Our study found that stage, laterality, age, grade, subtypes, progesterone receptor status, the primary site of cancer, patient race, median household income, chemotherapy, systemic therapy, and surgery are significant factors, with stage being the most critical for predicting survival in breast cancer patients. Here, PGR is linked to cancer.