Oncologists consider several factors when deciding on the appropriate prescriptions for a cancer patient. These factors include the type and stage of cancer, the patient's overall health, previous treatment responses, and specific genetic markers of the cancer. Personalized medicine has become increasingly important, with treatments tailored to the individual characteristics of both the patient and the tumor.