Rice 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).