"How you fuel up before the race has a huge impact on your performance," says Beth Jauquet, R.D., a nutritionist for Cherry Creek Nutrition in Denver. Unfortunately, runners tend toward extremes: Skimping on fuel, overdoing food or drink, or eating foods that cause digestive disaster.