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 0.622 > 0.576
Average MCC ± 95% Confidence Intervals 0.554 ± 0.258 < 0.564 ± 0.217
Sensitivity 0.497 < 0.525
Positive Predictive Value 0.783 > 0.638
Total TP 90 < 95
Total TN 25344 > 25310
Total FP 32 < 88
Total FP CONTRA 11 < 21
Total FP INCONS 14 < 33
Total FP COMP 7 < 34
Total FN 91 > 86
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 90
Total TN 25344
Total FP 32
Total FP CONTRA 11
Total FP INCONS 14
Total FP COMP 7
Total FN 91
Total Scores
MCC 0.622
Average MCC ± 95% Confidence Intervals 0.554 ± 0.258
Sensitivity 0.497
Positive Predictive Value 0.783
Nr of predictions 8

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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
3IVN_B 0.86 0.83 0.90 19 882 2 2 0 0 4
3J3E_8 0.00 0.00 0.00 0 2738 4 1 3 0 15
3J3F_8 0.44 0.37 0.54 7 4748 8 3 3 2 12
3O58_3 0.64 0.45 0.91 10 4753 2 1 0 1 12
3RKF_A 0.86 0.75 1.00 18 848 0 0 0 0 6
3SD1_A 0.85 0.76 0.96 22 1510 1 0 1 0 7
3ZEX_C 0.44 0.31 0.64 9 5360 7 1 4 2 20
4A1C_2 0.33 0.25 0.45 5 4505 8 3 3 2 15

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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 95
Total TN 25310
Total FP 88
Total FP CONTRA 21
Total FP INCONS 33
Total FP COMP 34
Total FN 86
Total Scores
MCC 0.576
Average MCC ± 95% Confidence Intervals 0.564 ± 0.217
Sensitivity 0.525
Positive Predictive Value 0.638
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
3IVN_B 0.91 0.83 1.00 19 884 0 0 0 0 4
3J3E_8 0.18 0.20 0.18 3 2725 22 5 9 8 12
3J3F_8 0.47 0.47 0.47 9 4742 18 5 5 8 10
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
3ZEX_C 0.39 0.31 0.50 9 5356 14 2 7 5 20
4A1C_2 0.40 0.40 0.40 8 4496 20 4 8 8 12

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