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The Bourne Ultimatum helmer will instead direct a film based on Robert Louis Stevenson's classic novel Treasure Island, reports Deadline.
Sherlock Holmes producer Lionel Wigram is behind the Warner Bros. adaptation.
A screenwriter has yet to be hired for the project.
Rumours about Greengrass directing Fantastic Voyage surfaced in April.
More: Paul Greengrass, Movies
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