Well, in some cases we know that they do.
Dementia is linked to diabetes. And diabetes risk is increased for African-Americans. And African-Americans live in high-pollution urban areas for entirely historical reasons.
So some amount of the causation here does go in the way opposite to what a person might naively suspect.