Medications are chosen based on the type of cancer, its stage, and the patient's overall health condition. Oncologists consider factors such as the genetic makeup of the tumor and previous treatment responses when selecting drugs. Personalized medicine approaches, which tailor treatment to individual patient profiles, are increasingly influencing medication choices.