There is definitely a genetic component. A very clear example is the obesity rate of Pacific islanders after they were introduced to the western diet. They were

There is definitely a genetic component. A very clear example is the obesity rate of Pacific islanders after they were introduced to the western diet. They were genetically isolated while subsisting on a very specific diet for thousands of years. As a result, they no longer thrive on the same diet that Europeans do.