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Early Hollywood Reporter production charts list Frank Shaw as the film's associate producer, but all other contemporary sources credit Felix Jackson in that position. Leslie Charteris, the writer of the original story upon which Lady on a Train was based, is best known as the author of "The Saint" novels and short stories. Bernard B. Brown received an Academy Award nomination for the sound recording on Lady on a Train, but lost to Stephen Dunn for his work on Paramount's The Bells of St. Mary's (see entry above).