Not being a material scientist or anything I would assume it has everything to do with the molecular structure i.e. the type of atoms, the materials density, the bonds between atoms etc and how this has an effect on the air around it and therefore the sound made
May be totally wrong.....but being equally sad I am now going to look for evidence if there is such a thing
