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Table of contents:

  1. Overview

  2. Performance Plots

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

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

  5. Compile and download dataset for CMfinder(20) & MaxExpect [.zip] - may take several seconds...


Overview

Metric CMfinder(20) MaxExpect
MCC 0.521 > 0.476
Average MCC ± 95% Confidence Intervals 0.514 ± 0.127 > 0.441 ± 0.144
Sensitivity 0.366 < 0.413
Positive Predictive Value 0.748 > 0.554
Total TP 163 < 184
Total TN 67962 > 67848
Total FP 61 < 177
Total FP CONTRA 4 < 11
Total FP INCONS 51 < 137
Total FP COMP 6 < 29
Total FN 282 > 261
P-value 1.86109605532e-08

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Performance plots


  1. Comparison of performance of CMfinder(20) and MaxExpect. 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(20) and MaxExpect).

  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(20) and MaxExpect).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for CMfinder(20) and MaxExpect. 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(20) and MaxExpect).

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Performance of CMfinder(20) - scored higher in this pairwise comparison

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

Total Base Pair Counts
Total TP 163
Total TN 67962
Total FP 61
Total FP CONTRA 4
Total FP INCONS 51
Total FP COMP 6
Total FN 282
Total Scores
MCC 0.521
Average MCC ± 95% Confidence Intervals 0.514 ± 0.127
Sensitivity 0.366
Positive Predictive Value 0.748
Nr of predictions 11

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
3J20_0 0.75 0.57 1.00 17 2833 1 0 0 1 13
3J2L_3 0.45 0.32 0.63 17 7848 11 1 9 1 36
3J3D_C 0.76 0.61 0.94 17 2757 1 0 1 0 11
3J3E_8 0.10 0.06 0.17 2 7491 10 1 9 0 31
3J3E_7 0.62 0.46 0.83 25 7110 5 1 4 0 29
3J3F_8 0.45 0.33 0.60 12 12226 8 1 7 0 24
3J3F_7 0.66 0.52 0.84 26 7229 6 0 5 1 24
3J3V_B 0.38 0.21 0.71 12 7004 5 0 5 0 45
3ZEX_D 0.58 0.39 0.86 19 6999 3 0 3 0 30
3ZND_W 0.45 0.39 0.53 9 2986 11 0 8 3 14
4FRG_B 0.47 0.22 1.00 7 3479 0 0 0 0 25

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Performance of MaxExpect - scored lower in this pairwise comparison

1. Total counts & total scores for MaxExpect

Total Base Pair Counts
Total TP 184
Total TN 67848
Total FP 177
Total FP CONTRA 11
Total FP INCONS 137
Total FP COMP 29
Total FN 261
Total Scores
MCC 0.476
Average MCC ± 95% Confidence Intervals 0.441 ± 0.144
Sensitivity 0.413
Positive Predictive Value 0.554
Nr of predictions 11

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
3J20_0 0.44 0.40 0.50 12 2826 13 0 12 1 18
3J2L_3 0.62 0.53 0.74 28 7837 12 0 10 2 25
3J3D_C 0.47 0.43 0.52 12 2752 11 1 10 0 16
3J3E_8 0.07 0.06 0.08 2 7478 32 2 21 9 31
3J3E_7 0.46 0.37 0.59 20 7106 14 1 13 0 34
3J3F_8 0.32 0.31 0.33 11 12213 36 3 19 14 25
3J3F_7 0.79 0.68 0.92 34 7223 4 0 3 1 16
3J3V_B 0.50 0.40 0.62 23 6984 14 1 13 0 34
3ZEX_D 0.69 0.61 0.79 30 6983 8 1 7 0 19
3ZND_W 0.20 0.22 0.19 5 2977 23 1 20 2 18
4FRG_B 0.30 0.22 0.41 7 3469 10 1 9 0 25

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