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Table 1 Comparison of the area under the ROC curve (AUC)

From: SDA: a semi-parametric differential abundance analysis method for metabolomics and proteomics data

  

All features

Non-normal features

n

DE%

SDA

2T

2W

ELRT

SDA

2T

2W

ELRT

50

5

0.89

0.88

0.88

0.78

0.93

0.88

0.90

0.75

 

10

0.89

0.88

0.88

0.78

0.94

0.88

0.91

0.77

 

20

0.89

0.88

0.88

0.78

0.93

0.88

0.91

0.76

100

5

0.97

0.95

0.95

0.89

0.98

0.95

0.97

0.88

 

10

0.97

0.95

0.95

0.88

0.98

0.95

0.97

0.87

 

20

0.97

0.95

0.95

0.89

0.98

0.95

0.96

0.88

  1. The AUCs based on all features and non-normal features (Shapiro-Wilk test p-value <0.01 for at least one of the two groups) were both reported. Results were based on an average over 100 replicates