To develop a Ki-67-based approach for the early identification of non-responders within a month of starting treatment, we examined the interaction between baseline Ki-67 levels and a qPCR-PAM50-based definition of luminal A versus luminal B breast cancer using published data [17]. Here, MKI67 is linked to breast cancer.