Karle was born in Detroit, Michigan. She studied at the University of Michigan. In 1942, she married Jerome Karle, a Nobel Prize winner. They had three children. Karle died on October 3, 2017 at a hospice in Alexandria, Virginia of brain cancer at the age of 95.