CompaRNA - on-line benchmarks of RNA structure prediction methods
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Table of contents:

  1. Overview

  2. Performance Plots

  3. Performance of Mastr(20) - scored higher in this pairwise comparison

  4. Performance of NanoFolder - scored lower in this pairwise comparison

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


Overview

Metric Mastr(20) NanoFolder
MCC 0.595 > 0.329
Average MCC ± 95% Confidence Intervals 0.496 ± 0.304 > 0.353 ± 0.217
Sensitivity 0.511 > 0.405
Positive Predictive Value 0.703 > 0.283
Total TP 97 > 77
Total TN 16002 > 15868
Total FP 52 < 216
Total FP CONTRA 4 < 62
Total FP INCONS 37 < 133
Total FP COMP 11 < 21
Total FN 93 < 113
P-value 0.0

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Performance plots


  1. Comparison of performance of Mastr(20) 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 Mastr(20) 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 Mastr(20) and NanoFolder).

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

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

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

Total Base Pair Counts
Total TP 97
Total TN 16002
Total FP 52
Total FP CONTRA 4
Total FP INCONS 37
Total FP COMP 11
Total FN 93
Total Scores
MCC 0.595
Average MCC ± 95% Confidence Intervals 0.496 ± 0.304
Sensitivity 0.511
Positive Predictive Value 0.703
Nr of predictions 7

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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
3J20_1 0.26 0.25 0.29 5 1095 12 1 11 0 15
3J2L_3 0.42 0.38 0.48 13 2993 16 2 12 2 21
3ZEX_D 0.93 0.91 0.94 32 2762 7 0 2 5 3
4A1C_3 0.88 0.86 0.89 32 2727 7 0 4 3 5
4A1C_2 0.00 0.00 0.00 0 4516 0 0 0 0 20
4AOB_A 0.42 0.34 0.53 10 1418 10 1 8 1 19
4ENC_A 0.57 0.33 1.00 5 491 0 0 0 0 10

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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 77
Total TN 15868
Total FP 216
Total FP CONTRA 62
Total FP INCONS 133
Total FP COMP 21
Total FN 113
Total Scores
MCC 0.329
Average MCC ± 95% Confidence Intervals 0.353 ± 0.217
Sensitivity 0.405
Positive Predictive Value 0.283
Nr of predictions 7

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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
3J20_1 0.42 0.50 0.37 10 1085 20 5 12 3 10
3J2L_3 0.13 0.18 0.12 6 2969 46 14 31 1 28
3ZEX_D 0.30 0.37 0.27 13 2747 36 10 26 0 22
4A1C_3 0.58 0.68 0.51 25 2714 24 9 15 0 12
4A1C_2 -0.01 0.00 0.00 0 4469 61 18 29 14 20
4AOB_A 0.39 0.41 0.39 12 1406 20 4 15 1 17
4ENC_A 0.66 0.73 0.61 11 478 9 2 5 2 4

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