I think there are restrictions on Criminals owning firearms in some (all?) states - however I am unsure of the requirements surrounding mental health checks before purchase / ownership.
This is what most people will be run through.
Unless of course you are like me who submit yourself to a DCI background check every five years and are thus spared the phone call. A check in which many of our fellow forum members would fail.