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 Mastr(seed) - scored lower in this pairwise comparison

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


Overview

Metric Afold Mastr(seed)
MCC 0.517 > 0.331
Average MCC ± 95% Confidence Intervals 0.507 ± 0.168 > 0.289 ± 0.202
Sensitivity 0.480 > 0.174
Positive Predictive Value 0.564 < 0.639
Total TP 146 > 53
Total TN 39323 < 39499
Total FP 134 > 32
Total FP CONTRA 12 > 5
Total FP INCONS 101 > 25
Total FP COMP 21 > 2
Total FN 158 < 251
P-value 1.84361416392e-08

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Performance plots


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

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for Afold and Mastr(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 Mastr(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 146
Total TN 39323
Total FP 134
Total FP CONTRA 12
Total FP INCONS 101
Total FP COMP 21
Total FN 158
Total Scores
MCC 0.517
Average MCC ± 95% Confidence Intervals 0.507 ± 0.168
Sensitivity 0.480
Positive Predictive Value 0.564
Nr of predictions 13

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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
PDB_00716 -0.01 0.00 0.00 0 2677 25 1 23 1 23
PDB_00828 0.88 0.78 1.00 21 2464 0 0 0 0 6
PDB_00829 0.82 0.71 0.94 17 2260 1 0 1 0 7
PDB_01092 0.69 0.60 0.79 31 10114 11 1 7 3 21
RFA_00632 0.40 0.39 0.41 11 4068 18 0 16 2 17
RFA_00636 0.42 0.43 0.43 12 3977 17 2 14 1 16
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 Mastr(seed) - scored lower in this pairwise comparison

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

Total Base Pair Counts
Total TP 53
Total TN 39499
Total FP 32
Total FP CONTRA 5
Total FP INCONS 25
Total FP COMP 2
Total FN 251
Total Scores
MCC 0.331
Average MCC ± 95% Confidence Intervals 0.289 ± 0.202
Sensitivity 0.174
Positive Predictive Value 0.639
Nr of predictions 13

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
PDB_00716 0.00 0.00 0.00 0 2701 0 0 0 0 23
PDB_00828 0.00 0.00 0.00 0 2485 0 0 0 0 27
PDB_00829 0.00 0.00 0.00 0 2278 0 0 0 0 24
PDB_01092 0.00 0.00 0.00 0 10153 0 0 0 0 52
RFA_00632 0.00 0.00 0.00 0 4095 0 0 0 0 28
RFA_00636 0.00 0.00 0.00 0 4005 0 0 0 0 28
RFA_00767 0.67 0.50 0.90 9 1881 1 0 1 0 9
RFA_00768 0.74 0.56 1.00 10 1881 0 0 0 0 8
RFA_00769 0.64 0.50 0.82 9 1942 2 1 1 0 9
RFA_00770 0.68 0.56 0.83 10 2004 2 0 2 0 8
RFA_00773 0.64 0.50 0.82 9 1942 2 1 1 0 9
RFA_00808 -0.01 0.00 0.00 0 2001 17 2 13 2 16
RFA_00809 0.40 0.38 0.43 6 2131 8 1 7 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.