Although numerous studies have employed ML algorithms to develop diagnostic or prognostic models for BC, most existing research has primarily focused on clinicopathological features and tumor-intrinsic factors, such as imaging characteristics, hormone receptor status, proliferative markers, and oncogenic signaling pathways. This evidence concerns the gene NR4A1 and breast cancer.