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Table of contents:

  1. Overview

  2. Performance Plots

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

  4. Performance of UNAFold - scored lower in this pairwise comparison

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


Overview

Metric PETfold_pre2.0(seed) UNAFold
MCC 0.729 > 0.531
Average MCC ± 95% Confidence Intervals 0.718 ± 0.056 > 0.532 ± 0.130
Sensitivity 0.649 > 0.501
Positive Predictive Value 0.824 > 0.570
Total TP 285 > 220
Total TN 54590 > 54550
Total FP 70 < 175
Total FP CONTRA 33 < 35
Total FP INCONS 28 < 131
Total FP COMP 9 = 9
Total FN 154 < 219
P-value 3.42071836373e-08

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Performance plots


  1. Comparison of performance of PETfold_pre2.0(seed) and UNAFold. 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(seed) and UNAFold).

  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(seed) and UNAFold).

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

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

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

Total Base Pair Counts
Total TP 285
Total TN 54590
Total FP 70
Total FP CONTRA 33
Total FP INCONS 28
Total FP COMP 9
Total FN 154
Total Scores
MCC 0.729
Average MCC ± 95% Confidence Intervals 0.718 ± 0.056
Sensitivity 0.649
Positive Predictive Value 0.824
Nr of predictions 19

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
PDB_00005 0.80 0.64 1.00 9 937 0 0 0 0 5
PDB_00571 0.85 0.80 0.91 20 3299 2 2 0 0 5
PDB_00716 0.68 0.57 0.81 13 2685 3 0 3 0 10
PDB_00828 0.84 0.78 0.91 21 2462 3 2 0 1 6
PDB_00829 0.87 0.83 0.91 20 2256 3 2 0 1 4
PDB_01009 0.93 0.90 0.95 19 2465 3 0 1 2 2
PDB_01020 0.86 0.83 0.90 19 2257 4 2 0 2 4
PDB_01073 0.77 0.68 0.88 23 4345 4 2 1 1 11
PDB_01092 0.68 0.56 0.83 29 10118 8 0 6 2 23
RFA_00632 0.69 0.64 0.75 18 4071 6 2 4 0 10
RFA_00636 0.73 0.68 0.79 19 3981 5 2 3 0 9
RFA_00767 0.63 0.56 0.71 10 1877 4 3 1 0 8
RFA_00768 0.63 0.56 0.71 10 1877 4 3 1 0 8
RFA_00769 0.63 0.56 0.71 10 1939 4 3 1 0 8
RFA_00770 0.63 0.56 0.71 10 2002 4 3 1 0 8
RFA_00773 0.63 0.56 0.71 10 1939 4 3 1 0 8
RFA_00779 0.63 0.56 0.71 10 1939 4 3 1 0 8
RFA_00808 0.71 0.56 0.90 9 2006 1 1 0 0 7
RFA_00809 0.47 0.38 0.60 6 2135 4 0 4 0 10

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Performance of UNAFold - scored lower in this pairwise comparison

1. Total counts & total scores for UNAFold

Total Base Pair Counts
Total TP 220
Total TN 54550
Total FP 175
Total FP CONTRA 35
Total FP INCONS 131
Total FP COMP 9
Total FN 219
Total Scores
MCC 0.531
Average MCC ± 95% Confidence Intervals 0.532 ± 0.130
Sensitivity 0.501
Positive Predictive Value 0.570
Nr of predictions 19

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2. Individual counts for UNAFold [ 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_00571 0.21 0.20 0.24 5 3300 16 6 10 0 20
PDB_00716 -0.01 0.00 0.00 0 2677 24 5 19 0 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_01009 0.52 0.57 0.48 12 2460 13 5 8 0 9
PDB_01020 0.86 0.74 1.00 17 2261 1 0 0 1 6
PDB_01073 0.52 0.47 0.57 16 4343 13 2 10 1 18
PDB_01092 0.74 0.65 0.83 34 10112 8 1 6 1 18
RFA_00632 0.34 0.36 0.33 10 4065 20 2 18 0 18
RFA_00636 0.43 0.43 0.44 12 3978 15 2 13 0 16
RFA_00767 0.63 0.56 0.71 10 1877 4 0 4 0 8
RFA_00768 0.48 0.44 0.53 8 1876 7 1 6 0 10
RFA_00769 0.54 0.56 0.53 10 1934 9 4 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 4 1 0 3 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 2001 15 2 13 0 16
RFA_00809 0.37 0.38 0.38 6 2129 10 1 9 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.