PPARGC1A and type 2 diabetes mellitus: Moreover, KCCA can extract nonlinear characteristics of SNPs between 2 whole genes and conduct interaction analysis more accurately and reliably.[17,34] In addition, the relationship between the PPARGC1A or UCP1 gene and IFG or T2DM, and the interaction between these genes toward the development of these disease conditions have not been documented elsewhere.