Why did the Nicholas Kids become known as the Nicholas Brothers?

The dance act originally performed as the "Nicholas Kids," consisting of Fayard Nicholas and his sister, Dorothy. After Dorothy opted out of the act, the group—which had also come to include their younger brother, Harold—became known as the Nicholas Brothers.1