Leading goalscorer Remy has a calf complaint that is likely to keep him out until the end of the month, while full-back Debuchy is expected to miss the next four fixtures with a groin injury.
The news was confirmed by the club on Thursday and comes as a further blow to Newcastle, who already have manager Alan Pardew banned for seven matches following his headbutt on Hull City's David Meyler.
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