The cast will be accompanied by the Rock of Ages band Arsenal, which features Joel Hoekstra of Night Ranger on guitar.
The Rock of Ages national tour completed its premiere engagement in Chicago Oct. 3.
"The Tonight Show" airs in the New York area on WNBC-4 at 11:35 PM. Check local listings.