In our study, by molecular docking and virtual screening, we found that bromocriptine could inhibit the expression of Golph3, which mediates the HG induced Golgi stress, thus exert its protective function against diabetes neuroinflammation. The gene discussed is GOLPH3; the disease is diabetes mellitus.