We provided evidence that diabetes decreases the expression of synaptic plasticity-associated proteins and accelerates inflammation while aerobic exercise significantly attenuates these effects by upregulating the PI3K/Akt/mTOR pathway and AMPK/Sirt1 pathway or inhibiting the NFκB/NLRP3/IL-1β pathway. This evidence concerns the gene SIRT1 and diabetes mellitus.