The film's title was taken from the 1955 Etta James song "The Wallflower (Dance with Me, Henry)", although the film's plot has nothing to do with the song.
The movie's name came from the 1955 Etta James track "The Wallflower (Dance with Me, Henry)", but the storyline has no connection to the song.