1. (Turnstile One - Applies only to inclusion criteria 1 - 4): Histologically confirmed breast cancer and evidence of metastatic disease that can be biopsied with acceptable risk. Patients must agree to mandatory fine needle aspiration of the cancer for response marker determination. Patient must have a positive gene expression profile. Positive gene expression signature obtained separately on trial LAB11-0337 will also be acceptable for eligibility.