The prognosis for late stage cancer varies widely depending on the type of cancer, the extent of its spread, and the patient's overall health. Generally, the prognosis is less favorable than for early stage cancer, but advancements in treatments have improved outcomes for many patients. Ongoing research and clinical trials continue to explore new treatment options.