Yes, machine learning can predict how a patient will respond to different treatment options by analyzing historical data. This helps oncologists to tailor treatments based on the patient's unique genetic makeup and tumor characteristics. Predictive models such as logistic regression and survival analysis are often used to forecast treatment outcomes.