A liposome comprising bilayer and inner water phase is disclosed. Said inner water phase contains sulfobutyl ether cyclodextrin and active compound. Said sulfobutyl ether cyclodextrin is sulfobutyl ether α-cyclodextrin, sulfobutyl ether β-cyclodextrin, or sulfobutyl ether γ-cyclodextrin.