Prednisone tends to boost blood glucose or sugar levels, which in certain people can cause increased body fat or diabetes. Easy carbohydrates and concentrated sweets, such as cakes, pies, cookies, preserves, honey, chips, slices of bread, candy, and other foods that are highly refined, should be avoided.