Originally Posted by eyecue
You are not required to remove your clothing or your shoes for that matter. The choice is yours. There is a downside though.
Ironically enough, the downside appears to be removal of our clothing and our shoes during secondary (yes I know this isn't at every airport or in every case, but it happens often enough).