The purpose of this study is to determine the maximal tolerated dose (MTD) or recommended dose (RD) and to assess the safety and tolerability of tucatinib (ONT-380) combined with ado-trastuzumab emtansine (T-DM1) in patients with HER2+ breast cancer.