Bloodhounds of Broadway is a 1989 American comedy film based on four Damon Runyon stories: "The Bloodhounds of Broadway", "A Very Honorable Guy", "The Brain Goes Home" and "Social Error". It was directed by Howard Brookner and starred Matt Dillon, Jennifer Grey, Anita Morris, Julie Hagerty, Rutger Hauer, Madonna, Esai Morales and Randy Quaid. Madonna and Jennifer Grey perform a duet, "I Surrender Dear", during the film. Madonna earned a Golden Raspberry Award nomination for Worst Supporting Actress for her performance in the film, where she lost to Brooke Shields for Speed Zone.