Ghez was born in New York City. She is the daughter of Susanne (née Gayton) and Gilbert Ghez. Her father, of Jewish heritage, was born in Rome, Italy, to a family originally from Tunisia and Frankfurt, Germany. Her mother was from an Irish Catholic family from North Attleborough, Massachusetts.