Perivascular adipose tissue (PVAT) secretes large amounts of inflammatory mediators and plays a certain role in atherosclerosis formation from the exterior of the vessel. In the present study, we examined the expression level of inflammation-related mediators using adipose tissue samples harvested from patients with and without coronary artery disease (CAD). The subjects were 23 patients who underwent elective coronary bypass surgery (CAD group) and 17 patients who underwent elective mitral valve surgery (non-CAD group) between January 2017 and March 2018. The adipose tissue was harvested from three sites: the ascending aorta (AO), subcutaneous fat (SC), and pericoronary artery (CO) for the measurement of the expression levels of interleukin (IL) -1β, IL-6, IL-10, tumor necrosis factor (TNF) -α, interferon (INF) -γ, and arginase (Arg) -1. In both the non-CAD and CAD groups, the expression levels of all mediators, except Agr-1, which showed a tendency to have higher levels in the SC than in the AO and CO, tended to upregulate in the AO than in the SC and CO. The CAD group had higher values of almost all mediators, except Arg-1. Most importantly, the expression levels of IL-1β, IL-6, and IL-10 in the coronary artery were significantly higher in the CAD group. The expression levels of inflammatory mediators in the pericoronary adipose tissue were significantly higher in the CAD than in the non-CAD group. The adipose tissue appears to influence atherosclerosis formation from the exterior of the coronary artery.