Jun-Hao Shao

Advances in multimodal data integration for drug efficacy prediction: Methodological evolution and clinical translation.

This review provides a unified roadmap to accelerate the clinical deployment of multimodal drug response prediction and proposes five actionable directions, namely privacy-preserving benchmarks, causally interpretable models, temporal dynamic frameworks, cross-domain generalization, and lightweight clinical tools.