Haoyang Su

Research Progress in Network Medicine and Artificial Intelligence-Based Prediction of Drug Combination Synergy

Current studies remain constrained by data sparsity, negative-sample bias, insufficient model interpretability and limited prospective validation, so future work should strengthen standardized data integration, mechanism-constrained modeling and joint dose-timing optimization to improve interpretability, generalizability and clinical usability.