Additionally, when using SHapley Additive exPlanations (SHAP) to interpret the biological significance of the prediction results, we found that drug features played more prominent roles than cell line features, and genes associated with cancer development, such as PTK2, CCND1, and GNA11, played an important part in drug synergy prediction. Here, CCND1 is linked to cancer.