Only Ghost can call him Johnny.

Despite not seeing the face, the cinematic sequence does show that Ghost is a Caucasian with short brown hair. It also shows that Ghost sports a pair of brown eyes, but the rest of his appearance remains unknown to fans and still remains one of the most enticing secrets of the Modern Warfare series.