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

  1. Overview

  2. Performance Plots

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

  4. Performance of PETfold_pre2.0(20) - scored lower in this pairwise comparison

  5. Compile and download dataset for CMfinder(seed) & PETfold_pre2.0(20) [.zip] - may take several seconds...


Overview

Metric CMfinder(seed) PETfold_pre2.0(20)
MCC 0.736 > 0.708
Average MCC ± 95% Confidence Intervals 0.667 ± 0.095 > 0.583 ± 0.157
Sensitivity 0.607 > 0.594
Positive Predictive Value 0.898 > 0.851
Total TP 362 > 354
Total TN 55058 > 55045
Total FP 57 < 79
Total FP CONTRA 0 = 0
Total FP INCONS 41 < 62
Total FP COMP 16 < 17
Total FN 234 < 242
P-value 5.23657817852e-08

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Performance plots


  1. Comparison of performance of CMfinder(seed) and PETfold_pre2.0(20). 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 CMfinder(seed) and PETfold_pre2.0(20)).

  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 CMfinder(seed) and PETfold_pre2.0(20)).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for CMfinder(seed) and PETfold_pre2.0(20). 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 CMfinder(seed) and PETfold_pre2.0(20)).

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Performance of CMfinder(seed) - scored higher in this pairwise comparison

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

Total Base Pair Counts
Total TP 362
Total TN 55058
Total FP 57
Total FP CONTRA 0
Total FP INCONS 41
Total FP COMP 16
Total FN 234
Total Scores
MCC 0.736
Average MCC ± 95% Confidence Intervals 0.667 ± 0.095
Sensitivity 0.607
Positive Predictive Value 0.898
Nr of predictions 38

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
PDB_00012 1.00 1.00 1.00 7 399 2 0 0 2 0
PDB_00213 0.85 0.73 1.00 30 5020 0 0 0 0 11
PDB_00553 0.00 0.00 0.00 0 465 0 0 0 0 11
PDB_00810 0.76 0.59 1.00 10 1071 0 0 0 0 7
PDB_01050 0.68 0.46 1.00 6 624 1 0 0 1 7
PDB_01152 0.92 0.86 1.00 12 549 0 0 0 0 2
RFA_00658 0.40 0.29 0.57 4 1121 4 0 3 1 10
RFA_00664 0.40 0.29 0.57 4 983 4 0 3 1 10
RFA_00667 0.40 0.29 0.57 4 983 4 0 3 1 10
RFA_00668 0.35 0.21 0.60 3 985 3 0 2 1 11
RFA_00672 0.41 0.31 0.57 4 896 3 0 3 0 9
RFA_00673 0.23 0.14 0.40 2 1123 4 0 3 1 12
RFA_00674 0.40 0.29 0.57 4 1121 4 0 3 1 10
RFA_00675 0.35 0.21 0.60 3 985 3 0 2 1 11
RFA_00677 0.40 0.29 0.57 4 983 4 0 3 1 10
RFA_00678 0.43 0.29 0.67 4 940 3 0 2 1 10
RFA_00680 0.40 0.29 0.57 4 1121 4 0 3 1 10
RFA_00704 0.32 0.21 0.50 3 984 4 0 3 1 11
RFA_00707 0.43 0.29 0.67 4 1029 3 0 2 1 10
RFA_00715 0.30 0.14 0.67 2 943 2 0 1 1 12
RFA_00717 0.30 0.21 0.43 3 896 4 0 4 0 11
RFA_00730 0.91 0.83 1.00 10 893 0 0 0 0 2
RFA_00731 0.91 0.83 1.00 10 893 0 0 0 0 2
RFA_00733 0.91 0.83 1.00 10 893 0 0 0 0 2
RFA_00734 0.91 0.83 1.00 10 893 0 0 0 0 2
RFA_00736 0.91 0.83 1.00 10 893 0 0 0 0 2
RFA_00737 0.91 0.83 1.00 10 893 0 0 0 0 2
RFA_00745 0.91 0.83 1.00 10 936 0 0 0 0 2
RFA_00749 0.91 0.83 1.00 10 893 0 0 0 0 2
RFA_00758 0.86 0.75 1.00 9 894 0 0 0 0 3
RFA_00762 0.91 0.83 1.00 10 893 0 0 0 0 2
RFA_00763 0.91 0.83 1.00 10 893 0 0 0 0 2
RFA_00764 0.91 0.83 1.00 10 893 0 0 0 0 2
RFA_00765 0.91 0.83 1.00 10 893 0 0 0 0 2
RFA_00786 0.95 0.91 1.00 29 5021 0 0 0 0 3
RFA_00791 0.92 0.88 0.97 28 5122 1 0 1 0 4
RFA_00792 0.97 0.94 1.00 30 5020 0 0 0 0 2
RFA_00801 0.95 0.91 1.00 29 5021 0 0 0 0 3

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Performance of PETfold_pre2.0(20) - scored lower in this pairwise comparison

1. Total counts & total scores for PETfold_pre2.0(20)

Total Base Pair Counts
Total TP 354
Total TN 55045
Total FP 79
Total FP CONTRA 0
Total FP INCONS 62
Total FP COMP 17
Total FN 242
Total Scores
MCC 0.708
Average MCC ± 95% Confidence Intervals 0.583 ± 0.157
Sensitivity 0.594
Positive Predictive Value 0.851
Nr of predictions 38

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2. Individual counts for PETfold_pre2.0(20) [ download as .csv ]

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
PDB_00012 1.00 1.00 1.00 7 399 2 0 0 2 0
PDB_00213 0.85 0.73 1.00 30 5020 0 0 0 0 11
PDB_00553 1.00 1.00 1.00 11 454 0 0 0 0 0
PDB_00810 0.84 0.71 1.00 12 1069 0 0 0 0 5
PDB_01050 0.78 0.62 1.00 8 622 2 0 0 2 5
PDB_01152 0.80 0.71 0.91 10 550 1 0 1 0 4
RFA_00658 0.00 0.00 0.00 0 1126 3 0 2 1 14
RFA_00664 -0.01 0.00 0.00 0 986 4 0 4 0 14
RFA_00667 -0.01 0.00 0.00 0 985 5 0 5 0 14
RFA_00668 -0.01 0.00 0.00 0 986 4 0 4 0 14
RFA_00672 -0.01 0.00 0.00 0 898 5 0 5 0 13
RFA_00673 -0.01 0.00 0.00 0 1123 5 0 5 0 14
RFA_00674 -0.01 0.00 0.00 0 1124 4 0 4 0 14
RFA_00675 -0.01 0.00 0.00 0 985 5 0 5 0 14
RFA_00677 -0.01 0.00 0.00 0 984 6 0 6 0 14
RFA_00678 -0.01 0.00 0.00 0 941 5 0 5 0 14
RFA_00680 0.15 0.07 0.33 1 1125 3 0 2 1 13
RFA_00704 -0.01 0.00 0.00 0 988 3 0 2 1 14
RFA_00707 -0.01 0.00 0.00 0 1029 6 0 6 0 14
RFA_00715 -0.01 0.00 0.00 0 942 4 0 4 0 14
RFA_00717 0.00 0.00 0.00 0 902 1 0 1 0 14
RFA_00730 1.00 1.00 1.00 12 891 1 0 0 1 0
RFA_00731 1.00 1.00 1.00 12 891 0 0 0 0 0
RFA_00733 1.00 1.00 1.00 12 891 1 0 0 1 0
RFA_00734 1.00 1.00 1.00 12 891 1 0 0 1 0
RFA_00736 1.00 1.00 1.00 12 891 0 0 0 0 0
RFA_00737 1.00 1.00 1.00 12 891 1 0 0 1 0
RFA_00745 1.00 1.00 1.00 12 934 1 0 0 1 0
RFA_00749 1.00 1.00 1.00 12 891 1 0 0 1 0
RFA_00758 1.00 1.00 1.00 12 891 1 0 0 1 0
RFA_00762 1.00 1.00 1.00 12 891 1 0 0 1 0
RFA_00763 1.00 1.00 1.00 12 891 1 0 0 1 0
RFA_00764 1.00 1.00 1.00 12 891 1 0 0 1 0
RFA_00765 1.00 1.00 1.00 12 891 0 0 0 0 0
RFA_00786 0.97 0.94 1.00 30 5020 0 0 0 0 2
RFA_00791 0.97 0.94 1.00 30 5121 0 0 0 0 2
RFA_00792 0.94 0.91 0.97 29 5020 1 0 1 0 3
RFA_00801 0.97 0.94 1.00 30 5020 0 0 0 0 2

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Matthews Correlation Coeffient, Sensitivity and Positive Predictive Value have been calculated based on the paper by Gardener & Giegerich, 2004.