Calories definitely do play a role, but when you gradually shift to a diet with mostly whole foods, and less processed foods, you start to feel the need to eat less. Most processed foods aren't filling and leave you wanting more. Also, they don't give you the nutrients you need. So it definitely does matter what type of calories you consume.