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

  1. Overview

  2. Performance Plots

  3. Performance of Pknots - scored higher in this pairwise comparison

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

  5. Compile and download dataset for Pknots & NanoFolder [.zip] - may take several seconds...


Overview

Metric Pknots NanoFolder
MCC 0.808 > 0.304
Average MCC ± 95% Confidence Intervals 0.860 ± 0.179 > 0.353 ± 0.351
Sensitivity 0.759 > 0.343
Positive Predictive Value 0.863 > 0.281
Total TP 126 > 57
Total TN 18883 > 18826
Total FP 30 < 159
Total FP CONTRA 2 < 22
Total FP INCONS 18 < 124
Total FP COMP 10 < 13
Total FN 40 < 109
P-value 0.0

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Performance plots


  1. Comparison of performance of Pknots 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 Pknots and NanoFolder).

  2. Comparison of average Matthews Correlation Coefficients (MCCs) for Pknots 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 Pknots and NanoFolder).

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Performance of Pknots - scored higher in this pairwise comparison

1. Total counts & total scores for Pknots

Total Base Pair Counts
Total TP 126
Total TN 18883
Total FP 30
Total FP CONTRA 2
Total FP INCONS 18
Total FP COMP 10
Total FN 40
Total Scores
MCC 0.808
Average MCC ± 95% Confidence Intervals 0.860 ± 0.179
Sensitivity 0.759
Positive Predictive Value 0.863
Nr of predictions 7

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
PDB_00571 0.87 0.80 0.95 20 3300 1 1 0 0 5
PDB_00828 0.86 0.74 1.00 20 2465 2 0 0 2 7
PDB_00851 - 0.44 0.39 0.50 16 4721 16 0 16 0 25
PDB_01009 0.90 0.90 0.90 19 2464 4 0 2 2 2
RFA_00770 0.97 0.94 1.00 17 1999 3 0 0 3 1
RFA_00773 0.97 1.00 0.95 18 1934 4 1 0 3 0
RFA_00808 1.00 1.00 1.00 16 2000 0 0 0 0 0

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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 57
Total TN 18826
Total FP 159
Total FP CONTRA 22
Total FP INCONS 124
Total FP COMP 13
Total FN 109
Total Scores
MCC 0.304
Average MCC ± 95% Confidence Intervals 0.353 ± 0.351
Sensitivity 0.343
Positive Predictive Value 0.281
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
PDB_00571 -0.01 0.00 0.00 0 3286 36 6 29 1 25
PDB_00828 0.30 0.33 0.28 9 2453 23 0 23 0 18
PDB_00851 - 0.16 0.17 0.17 7 4711 35 3 32 0 34
PDB_01009 0.27 0.33 0.23 7 2455 25 3 20 2 14
RFA_00770 -0.01 0.00 0.00 0 1996 24 0 20 4 18
RFA_00773 0.93 1.00 0.86 18 1932 9 3 0 6 0
RFA_00808 0.83 1.00 0.70 16 1993 7 7 0 0 0

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