The film's title, "The Panic in Needle Park," refers to the notorious Tompkins Square Park in New York City's Lower East Side, where junkies and addicts gathered to score and socialize. The movie's setting, cinematography, and direction all contribute to a sense of gritty realism, immersing the viewer in the harsh and unforgiving world of the characters.