Sport reports that the centre-back has failed to recover from a hamstring injury that he sustained in the European Supercup victory against Porto back in August.
Pique was expected to be out of action for around three weeks, but now a month later, he has so far failed to recover.
The former Manchester United defender is now hoping to make his return to action against Atletico Madrid at the weekend.
