No, it should indeed be "me". The reason is the verb "consist" requires that its objects are in the objective case.

Native English speakers often have a problem with noun and pronoun cases because this grammatical feature has all but disappeared from the language, only its weak remnants remain. This is one place, perhaps the most well known place, where it still appears.