Rapper Lil' Kim and Jackass star Steve-O will also compete in the eighth season of the ABC show.
Other celebrities taking part include actor-comedian David Alan Grier, actor Gilles Marini, singer Belinda Carlisle, Access Hollywood host Nancy O'Dell and country singer Chuck Wickes.
Completing the lineup is popstar Jewel and her rodeo champion husband Ty Murray, former New York Giant Lawrence Taylor, and Olympic gymnast Shawn Johnson, who will be the show's youngest ever participant at 17.
US TV presenter Brooke Burke was crowned winner of the last series.
The dance contest, which is hosted by Tom Bergeron and Samantha Harris, will kick off in the US on March 9.