A metabolic biomarker set for use in assessing, screening, and / or diagnosing breast cancer in a mammalian subject includes at least (a) one amino acid selected from glutamine, glutamate and serine, and one lipid, or (b) glutamine and glutamate. Described further, is a metabolic biomarker set for prediction of therapeutic response to breast cancer neoadjuvant chemotherapy; a metabolic biomarker set for assessing biochemical reflection of breast cancer tumor activity; and a metabolic biomarker set for subclassification between intrinsic breast cancer tumor subtypes. Moreover, a method for assessing breast cancer is described, which includes obtaining a biological sample, preferably blood, from a mammalian subject and measuring in the biological sample the amount and / or ratios of metabolites. By employing the specific biomarkers and the method it becomes possible to more properly and reliably assess breast cancer.