Gene-Ann Polk Horne (October 3, 1926 – January 3, 2015), known professionally as Gene-Ann Polk, was an American physician and hospital administrator, director of pediatric ambulatory care at Harlem Hospital, and a professor of pediatrics at Columbia University.