On the other hand, PPARβ governs a variety of biological processes including fatty acid synthesis, oxidative metabolism in white adipose tissue, etc., thus controlling the development of several chronic diseases, including diabetes, obesity, and atherosclerosis (Mirza et al., 2019; Wagner and Wagner, 2020a; Qiu et al., 2023). This evidence concerns the gene PPARD and diabetes mellitus.