The problem arises in that a great many people are trying to do just that. If you go into any bookstore or even online and look at the teen section, nearly everything is about vampires, werewolves, or some other supernatural creature with a few dystopian societies thrown in for good measure.
I'm not saying it won't give you an advantage, but it could also make you just another face in the endless crowd of writers failing to be original.