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James Dunn won an Academy Award for Best Supporting Actor for his role as Johnny Nolan in the 1945 film "A Tree Grows in Brooklyn." Dunn was nominated for the award three times, but this was the only time he won. The film, based on the novel by Betty Smith, tells the story of a young girl growing up in Brooklyn in the early 20th century.