Also the 67 SNPs in LD with known T2D SNPs are linked to key diabetes genes such as GIPR, KCNJ11, GLIS3, IGF2BP2, FTO, THADA, IRS1 and PPARG. This evidence concerns the gene PPARG and diabetes mellitus.