Annie is the daughter of thirties/forties actor and film star Herbert Marshall (Little Foxes, The Razor's Edge, The Letter, The Enchanted Cottage, Midnight Lace) by third wife, former John Robert Powers model Lee Russell, as well as a niece by marriage of James Cagney. Her half sister is actress Sarah Marshall (Long, Hot Summer).