Her father, Floyd J. Malveaux, is a prominent African-American doctor who became the dean of the College of Medicine at Howard University; he is now the executive director of the Merck Childhood Asthma Network and a founder of Howard University's National Human Genome Center. Her mother is the former Myrna Maria Ruiz, a retired schoolteacher.