In this study, multiple machine learning methods (LASSO, RF, SVM-RFE) identified IL17C (AUC = 0.92) and ACOXL (AUC = 0.90) as novel diagnostic biomarkers for atherosclerosis, and verified in other datasets. The gene discussed is IL17C; the disease is atherosclerosis.