What does "skeleton in the closet" mean?

A shameful secret, as in Both her parents were alcoholics; that was the skeleton in her closet. This metaphoric term alludes to a murder victim long concealed in a closet, possibly based on some true incident that is now forgotten. [Early 1800s]