Nowadays, similar strategies have been used for the treatment and prevention of acute stroke in both diabetes mellitus (DM) and non-DM populations. These strategies were analyzed to provide an experimental basis for the clinical prevention and treatment of stroke in patients both with and without DM. Tree shrews were randomly divided into control, DM, ischemic stroke (IS), and DMIS groups with 18 animals in each group. Serum biochemical indicators were used to assess metabolic status. Neural tissue damage was determined using triphenyl tetrazolium chloride staining, H-E staining, and electron microscopy. Differential gene expression of neural tissue between the DM and control groups and the IS and DMIS groups was measured using RNA-seq analysis. The serum glucose levels of the DM and DMIS groups were significantly higher than other groups. In the DMIS group, the infarct size was significantly larger than in the IS group (19.56 +/- 1.25%), with a more obvious abnormal ultrastructure of neural cells. RNA-seq analysis showed that the expression of IL-8, C-C motif chemokine 2 (CCL2), and alpha-1-antichymotrypsin was significantly higher in the DM group than in the control group. The CCL7, ATP-binding cassette sub-family A member 12, and adhesion G protein-coupled receptor E2 levels were significantly higher in the DMIS group than in the IS group. For the prevention and treatment of stroke in patients with DM, reducing the inflammatory state of the nervous system may reduce the incidence of stroke and improve the prognosis of neurological function after IS.