Specifically, genetic variants in FTO and BDNF, along with critical metabolic variables including serum levels of 20:5n-3, FBG, AST, apoB, and HDL-C at age 50, were identified as significant predictors of MetS at age 70. Here, APOB is linked to metabolic syndrome.