According to the present invention, a composition containing a VAP-1 inhibitor as an active ingredient, which is effective for ophthalmic diseases associated with hypoxia or ischemia can be provided. According to the present invention, moreover, an angiogenesis inhibitor that suppresses pathologic angiogenesis associated with hypoxia or ischemia can be provided.