Patrick Kennedy was spared from execution in 2008 but remained convicted in the 1998 rape of an 8-year-old. He is serving a life sentence.
In 2013, a federal judge in New Orleans agreed with defense lawyers who said there had been gender discrimination in the selection of grand jury leaders at the time Kennedy was indicted.
But the 5th Circuit Court of Appeals disagreed in a decision released Wednesday evening.
