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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric Fold Mastr(seed)
MCC 0.572 > 0.341
Average MCC ± 95% Confidence Intervals 0.562 ± 0.146 > 0.295 ± 0.170
Sensitivity 0.534 > 0.176
Positive Predictive Value 0.619 < 0.670
Total TP 210 > 69
Total TN 48791 < 49027
Total FP 142 > 37
Total FP CONTRA 17 > 5
Total FP INCONS 112 > 29
Total FP COMP 13 > 3
Total FN 183 < 324
P-value 3.05041766982e-08

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Performance plots


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

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for Fold 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 Fold and Mastr(seed)).

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Performance of Fold - scored higher in this pairwise comparison

1. Total counts & total scores for Fold

Total Base Pair Counts
Total TP 210
Total TN 48791
Total FP 142
Total FP CONTRA 17
Total FP INCONS 112
Total FP COMP 13
Total FN 183
Total Scores
MCC 0.572
Average MCC ± 95% Confidence Intervals 0.562 ± 0.146
Sensitivity 0.534
Positive Predictive Value 0.619
Nr of predictions 17

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
PDB_00005 0.88 0.79 1.00 11 935 0 0 0 0 3
PDB_00716 -0.01 0.00 0.00 0 2678 24 1 22 1 23
PDB_00828 0.88 0.78 1.00 21 2464 0 0 0 0 6
PDB_00829 0.86 0.75 1.00 18 2260 0 0 0 0 6
PDB_01020 0.86 0.74 1.00 17 2261 1 0 0 1 6
PDB_01073 0.86 0.74 1.00 25 4346 1 0 0 1 9
PDB_01092 0.73 0.63 0.85 33 10114 8 0 6 2 19
RFA_00632 0.39 0.39 0.39 11 4067 17 2 15 0 17
RFA_00636 0.42 0.43 0.43 12 3977 16 2 14 0 16
RFA_00767 0.44 0.44 0.44 8 1873 10 1 9 0 10
RFA_00768 0.45 0.44 0.47 8 1874 10 1 8 1 10
RFA_00769 0.55 0.56 0.56 10 1935 8 3 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 3 1 0 2 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 2000 18 2 14 2 16
RFA_00809 0.37 0.38 0.38 6 2129 10 1 9 0 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 69
Total TN 49027
Total FP 37
Total FP CONTRA 5
Total FP INCONS 29
Total FP COMP 3
Total FN 324
Total Scores
MCC 0.341
Average MCC ± 95% Confidence Intervals 0.295 ± 0.170
Sensitivity 0.176
Positive Predictive Value 0.670
Nr of predictions 17

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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_00005 0.60 0.43 0.86 6 939 2 0 1 1 8
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_01020 0.00 0.00 0.00 0 2278 0 0 0 0 23
PDB_01073 0.00 0.00 0.00 0 4371 0 0 0 0 34
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_00779 0.65 0.56 0.77 10 1940 3 0 3 0 8
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.