Bacon sandwich preparation. Raw bacon and sliced white bread on a chopping board with a knife. A diet containing too much fatty food can increase the risk of heart disease and obesity. Fried food and red meat is rich in saturated fats, which are thought to lead to raised blood cholesterol levels. This can cause atherosclerosis, where blood vessels thicken with fatty deposits, and the attendant risk of coronary heart disease and stroke.