Unless you are sitting around with your friends, farting, scratching your privates and talking about HUNTING, i sincerely doubt there is any difference as far as conversational norms.
The point is that it is a ladies party. And that’s ok.
Not everything has to be unisex.
The groom doesn’t invite all his best buds to the event, right?