In addition, the coefficients of the five genes defined by the lasso Cox regression model are all positive, indicating that these genes are closely related to the prognostic risk of HER2-positive breast cancer patients, and high expression corresponds to shorter OS. The gene discussed is ERBB2; the disease is breast carcinoma.