In addition, our analysis aggregated all tumor subtypes without stratification; given the biological heterogeneity of breast cancer, NLR’s prognostic value may differ across molecular classifications (e.g., luminal A, luminal B, HER2-enriched, triple-negative). The gene discussed is ERBB2; the disease is breast cancer.