PPARGC1A and Insulin resistance: Our research indicated that QGD may improve insulin resistance via regulating the expression of CRTC2, SIK1, PPP1R3C, PGC-1α, G6PC, PPP1R3G, and SREBP1, which are involved in gluconeogenesis.