In conclusion, using the FHS T2D family data and different statistical approaches, we found variants in the TCF7L2, CDKN2B, and JAZF1 genes were independently and interactively associated with increased T2D risk and the TG/HDL ratio change across ages. Here, TCF7L2 is linked to type 2 diabetes mellitus.