The award is given in Philadelphia to critically acclaimed artists for their humanitarian work. Anderson was the first black singer to perform at the Metropolitan Opera. Past winners have included Oprah Winfrey, Maya Angelou and Quincy Jones.
Born Dana Owens, Queen Latifah won a Grammy for her 1994 album "Black Reign" and earned an Oscar nomination for her role in 2002's "Chicago." The organization says its Nov. 20 awards gala will be rescheduled, and it "hopes to honor Queen Latifah in the future."