A last minute winner from David Luiz made the difference in Switzerland.
Fenerbahce also won the first leg of their tie as they defeated Benfica 1-0 in Turkey.
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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.