Brown injured his knee in Glasgow's win over Zebre in Italy earlier this month.
Former Glasgow centre Mark Bennett has also dropped out through injury.
Head coach Gregor Townsend has called up Edinburgh duo Dave Cherry and Magnus Bradbury to his squad ahead of their encounter against Tonga at Murrayfield on Saturday.
