The quills are made of keratin, the same stuff that make up the outer layer of our skin. They are held in place by a follicle, just like hair. Young hedgehogs also lose their quills and grow new ones naturally within the first year of their life. This is called "quilling." So, no. They are not part of the skeleton.
*Google sanic if you need to know*