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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 IPknot - scored lower in this pairwise comparison

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


Overview

Metric PETfold_pre2.0(seed) IPknot
MCC 0.729 > 0.680
Average MCC ± 95% Confidence Intervals 0.718 ± 0.056 > 0.680 ± 0.106
Sensitivity 0.649 > 0.610
Positive Predictive Value 0.824 > 0.761
Total TP 285 > 268
Total TN 54590 > 54584
Total FP 70 < 94
Total FP CONTRA 33 > 16
Total FP INCONS 28 < 68
Total FP COMP 9 < 10
Total FN 154 < 171
P-value 3.51155234096e-08

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Performance plots


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

  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 IPknot).

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

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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 IPknot - scored lower in this pairwise comparison

1. Total counts & total scores for IPknot

Total Base Pair Counts
Total TP 268
Total TN 54584
Total FP 94
Total FP CONTRA 16
Total FP INCONS 68
Total FP COMP 10
Total FN 171
Total Scores
MCC 0.680
Average MCC ± 95% Confidence Intervals 0.680 ± 0.106
Sensitivity 0.610
Positive Predictive Value 0.761
Nr of predictions 19

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
PDB_00005 0.71 0.71 0.71 10 932 4 0 4 0 4
PDB_00571 0.79 0.76 0.83 19 3298 4 2 2 0 6
PDB_00716 -0.01 0.00 0.00 0 2680 21 0 21 0 23
PDB_00828 0.90 0.81 1.00 22 2463 0 0 0 0 5
PDB_00829 0.86 0.75 1.00 18 2260 0 0 0 0 6
PDB_01009 0.71 0.81 0.63 17 2458 10 5 5 0 4
PDB_01020 0.86 0.74 1.00 17 2261 1 0 0 1 6
PDB_01073 0.80 0.65 1.00 22 4349 1 0 0 1 12
PDB_01092 0.73 0.63 0.85 33 10114 8 1 5 2 19
RFA_00632 0.42 0.36 0.50 10 4075 11 0 10 1 18
RFA_00636 0.65 0.64 0.67 18 3978 9 3 6 0 10
RFA_00767 0.74 0.56 1.00 10 1881 0 0 0 0 8
RFA_00768 1.00 1.00 1.00 18 1873 0 0 0 0 0
RFA_00769 0.54 0.56 0.53 10 1934 9 4 5 0 8
RFA_00770 0.64 0.50 0.82 9 2005 4 0 2 2 9
RFA_00773 0.61 0.56 0.67 10 1938 8 1 4 3 8
RFA_00779 0.74 0.56 1.00 10 1943 0 0 0 0 8
RFA_00808 0.75 0.56 1.00 9 2007 0 0 0 0 7
RFA_00809 0.47 0.38 0.60 6 2135 4 0 4 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.