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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