Given that PDE4D expression increased only in the liver in HFD mice, these findings indicated that PDE4 inhibitors might restore kidney function partially by improving hepatic insulin resistance but not insulin resistance in other tissues. This evidence concerns the gene PDE4A and Insulin resistance.