High quality audio is always directly associated with high quality power supplies.
It's a very general statement. No offense intended, but I'm not sure a bare bones $250 Bellari phono preamp qualifies as high quality. In this case, switching out power supplies will probably not reveal much. Tube rolling in this scenario would probably make more sense when trying to upgrade audio performance. I've personally always loved Telefunken's myself.