In 1935, Labouisse's only sibling, Irene Joliot-Curie, and her brother-in-law, Frederic Joliot, shared a Nobel Prize in chemistry. Her sister died in 1956 of the same cause as their mother: leukemia, believed to have been caused by prolonged exposure to radioactive material.