Subsequently, five differentially expressed MAGs (PLOD1, CKB, PYGB, AKR1B1, PDE5A) were finally used to construct a prognostic signature and survival analysis indicated that high MAGs risk scores were significantly related to the poor OS, DSS, and PFI of BC patients. This evidence concerns the gene AKR1B1 and breast cancer.