In various embodiments, the present invention provides methods of treating and/or preventing cardiovascular-related disease in a statin-intolerant subject in need thereof and, in particular, a method of blood lipid therapy in a statin-intolerant subject in need thereof, comprising administering to the subject a pharmaceutical composition comprising eicosapentaenoic acid or a derivative thereof.