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.
Millions of Getty images now available for free via embed tool
Ray Liotta sues skin care company over use of likeness