I don't know how much is genetic, but I think as long as you can ride enough eating doesn't matter a whole lot. Exercise boosts the metabolism besides burning calories, and diverts enough of the energy away from the digestive system that you can hit a point where the problem is eating enough to keep you going, rather than how to work off all the extra.
That's my experience, but then I've always been pretty slim...