To further quantify the risk of lymph node metastasis in BC patients, a nomogram model was developed based on multivariate logistic regression analysis, incorporating three variables: H-CTC count, L1CAM expression status, and Ki-67 level. The gene discussed is L1CAM; the disease is breast cancer.