Study participants that adhered closest to a diet consisting largely of vegetables, fruits, fish, nuts, seeds and monounsaturated fats such as olive oil were 10% less likely to become overweight or obese and had 26% lower odds of packing on more than 11 pounds over the course of 4 years.