Yep, everything stays the same, regardless of the difficulty of your new game. the only difference is that if you choose an harder difficulty level, of course you won't be able to pick a level, you'll have to play start to end.
Confirmed. Playing the living shit out of this game incoming....
I wonder if the upgrades are abundant enough to keep you upgrading into your second play through?