Several factors influence patient preferences in cancer care, including the type of cancer, stage of the disease, treatment options, side effects, and prognosis. Personal factors such as age, gender, cultural background, and socioeconomic status also play a significant role. For instance, younger patients may prioritize aggressive treatments to increase their chances of long-term survival, while older patients may focus on maintaining quality of life.