Baba Rahman was with his Black Stars teammates on Thursday during their training session in Port Gentil, before setting off for Germany.
Baba Rahman suffered a knee injury and was pulled off on Tuesday as Ghana defeated Uganda 1-0 in their opening group D clash.
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The Schalke 04 defender has been ruled out for the rest of the Africa Cup of Nations (AFCON) and is on his way to Germany to undergo surgery.
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Baba Rahman, however visited his teammates to give them morale support leading to his departure to Germany.