Ten genes were found associated with DM Non-Insulin Dependent (ANGPTL8, BHMT, GATAD2A, GCLM, PIK3C2G, PPARGC1A, PRKAB2, RAPGEF1, SLC19A2, and TADA1). Here, PPARGC1A is linked to diabetes mellitus.