Through discovery and replication, in various combinations with meta-analyses, we identified common variations of 36 new common loci, and one non-synonymous rare variant, i.e., rs2303790 in CETP, for MetS susceptibility in a Korean population. This evidence concerns the gene CETP and metabolic syndrome.