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

  1. Overview

  2. Performance Plots

  3. Performance of TurboFold(seed) - scored higher in this pairwise comparison

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

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


Overview

Metric TurboFold(seed) RNAshapes
MCC 0.633 > 0.496
Average MCC ± 95% Confidence Intervals 0.640 ± 0.098 > 0.484 ± 0.143
Sensitivity 0.562 > 0.481
Positive Predictive Value 0.716 > 0.516
Total TP 131 > 112
Total TN 46901 > 46867
Total FP 57 < 111
Total FP CONTRA 11 < 19
Total FP INCONS 41 < 86
Total FP COMP 5 < 6
Total FN 102 < 121
P-value 1.25253056981e-08

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Performance plots


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

  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 TurboFold(seed) and RNAshapes).

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

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

1. Total counts & total scores for RNAshapes

Total Base Pair Counts
Total TP 112
Total TN 46867
Total FP 111
Total FP CONTRA 19
Total FP INCONS 86
Total FP COMP 6
Total FN 121
Total Scores
MCC 0.496
Average MCC ± 95% Confidence Intervals 0.484 ± 0.143
Sensitivity 0.481
Positive Predictive Value 0.516
Nr of predictions 10

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
ASE_00210 0.55 0.55 0.55 36 27196 29 5 24 0 29
RFA_00636 0.42 0.43 0.43 12 3977 16 2 14 0 16
RFA_00767 0.63 0.56 0.71 10 1877 4 0 4 0 8
RFA_00768 0.48 0.44 0.53 8 1876 7 1 6 0 10
RFA_00769 0.54 0.56 0.53 10 1934 9 4 5 0 8
RFA_00770 0.61 0.56 0.67 10 2001 8 0 5 3 8
RFA_00773 0.71 0.56 0.91 10 1942 4 1 0 3 8
RFA_00779 0.55 0.56 0.56 10 1935 8 3 5 0 8
RFA_00808 -0.01 0.00 0.00 0 2001 15 2 13 0 16
RFA_00809 0.36 0.38 0.35 6 2128 11 1 10 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.