If I have 3 characters in my deck and one in play that gets killed, are the rest in my deck unplayable?

Thanks!

Only if that Character is Unique:

Rules Reference, Page 5

A player cannot marshal, play, put into play, or take control of a copy of any unique card that is in his or her dead pile.