Cooper was born Marianne Leone in Boston, Massachusetts, to Italian immigrants. She married actor Chris Cooper in 1983. In 1987, their son, Jesse Lanier Cooper, was born. Three months premature, Jesse developed a cerebral hemorrhage and cerebral palsy. After searching for the best schools for children with special needs, Cooper and Leone moved to Kingston, Massachusetts, where they became strong advocates for disabled children.