Vincent Gigante, a high-ranking member of the New York Mafia, may have been the inspiration for the antagonist of this episode. He had acquired a reputation for being "crazy" while walking the streets of the city.
Michael Weatherly and Roma Maffia appeared together in the NCIS (2003) episode Under the Radar (2013).