That was my first thought as well, but the paper says that after excluding all people with a previous condition, that association remains unchanged. There might be something else, like particular diets, at play.
That would rule out pre-existing conditions but not rule out people who already knew they were high risk for reasons other than a previous diagnosis (such as blood work, family history, etc.).
