PLOD1 and breast cancer: Subsequently, Cox regression analyses indicated that the MAGs signature was an independent prognostic factor for BC patients and closely related to stage, grade, T, and M. Notably, AKR1B1, PLOD1, and PYGB were highly expressed in the basal subtype and CKB was highly expressed in the luminal subtype.