The fact that people who run marathons are ill less often than other people does not prove that running marathons prevents illness, for whether one runs marathons or not depends in part on one' s preexisting state of health
The fact that two diseases have similar symptoms does not establish that they have the same underlying cause, for dissimilar causes can have similar effects.