More broadly, this indicates a potential strategy to refine the predictive ability of gene expression-based signatures of chemosensitivity in breast cancer by first identifying cohorts based on relevant tumor biology such as ER, HER2 and Topoisomerase IIA expression. The gene discussed is ERBB2; the disease is neoplasm.