Population-based cohorts showed that SNPs of ApoA4 gene lead to differential ApoA4 concentrations in plasma (7), which is related to obesity, T2DM, renal impairment in T2DM patients. The gene discussed is APOA4; the disease is type 2 diabetes mellitus.