Furthermore, studies have shown that Apo-B is a more accurate indicator of diabetes risk than conventional lipid measurements, such as LDL and HDL cholesterol (Lamantia, Sniderman & Faraj, 2016; Gao et al., 2021a; Gao et al., 2021b). Here, APOB is linked to diabetes mellitus.