According to our previous study, in the pathogenesis of cigarette smoke-related pulmonary disease and type 2 diabetes mellitus (T2DM), GGPPS1 can enhance Ras prenylation and membrane association, further leading to pulmonary inflammation and insulin resistance through MAPK pathway [16,17]. This evidence concerns the gene GGPS1 and type 2 diabetes mellitus.