The forward was injured in the defeat to Brazil at the weekend, straining a muscle.
He is likely to be replaced by club mate Stephan el Shaarawy in the Italian line up.
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Since Guus Hiddink arrived at the helm, Chelsea have improved considerably after a tricky start to the campaign.
Newcastle United are staring down the barrel of relegation to the Championship for the second time in the past eight years.