In various embodiments, the present invention provides methods of treating and/or preventing cardiovascular-related disease and, in particular, a method of reducing or preventing sdLDL oxidation in a subject, the method comprising administering to the subject a pharmaceutical composition comprising eicosapentaenoic acid or a derivative thereof.