Patients receive an injection of gadopentetate dimeglumine and undergo magnetic resonance imaging (MRI) of the breast before initiation, 1-3 days after initiation, and then after completion of neoadjuvant anthracycline-based chemotherapy and prior to surgery. Patients who previously received a taxane also undergo an additional contrast-enhanced MRI scan.