Our study present that younger age, higher HS, cortex thickening of lymph nodes, and lower levels of ER expression were significantly associated with non-SLN metastasis in T1–2 and HR+ breast cancer patients with 1-3 positive SLNs after mastectomy. The gene discussed is ESR1; the disease is breast cancer.