App.config replacements for unit tests

my continuous integration server (TeamCity) is configured to run all the unit tests in our app on build. Prior to running those tests, i need to change some of the appSettings to make them valid for our CI server. I'm achieving something similar for my web project by using the deployment project provided with Visual Studio. Can i do the same for a Test project?

Thanks, Gonzalo