Previous studies have shown the close relationship between serum ZAG levels and various cardiometabolic risk factors, such as obesity [21, 22], T2DM [23, 24], hypertension [25], cigarette smoking [26], and metabolic syndrome [27, 28]. Here, AZGP1 is linked to type 2 diabetes mellitus.