Dunham was born in Ascension Via Christi Hospital St. Francis in Wichita, Kansas. She is the only child of Madelyn Lee Payne and Stanley Armour Dunham. She was mostly of English ancestry, with some German, Swiss, Scottish, Irish, and Welsh ancestry. Wild Bill Hickok is her sixth cousin, five times removed.