The 29-year-old picked up an injury in Arsenal's final training session before the City match on Tuesday evening.
Partey has been a vital figure in Mikel Arteta's side this season, starting all but three of Arsenal's league games this season.
Arsenal also have Mohamed Elneny out as a long-term absentee, meaning Jorginho could start for the Gunners this evening.