Despite the authors' efforts, it's very hard to separate someone's diet from the rest of their lifestyle.

We know people who ate more ultra-processed food were more likely to smoke, take less exercise, be less educated and take in more calories.

Other unmeasured aspects of their lives – such as deprivation and access to healthcare – might also have affected the results.