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Table of contents:

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric PETfold_pre2.0(20) RSpredict(20)
MCC 0.854 > 0.672
Average MCC ± 95% Confidence Intervals 0.858 ± 0.048 > 0.671 ± 0.248
Sensitivity 0.759 > 0.549
Positive Predictive Value 0.962 > 0.830
Total TP 101 > 73
Total TN 14628 < 14645
Total FP 12 < 17
Total FP CONTRA 3 < 6
Total FP INCONS 1 < 9
Total FP COMP 8 > 2
Total FN 32 < 60
P-value 0.0

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Performance plots


  1. Comparison of performance of PETfold_pre2.0(20) and RSpredict(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 PETfold_pre2.0(20) and RSpredict(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 PETfold_pre2.0(20) and RSpredict(20)).

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

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

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

Total Base Pair Counts
Total TP 101
Total TN 14628
Total FP 12
Total FP CONTRA 3
Total FP INCONS 1
Total FP COMP 8
Total FN 32
Total Scores
MCC 0.854
Average MCC ± 95% Confidence Intervals 0.858 ± 0.048
Sensitivity 0.759
Positive Predictive Value 0.962
Nr of predictions 5

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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_00571 0.87 0.80 0.95 20 3300 1 1 0 0 5
PDB_00828 0.88 0.78 1.00 21 2464 2 0 0 2 6
PDB_00829 0.86 0.75 1.00 18 2260 2 0 0 2 6
PDB_01020 0.88 0.78 1.00 18 2260 3 0 0 3 5
PDB_01073 0.79 0.71 0.89 24 4344 4 2 1 1 10

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Performance of RSpredict(20) - scored lower in this pairwise comparison

1. Total counts & total scores for RSpredict(20)

Total Base Pair Counts
Total TP 73
Total TN 14645
Total FP 17
Total FP CONTRA 6
Total FP INCONS 9
Total FP COMP 2
Total FN 60
Total Scores
MCC 0.672
Average MCC ± 95% Confidence Intervals 0.671 ± 0.248
Sensitivity 0.549
Positive Predictive Value 0.830
Nr of predictions 5

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
PDB_00571 0.66 0.56 0.78 14 3303 5 0 4 1 11
PDB_00828 0.82 0.74 0.91 20 2463 2 2 0 0 7
PDB_00829 0.70 0.63 0.79 15 2259 4 2 2 0 9
PDB_01020 0.84 0.78 0.90 18 2258 3 2 0 1 5
PDB_01073 0.34 0.18 0.67 6 4362 3 0 3 0 28

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