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 RNAalifold(seed) - scored lower in this pairwise comparison

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


Overview

Metric PknotsRG RNAalifold(seed)
MCC 0.787 > 0.657
Average MCC ± 95% Confidence Intervals 0.814 ± 0.145 > 0.648 ± 0.047
Sensitivity 0.761 > 0.522
Positive Predictive Value 0.817 < 0.833
Total TP 299 > 205
Total TN 48764 < 48884
Total FP 89 > 44
Total FP CONTRA 11 > 10
Total FP INCONS 56 > 31
Total FP COMP 22 > 3
Total FN 94 < 188
P-value 1.89649746203e-08

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Performance plots


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

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for PknotsRG and RNAalifold(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 RNAalifold(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 299
Total TN 48764
Total FP 89
Total FP CONTRA 11
Total FP INCONS 56
Total FP COMP 22
Total FN 94
Total Scores
MCC 0.787
Average MCC ± 95% Confidence Intervals 0.814 ± 0.145
Sensitivity 0.761
Positive Predictive Value 0.817
Nr of predictions 17

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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
PDB_00005 1.00 1.00 1.00 14 932 0 0 0 0 0
PDB_00716 -0.01 0.00 0.00 0 2675 27 1 25 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 0.23 0.22 0.26 5 2259 14 2 12 0 18
PDB_01073 0.75 0.65 0.88 22 4346 4 0 3 1 12
PDB_01092 0.71 0.67 0.74 35 10106 13 2 10 1 17
RFA_00632 0.88 0.89 0.86 25 4066 6 2 2 2 3
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 RNAalifold(seed) - scored lower in this pairwise comparison

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

Total Base Pair Counts
Total TP 205
Total TN 48884
Total FP 44
Total FP CONTRA 10
Total FP INCONS 31
Total FP COMP 3
Total FN 188
Total Scores
MCC 0.657
Average MCC ± 95% Confidence Intervals 0.648 ± 0.047
Sensitivity 0.522
Positive Predictive Value 0.833
Nr of predictions 17

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
PDB_00005 0.59 0.36 1.00 5 941 0 0 0 0 9
PDB_00716 0.60 0.43 0.83 10 2689 2 0 2 0 13
PDB_00828 0.70 0.59 0.84 16 2466 3 2 1 0 11
PDB_00829 0.75 0.67 0.84 16 2259 3 2 1 0 8
PDB_01020 0.73 0.65 0.83 15 2260 4 2 1 1 8
PDB_01073 0.80 0.65 1.00 22 4349 1 0 0 1 12
PDB_01092 0.70 0.54 0.90 28 10122 4 0 3 1 24
RFA_00632 0.49 0.32 0.75 9 4083 3 2 1 0 19
RFA_00636 0.49 0.32 0.75 9 3993 3 2 1 0 19
RFA_00767 0.65 0.56 0.77 10 1878 3 0 3 0 8
RFA_00768 0.65 0.56 0.77 10 1878 3 0 3 0 8
RFA_00769 0.65 0.56 0.77 10 1940 3 0 3 0 8
RFA_00770 0.65 0.56 0.77 10 2003 3 0 3 0 8
RFA_00773 0.65 0.56 0.77 10 1940 3 0 3 0 8
RFA_00779 0.65 0.56 0.77 10 1940 3 0 3 0 8
RFA_00808 0.75 0.56 1.00 9 2007 0 0 0 0 7
RFA_00809 0.50 0.38 0.67 6 2136 3 0 3 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.