The announcement comes as the FBI investigates a claim that Misick raped a Puerto Rican woman this year. He repeatedly has denied the allegation.
Local news media reports say Misick and McCoy married in 2006 after a whirlwind romance.
McCoy is a Chicago native who has appeared in movies like "Beauty Shop" and "Sahara," as well as a music video by Tupac Shakur.