PPARGC1A and liver dysplastic nodule: These results indicate that AMPK/SIRT1/PGC-1α signaling is induced in the kidneys of db/db mice and that GA effectively prevents DN by activating AMPK/SIRT1/PGC-1α signaling in db/db mice.