Patients receive neoadjuvant chemotherapy comprising sunitinib malate orally (PO) once daily and paclitaxel intravenously (IV) over 1 hour once weekly for 8-12 weeks in the absence of disease progression or unacceptable toxicity. Beginning within 3 weeks of completion of sunitinib malate and paclitaxel, patients receive doxorubicin IV once weekly for 15 weeks, cyclophosphamide PO once daily for 15 weeks, and filgrastim subcutaneously (SC) on days 2-7 for 16 weeks in the absence of disease progression or unacceptable toxicity. Beginning 3-6 weeks after completion of chemotherapy, patients undergo surgery.