Guest star Larry Romano (Louie Messer) and series regular Carmine Giovinazzo (Det. Danny Messer), who play brothers in the episode, are cousins in real life.
The title is a reference to the film Run Silent Run Deep (1958), an allegory to Moby Dick, which stars Clark Gable and Burt Lancaster.