 The song was penned by Duff alongside Kara DioGuardi and Greg Wells.The track listing for "Most Wanted" was revealed on July 12, 2005, and the album was released on August 16, 2005 in the United States and Canada.The Japanese standard edition of the album features the same track listing as "The Collector's Signature Edition", with additional remixes of "Wake Up" by DJ Kaya, and was released on August 10, 2005.