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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 MXScarna(seed) - scored lower in this pairwise comparison

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


Overview

Metric CMfinder(seed) MXScarna(seed)
MCC 0.443 > 0.419
Average MCC ± 95% Confidence Intervals 0.456 ± 0.186 > 0.402 ± 0.165
Sensitivity 0.333 < 0.402
Positive Predictive Value 0.597 > 0.446
Total TP 83 < 100
Total TN 33797 > 33712
Total FP 57 < 131
Total FP CONTRA 3 < 19
Total FP INCONS 53 < 105
Total FP COMP 1 < 7
Total FN 166 > 149
P-value 0.00123904660847

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Performance plots


  1. Comparison of performance of CMfinder(seed) and MXScarna(seed). 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 MXScarna(seed)).

  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 MXScarna(seed)).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for CMfinder(seed) and MXScarna(seed). 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 MXScarna(seed)).

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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 83
Total TN 33797
Total FP 57
Total FP CONTRA 3
Total FP INCONS 53
Total FP COMP 1
Total FN 166
Total Scores
MCC 0.443
Average MCC ± 95% Confidence Intervals 0.456 ± 0.186
Sensitivity 0.333
Positive Predictive Value 0.597
Nr of predictions 11

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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_00005 0.47 0.36 0.63 5 938 3 0 3 0 9
PDB_00716 -0.01 0.00 0.00 0 2688 13 0 13 0 23
PDB_01092 0.38 0.21 0.69 11 10137 6 0 5 1 41
RFA_00632 0.27 0.25 0.29 7 4071 17 0 17 0 21
RFA_00636 0.71 0.64 0.78 18 3982 5 2 3 0 10
RFA_00769 0.71 0.50 1.00 9 1944 0 0 0 0 9
RFA_00770 0.71 0.50 1.00 9 2007 0 0 0 0 9
RFA_00773 0.00 0.00 0.00 0 1949 4 0 4 0 18
RFA_00779 0.71 0.50 1.00 9 1944 0 0 0 0 9
RFA_00808 0.68 0.56 0.82 9 2005 2 0 2 0 7
RFA_00809 0.41 0.38 0.46 6 2132 7 1 6 0 10

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Performance of MXScarna(seed) - scored lower in this pairwise comparison

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

Total Base Pair Counts
Total TP 100
Total TN 33712
Total FP 131
Total FP CONTRA 19
Total FP INCONS 105
Total FP COMP 7
Total FN 149
Total Scores
MCC 0.419
Average MCC ± 95% Confidence Intervals 0.402 ± 0.165
Sensitivity 0.402
Positive Predictive Value 0.446
Nr of predictions 11

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
PDB_00005 0.59 0.36 1.00 5 941 0 0 0 0 9
PDB_00716 -0.01 0.00 0.00 0 2681 21 1 19 1 23
PDB_01092 0.70 0.63 0.79 33 10111 12 2 7 3 19
RFA_00632 0.25 0.25 0.27 7 4069 19 1 18 0 21
RFA_00636 0.35 0.36 0.36 10 3977 18 2 16 0 18
RFA_00769 0.55 0.56 0.56 10 1935 8 3 5 0 8
RFA_00770 0.57 0.56 0.59 10 1999 7 2 5 0 8
RFA_00773 0.55 0.56 0.56 10 1935 8 3 5 0 8
RFA_00779 0.57 0.56 0.59 10 1936 7 2 5 0 8
RFA_00808 -0.01 0.00 0.00 0 2000 19 2 14 3 16
RFA_00809 0.30 0.31 0.29 5 2128 12 1 11 0 11

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