Univariate analysis identified that menstrual status, neo-adjuvant therapy, breast surgery, tumor size, ALN status, histological grade, LVI, ER level, PR level, Ki-67 level, radiotherapy, and endocrine therapy were associated with OS (all P <  0.05, Supplementary Table S3). The gene discussed is PGR; the disease is neoplasm.