Mosheim was born in Berlin, Germany on 8 January 1905, the daughter of Markus Mosheim (1868-1956), a physician, and his wife Clara Mosheim (née Hilger; 1875-1970). Her younger sister was actress Laurie Lane (born Lore Anne Mosheim), who appeared in at least nine films.