The present invention is related to a method for treating an ocular disease, particularly a diabetes related ocular disease, comprising administering to a subject in need thereof an effective amount of a group of compounds having a structure of Formula A1, wherein the ocular disease is selected from the group consisting of proliferative vitreoretinopathy (PVR), uveitis, glaucoma and age related macular degeneration (AMD), and the diabetes related ocular disease is selected from the group consisting of diabetic retinopathy (DR) and diabetic macular edema (DME).