Patients receive gemcitabine intravenously over 90 minutes on days 1 and 8 and docetaxel intravenously over 1 hour on day 8. Patients also receive filgrastim (G-CSF) subcutaneously (SC) beginning on day 9 and continuing until blood counts recover. Patients may receive pegfilgrastim SC on day 9 (once per course) as an alternative to G-CSF. Treatment repeats every 21 days in the absence of disease progression or unacceptable toxicity.