Julie Harris had been considered for this role. Also in 1951, Peters had her first collaboration with Marilyn Monroe, when they had secondary roles in As Young as You Feel. Peters was set to play the title role in the drama film Wait Till the Sun Shines, Nellie (1952). It was the first time since the beginning of her career that Peters received this much publicity. While shooting the film in Hutchinson, Kansas, Peters was honored with the title 'Miss Wheatheart of America'. Peters was one of many names in the studios O. Henry's Full House (1952). She co starred with Jeffrey Hunter in Lure of the Wilderness (1952). In 1953, director Samuel Fuller chose Peters over Marilyn Monroe for the part of Candy in Pickup on South Street. He said he thought Peters had the right blend of sex appeal and the tough-talking, streetwise quality he was seeking. Monroe, he said, was too innocent-looking for the role. Shelley Winters and Betty Grable had previously been considered, but both had turned it down. Because of the sexual attractiveness of her character, Peters was not thrilled with the role. She preferred playing more down-to-earth, unglamorous parts as she had done with Anne of the Indies (1951), Viva Zapata! (1952) and Lure of the Wilderness (1952). For Pickup on South Street, Peters was advised to bleach her hair, but she refused to do so, wanting to avoid comparisons with Winters and Grable. She did agree to adopt a "sexy shuffle" for the role. She was helped by Marilyn Monroe to understand the role of a siren. Peters later said that she had enjoyed making the film, but announced in an interview that she was not willing to take on other siren roles. She said: "Pickup on South Street was fine for my career, but that doesn't mean I'm going to put on a tight sweater and skirt and slither around. I'm just not the type. On Marilyn Monroe it looks good. On me it would look silly." In another interview, Peters explained that playing down-to-earth and sometimes unwashed women have the most to offer in the way of drama. She said: Peters and Marilyn Monroe starred together in another 1953 film noir, Niagara, also starring Joseph Cotten. In Niagara, Peters replaced Anne Baxter, with whom she co-starred in the anthology film O. Henry's Full House (1952). Shooting of Niagara took place in