Hernandez died at the Queens Medical Center, the celebrity gossip website said.
She was a hula dancer and had immigrated to the United States from the Philippines.
Mars is set to begin a U.S. tour later this month, TMZ said. There was no word on whether the death would affect the concert schedule.
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