The KCCA showed that the PPARGC1A gene highly correlated with the UCP1 gene in both IFG+DM and NFPG groups, and an interaction between these genes affected the development of IFG or T2DM. This evidence concerns the gene PPARGC1A and type 2 diabetes mellitus.