My ~1500 pink keys say they stay. Don't think I've ever had left over gold/silver keys, but they should stay as well.
P.S. What do keys have to do with getting to stage 200?
They occasionally dish out raw peronamin, so there's no point in getting a load and wasting them if I won't be able to finish anyway.