WordNet sense 1 (a scandal that is kept secret):

skeleton in the closet, skeleton in the cupboard

WordNet sense 2 (the hard structure (bones and cartilages) that provides a frame for the body of an animal):

frame, skeletal system, systema skeletale

WordNet sense 3 (the internal supporting structure that gives an artifact its shape):

underframe, skeletal frame