At least in the case of Starline Brass 9mm +P brass, they note:
"Our 9MM+P has no difference from the standard 9mm Luger other than headstamp designation for load segregation. Due to standard case design, it will handle +P pressures with no problems."
I'm uncertain in the case of other brands of brass, so I'd like to see what more knowledgeable members say.