Do it. The slick, glossy finish was a pain in the *** to apply the primer to. I almost sanded it down to have something rougher for the primer to stick to, but this was my first big jobbie and I didn't want to put a whole in my cardboard...erm shelves.
Just remember to take the painters tape...