As shown in the Venn diagram (Supplementary Figure S3d) based on RFE, Lasso regression, and logistic regression, seven features including, HbA1c, Crea, AST, Lp(a), hypertension, smoking status and age, were consistently selected by all six methods and have proven significant in diagnostic models. The gene discussed is LPA; the disease is hypertensive disorder.