MRI radiomic subregional analysis captures spatial heterogeneity linked to NAC response. GATA3 serves as a radiogenomic biomarker linking imaging phenotypes to transcriptomic programs. Integrating imaging, genomic, and environmental data may refine personalized response prediction.