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

  1. Overview

  2. Performance Plots

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

  4. Performance of TurboFold(seed) - scored lower in this pairwise comparison

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


Overview

Metric PknotsRG TurboFold(seed)
MCC 0.849 > 0.633
Average MCC ± 95% Confidence Intervals 0.913 ± 0.093 > 0.640 ± 0.098
Sensitivity 0.850 > 0.562
Positive Predictive Value 0.850 > 0.716
Total TP 198 > 131
Total TN 46851 < 46901
Total FP 53 < 57
Total FP CONTRA 10 < 11
Total FP INCONS 25 < 41
Total FP COMP 18 > 5
Total FN 35 < 102
P-value 5.00353292907e-09

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Performance plots


  1. Comparison of performance of PknotsRG and TurboFold(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 PknotsRG and TurboFold(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 PknotsRG and TurboFold(seed)).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for PknotsRG and TurboFold(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 PknotsRG and TurboFold(seed)).

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Performance of PknotsRG - scored higher in this pairwise comparison

1. Total counts & total scores for PknotsRG

Total Base Pair Counts
Total TP 198
Total TN 46851
Total FP 53
Total FP CONTRA 10
Total FP INCONS 25
Total FP COMP 18
Total FN 35
Total Scores
MCC 0.849
Average MCC ± 95% Confidence Intervals 0.913 ± 0.093
Sensitivity 0.850
Positive Predictive Value 0.850
Nr of predictions 10

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
ASE_00210 0.59 0.60 0.59 39 27195 28 6 21 1 26
RFA_00636 0.95 0.96 0.93 27 3976 4 2 0 2 1
RFA_00767 1.00 1.00 1.00 18 1873 3 0 0 3 0
RFA_00768 1.00 1.00 1.00 18 1873 2 0 0 2 0
RFA_00769 0.97 1.00 0.95 18 1934 3 1 0 2 0
RFA_00770 0.88 0.78 1.00 14 2002 3 0 0 3 4
RFA_00773 0.97 1.00 0.95 18 1934 4 1 0 3 0
RFA_00779 0.97 0.94 1.00 17 1936 2 0 0 2 1
RFA_00808 1.00 1.00 1.00 16 2000 0 0 0 0 0
RFA_00809 0.79 0.81 0.76 13 2128 4 0 4 0 3

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Performance of TurboFold(seed) - scored lower in this pairwise comparison

1. Total counts & total scores for TurboFold(seed)

Total Base Pair Counts
Total TP 131
Total TN 46901
Total FP 57
Total FP CONTRA 11
Total FP INCONS 41
Total FP COMP 5
Total FN 102
Total Scores
MCC 0.633
Average MCC ± 95% Confidence Intervals 0.640 ± 0.098
Sensitivity 0.562
Positive Predictive Value 0.716
Nr of predictions 10

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2. Individual counts for TurboFold(seed) [ download as .csv ]

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
ASE_00210 0.71 0.68 0.75 44 27202 16 4 11 1 21
RFA_00636 0.42 0.43 0.43 12 3977 16 2 14 0 16
RFA_00767 0.74 0.56 1.00 10 1881 0 0 0 0 8
RFA_00768 0.74 0.56 1.00 10 1881 0 0 0 0 8
RFA_00769 0.55 0.56 0.56 10 1935 8 3 5 0 8
RFA_00770 0.68 0.56 0.83 10 2004 5 0 2 3 8
RFA_00773 0.71 0.56 0.91 10 1942 2 1 0 1 8
RFA_00779 0.71 0.56 0.91 10 1942 1 0 1 0 8
RFA_00808 0.75 0.56 1.00 9 2007 0 0 0 0 7
RFA_00809 0.38 0.38 0.40 6 2130 9 1 8 0 10

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