According to reports, Bailey suffered a muscle injury and will undergo a medical scan on Thursday morning to assess the severity of the injury.
The Jamaican player is said to be feeling uncertain about his recovery prospects and is expected to be out of action for approximately three weeks.
Bailey's loan transfer to Roma was completed for a fee of €2 million, with an option to make the deal permanent for €22 million.