In preparations for Monday afternoon's home game with Sivasspor, he picked up the injury - believed to be a muscle problem - during an official club session at the pool.
It will be a blow for Drinkwater, 30, if he misses the game as he is hoping to prove a point after a rotten few years in English football.
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