IO cast: Who is Margaret Qualley? Was she the original choice for lead actress?

IO stars Margaret Qualley as Sam Walden and Anthony Mackie as Micah, two of the last people left on earth. Qualley is already a familiar face to fans of the HBO hit series The Leftovers. But was she the original choice for lead actress?