The story
Derives from the show tune Johnny One Note, from the Rodgers and Hart musical Babes in Arms (1937), in which the lyrics tell a story of a male vocalist named Johnny who sang with a band and could sing only one note, but sang that note extremely well.
Etymology from Wiktionary, CC BY-SA 4.0.