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In 1920 he was the Anhui army front-line commander-in-chief in the Zhili–Anhui War. Wu Peifu led the Zhili clique army in a daring maneuver to capture the Anhui army headquarters after first outflanking the enemy, capturing Qu and many of his fellow officers. He was released from captivity in 1922.