It's believed a victory by Parker in Saturday's runoff would make Houston the nation's largest city to be led by an openly gay person.
Parker's sexual orientation was never an issue in her political career.
But it took a more prominent role in the mayor's race in the weeks leading up to the runoff as anti-gay activists and conservative religious groups have endorsed Locke.