Second placed Atletico went ahead through Radamel Falcao but Adriano equalised before Sergio Busquets put them ahead.
Two goals from Leo Messi wrapped up the win and ensured Barcelona remain clear at the top.
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Chelsea have struggled to build momentum in the opening stages of the campaign and are currently looking over their shoulders at the relegation zone.
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