The shoulder problem had also forced the 31-year-old to withdraw from her second-round match in St Petersburg, Russia last month.
"We will miss Maria this year and hope to see her back at Indian Wells next year!" the tournament said on Twitter.
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Sharapova's withdrawal allowed German Mona Barthel to secure a spot in the Indian Wells singles draw. The tournament will take place from March 4-17.
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