Before Kane's strike from the edge of the box beat Werder goalkeeper Michael Zetterer, the visitors led two goals at the break thanks to goals from Michael Olise and Jamal Musiala.
With his historic goal, the England captain overtook Jadon Sancho, who has 40 goals in the Bundesliga for Borussia Dortmund.
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