Stosur hasn't competed since the French Open in June due to the injury. The Australian said the injury is hampering her serves and forehands.
Stosur posted a memorable upset in the 2011 U.S. Open final when she defeated Serena Williams in straight sets.
Germany's Annika Beck was tabbed as a replacement.
The U.S. Open begins on Aug. 28 in New York.