Nicolas Anelka gave Lee a flying start with an early strike but three minutes later Kanu, making his first start of the season, struck his first goal to equalise.
The former Arsenal striker set up Nigerian team-mate John Utaka to speed through for a second on the half hour, before Matt Taylor clinched the points four minutes from time from the penalty spot after Kanu had been brought down by Gerald Cid.
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