In conclusion, the present radioepigenomic study identified and validated MTNR1B hypomethylation as an epigenetic marker to predict the presence of atherosclerosis using stenosis radiophenotypes and blood inflammatory cells. Here, MTNR1B is linked to atherosclerosis.