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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric Afold Multilign(seed)
MCC 0.482 > 0.473
Average MCC ± 95% Confidence Intervals 0.486 ± 0.175 > 0.382 ± 0.185
Sensitivity 0.447 > 0.371
Positive Predictive Value 0.530 < 0.613
Total TP 88 > 73
Total TN 20752 < 20799
Total FP 99 > 47
Total FP CONTRA 10 > 6
Total FP INCONS 68 > 40
Total FP COMP 21 > 1
Total FN 109 < 124
P-value 0.00176601553263

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Performance plots


  1. Comparison of performance of Afold and Multilign(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 Afold and Multilign(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 Afold and Multilign(seed)).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for Afold and Multilign(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 Afold and Multilign(seed)).

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Performance of Afold - scored higher in this pairwise comparison

1. Total counts & total scores for Afold

Total Base Pair Counts
Total TP 88
Total TN 20752
Total FP 99
Total FP CONTRA 10
Total FP INCONS 68
Total FP COMP 21
Total FN 109
Total Scores
MCC 0.482
Average MCC ± 95% Confidence Intervals 0.486 ± 0.175
Sensitivity 0.447
Positive Predictive Value 0.530
Nr of predictions 12

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
RFA_00416 0.93 0.93 0.93 14 1470 4 0 1 3 1
RFA_00654 0.27 0.28 0.28 5 2397 14 2 11 1 13
RFA_00658 0.69 0.64 0.75 9 1116 5 0 3 2 5
RFA_00664 0.07 0.07 0.09 1 979 11 0 10 1 13
RFA_00708 0.47 0.36 0.63 5 1027 3 0 3 0 9
RFA_00767 0.63 0.56 0.71 10 1877 5 0 4 1 8
RFA_00768 0.48 0.44 0.53 8 1876 8 1 6 1 10
RFA_00769 0.55 0.56 0.56 10 1935 10 3 5 2 8
RFA_00770 0.68 0.56 0.83 10 2004 6 0 2 4 8
RFA_00773 0.71 0.56 0.91 10 1942 5 1 0 4 8
RFA_00808 -0.01 0.00 0.00 0 2001 16 2 13 1 16
RFA_00809 0.36 0.38 0.35 6 2128 12 1 10 1 10

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

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

Total Base Pair Counts
Total TP 73
Total TN 20799
Total FP 47
Total FP CONTRA 6
Total FP INCONS 40
Total FP COMP 1
Total FN 124
Total Scores
MCC 0.473
Average MCC ± 95% Confidence Intervals 0.382 ± 0.185
Sensitivity 0.371
Positive Predictive Value 0.613
Nr of predictions 12

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
RFA_00416 0.57 0.53 0.62 8 1472 6 1 4 1 7
RFA_00654 0.00 0.00 0.00 0 2414 1 0 1 0 18
RFA_00658 0.00 0.00 0.00 0 1128 0 0 0 0 14
RFA_00664 0.00 0.00 0.00 0 990 0 0 0 0 14
RFA_00708 0.00 0.00 0.00 0 1035 0 0 0 0 14
RFA_00767 0.63 0.56 0.71 10 1877 4 0 4 0 8
RFA_00768 0.61 0.56 0.67 10 1876 5 0 5 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 2 0 2 0 8
RFA_00773 0.59 0.56 0.63 10 1937 6 1 5 0 8
RFA_00808 0.60 0.56 0.64 9 2002 5 0 5 0 7
RFA_00809 0.37 0.38 0.38 6 2129 10 1 9 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.