Drug response prediction in cancer is a critical area of research focused on determining how a cancer patient will respond to a specific treatment. This involves assessing the likelihood of a treatment's efficacy and potential side effects. Accurate predictions can lead to personalized treatment plans, minimizing trial-and-error and optimizing patient outcomes.