Schematic overview of the study design. A multi-omics cohort comprising 316 patients of breast cancer with mammography data. The cohort was stratified according to calcification features. Comparative analyses were conducted across clinicopathological characteristics, multi-omics dimensions, and precision therapeutic strategies.