There are several type of audits. This page deals with audits of your individual (1040) or business tax returns (1120, 1120S or 1065).
So you have been audited and it did not go well. The first thing you should try is to talk to the Revenue Agent's supervisor and see if you can resolve any issues there. If that fails then you need to prepare for the appeal