I've actually done this to 2 friends of mine.. one I didn't suspect he'd have such amazing genetics, the other always had low body fat no matter how he ate so I wanted him to start working out.
Now one of the guys looks like a young Lee Priest, just slightly smaller. the other has gained 27lbs in one year and in decent shape. It all came down to training and nutrition.. and consistency.