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 RSpredict(20) - scored lower in this pairwise comparison

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


Overview

Metric RNASampler(seed) RSpredict(20)
MCC 0.570 > 0.502
Average MCC ± 95% Confidence Intervals 0.606 ± 0.218 > 0.552 ± 0.256
Sensitivity 0.434 < 0.461
Positive Predictive Value 0.754 > 0.552
Total TP 95 < 101
Total TN 45183 > 45126
Total FP 46 < 100
Total FP CONTRA 4 < 24
Total FP INCONS 27 < 58
Total FP COMP 15 < 18
Total FN 124 > 118
P-value 0.0

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Performance plots


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

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for RNASampler(seed) and RSpredict(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 RSpredict(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 95
Total TN 45183
Total FP 46
Total FP CONTRA 4
Total FP INCONS 27
Total FP COMP 15
Total FN 124
Total Scores
MCC 0.570
Average MCC ± 95% Confidence Intervals 0.606 ± 0.218
Sensitivity 0.434
Positive Predictive Value 0.754
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
2KDQ_B 0.95 0.91 1.00 10 396 0 0 0 0 1
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 RSpredict(20) - scored lower in this pairwise comparison

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

Total Base Pair Counts
Total TP 101
Total TN 45126
Total FP 100
Total FP CONTRA 24
Total FP INCONS 58
Total FP COMP 18
Total FN 118
Total Scores
MCC 0.502
Average MCC ± 95% Confidence Intervals 0.552 ± 0.256
Sensitivity 0.461
Positive Predictive Value 0.552
Nr of predictions 7

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2KDQ_B 0.85 0.73 1.00 8 398 0 0 0 0 3
3IVN_B 0.78 0.65 0.95 20 2325 1 0 1 0 11
3JYX_4 0.28 0.27 0.30 9 12216 33 5 16 12 24
3O58_3 0.32 0.34 0.30 12 12363 28 12 16 0 23
3RKF_A 0.77 0.62 0.95 21 2189 1 0 1 0 13
3SD1_A 0.68 0.60 0.78 25 3884 7 1 6 0 17
4A1C_2 0.19 0.18 0.20 6 11751 30 6 18 6 27

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