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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 HotKnots - scored lower in this pairwise comparison

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


Overview

Metric PETfold_pre2.0(seed) HotKnots
MCC 0.729 > 0.575
Average MCC ± 95% Confidence Intervals 0.718 ± 0.056 > 0.580 ± 0.184
Sensitivity 0.649 > 0.563
Positive Predictive Value 0.824 > 0.594
Total TP 285 > 247
Total TN 54590 > 54520
Total FP 70 < 181
Total FP CONTRA 33 > 24
Total FP INCONS 28 < 145
Total FP COMP 9 < 12
Total FN 154 < 192
P-value 2.41358941668e-08

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Performance plots


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

  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 HotKnots).

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

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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 HotKnots - scored lower in this pairwise comparison

1. Total counts & total scores for HotKnots

Total Base Pair Counts
Total TP 247
Total TN 54520
Total FP 181
Total FP CONTRA 24
Total FP INCONS 145
Total FP COMP 12
Total FN 192
Total Scores
MCC 0.575
Average MCC ± 95% Confidence Intervals 0.580 ± 0.184
Sensitivity 0.563
Positive Predictive Value 0.594
Nr of predictions 19

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2. Individual counts for HotKnots [ 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 0.17 0.16 0.19 4 3300 17 6 11 0 21
PDB_00716 -0.01 0.00 0.00 0 2678 24 1 22 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_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 0.81 0.74 0.89 25 4343 4 2 1 1 9
PDB_01092 0.69 0.65 0.74 34 10107 13 0 12 1 18
RFA_00632 0.38 0.39 0.37 11 4065 19 2 17 0 17
RFA_00636 0.42 0.43 0.43 12 3977 16 2 14 0 16
RFA_00767 0.93 1.00 0.86 18 1870 3 3 0 0 0
RFA_00768 1.00 1.00 1.00 18 1873 0 0 0 0 0
RFA_00769 -0.01 0.00 0.00 0 1934 21 0 19 2 18
RFA_00770 -0.01 0.00 0.00 0 1999 20 0 17 3 18
RFA_00773 -0.01 0.00 0.00 0 1934 22 0 19 3 18
RFA_00779 0.87 0.94 0.81 17 1932 4 3 1 0 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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Matthews Correlation Coeffient, Sensitivity and Positive Predictive Value have been calculated based on the paper by Gardener & Giegerich, 2004.