Patients receive trastuzumab (Herceptin) IV over 30-90 minutes on days 1, 8, and 15 followed by flavopiridol IV continuously over 24 hours on days 1 and 8. Courses repeat every 21 days in the absence of disease progression or unacceptable toxicity.