I have never used Priceline, so I don't know if you can change. I would take a chance and go to the airport. It never hurts to ask. If they are in a good mood, and if there is a lot of seats available on an earlier flight, you may have a chance. Bring a few extra bucks for a beer, or two, while you wait for your original flight, though.
/Pete