According to the literature review, the core proteins identified, such as Adk, Aprt, Entpd1, and Pde4d, are closely related to the pathogenesis and treatment of ischemic stroke, opening a new path and providing solid theoretical support for the subsequent exploration of pharmacodynamic mechanisms. This evidence concerns the gene PDE4D and ischemic stroke.