We seek the risk factors for CTO by machine learning model and find eight easily captured variables, including gender (male), NE, HCT, TC, HDL, EF, TnI, and NT-proBNP might be the risk factors for CTO distinguishing from CAD. This evidence concerns the gene NPPB and coronary artery disorder.