nr of predictions 8

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2KDQ_B 1.00 1.00 1.00 10 164 0 0 0 0 0
2L94_A 0.88 0.83 0.94 15 341 2 0 1 1 3
3IVN_B 0.86 0.83 0.90 19 882 2 2 0 0 4
3JYX_4 0.00 0.00 0.00 0 4756 0 0 0 0 12
3O58_3 0.00 0.00 0.00 0 4764 0 0 0 0 22
3RKF_A 0.84 0.71 1.00 17 849 0 0 0 0 7
3SD1_A 0.73 0.72 0.75 21 1505 7 4 3 0 8
4A1C_2 0.00 0.00 0.00 0 4516 0 0 0 0 20

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