I would trust the doctor, but you should really inform your boyfriend about the possibility.
Marriage is based on strong trust and you don't want to break that by lying or not telling him something that could change his life. Children are no joke, it's time to grow up and face the man you are about to marry.
Good luck girl!
(He probably knows that you just broke up with your previous boyfriend right before you and him hooked up anyway)