Variety said Cassavetes cannot direct the picture this fall as planned because of his commitment to helm the drama "Yellow."
The producers of Gotti are now looking for a replacement, the entertainment industry trade newspaper said.
Cassavetes has directed "Alpha Dog" and "The Notebook." He is the son of the late filmmaker John Cassavetes and actress Gena Rowlands.
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