In conclusion, the kernel machine and Single SNP Regression models found the association of genetic variations on the BUD13, ZPR1, and APOA5 genes (11q23.3 region) with MetS and High TG levels in MetS affected individuals in the TCGS population. Here, ZPR1 is linked to metabolic syndrome.