The finish that is on them will be a black ELPO primer, just like they use on late models. No need to remove it. Just scuff it with a Scotch Brite, then prime and paint as normal. It will be fine. I did the tailgate nd front bed panel on mine, both were ELPO dipped, had no problems.
BTW, I used PPG products as well.