Audits are where they review your tax return, and your supporting docs for accuracy/authenticity. Audits can happen to anyone at random, or can be triggered by certain circumstances. An audit in and of itself will not affect your clearance.

But being caught lying about taxes, or getting behind on payments, will get your clearance pulled. If you settle back taxes for less than face value, that's still going to look like a default.