Patients must have failed therapy of proven efficacy for their disease. Patients with metastatic melanoma, non-small cell lung cancer, and renal cell carcinoma will be eligible without receiving prior therapy. Initial treatment of the non-chemotherapy responsive malignancies (e.g., disseminated gastrointestinal, noncolorectal cancer) may be done at the discretion of the investigators.