Agassi said in a statement released by the organisers that it was a regrettable decision and he would miss playing in the tournament.
The exact nature of his injury was not disclosed.
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The American has since won four Australian Opens, two U.S. Opens and one French Open.
Women's world number 14 Elena Bovina of Russia has also withdrawn from Wimbledon because of a shoulder injury.
