To analyze whether the changes of GPR15 expression in early-onset MI subjects are affected by smoking, the expression of GPR15 in PBMCs was compared between early-onset MI subjects and controls—stratified by smoking status in the GIS study. The gene discussed is GPR15; the disease is myocardial infarction.