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 NanoFolder - scored lower in this pairwise comparison

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


Overview

Metric RNASampler(seed) NanoFolder
MCC 0.337 > 0.214
Average MCC ± 95% Confidence Intervals 0.328 ± 0.245 > 0.243 ± 0.246
Sensitivity 0.233 < 0.244
Positive Predictive Value 0.495 > 0.195
Total TP 45 < 47
Total TN 40582 > 40432
Total FP 68 < 225
Total FP CONTRA 3 < 33
Total FP INCONS 43 < 161
Total FP COMP 22 < 31
Total FN 148 > 146
P-value 0.0

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Performance plots


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

  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 NanoFolder).

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

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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 45
Total TN 40582
Total FP 68
Total FP CONTRA 3
Total FP INCONS 43
Total FP COMP 22
Total FN 148
Total Scores
MCC 0.337
Average MCC ± 95% Confidence Intervals 0.328 ± 0.245
Sensitivity 0.233
Positive Predictive Value 0.495
Nr of predictions 6

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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
3J3E_8 0.12 0.09 0.17 3 7485 22 2 13 7 30
3J3F_8 0.44 0.33 0.57 12 12225 15 1 8 6 24
3W3S_B 0.55 0.30 1.00 12 4741 1 0 0 1 28
4A1C_2 0.31 0.24 0.40 8 11761 20 0 12 8 25
4JF2_A 0.57 0.32 1.00 10 2840 0 0 0 0 21

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Performance of NanoFolder - scored lower in this pairwise comparison

1. Total counts & total scores for NanoFolder

Total Base Pair Counts
Total TP 47
Total TN 40432
Total FP 225
Total FP CONTRA 33
Total FP INCONS 161
Total FP COMP 31
Total FN 146
Total Scores
MCC 0.214
Average MCC ± 95% Confidence Intervals 0.243 ± 0.246
Sensitivity 0.244
Positive Predictive Value 0.195
Nr of predictions 6

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2LC8_A 0.52 0.55 0.50 11 1518 11 0 11 0 9
3J3E_8 0.00 0.00 0.00 0 7466 47 6 31 10 33
3J3F_8 0.27 0.33 0.22 12 12192 54 9 33 12 24
3W3S_B 0.17 0.18 0.18 7 4713 34 1 32 1 33
4A1C_2 0.00 0.00 0.00 0 11728 61 12 41 8 33
4JF2_A 0.51 0.55 0.49 17 2815 18 5 13 0 14

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