She was born in New Orleans, Louisiana to Irish Roman Catholic parents. One of her sisters was novelist Alice Borchardt (1939-2007). Rice was married to poet Stan Rice (1942-2002) from 1961 his death. They had a daughter, Michele (1966-1972) and a son, novelist Christopher (born 1978). 