I'd think what you tell them in the Doctors office, they couldn't blab about.
That said, my concern is actually that your concern about the gossip. When you make the actual cut over, word will get out then for sure. Unless you're planing on moving or something. In any case, being out about your medications now might be a good step to help you get comfortable for your big day, and the days and weeks thereafter.