The AUC values obtained for each set of metabolites (Table 1) to discriminate between healthy patients and subtypes of breast cancer were 0.870, 0.919, 0.961 and 0.954 in LA, HER2+, TN and LB respectively. This evidence concerns the gene ERBB2 and breast cancer.