The Parisians had been top of the league and unbeaten going into the game, during with Zlatan Ibrahimovic saw red.
Marseille can now overtake PSG if they take four points from their two games in hand.
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After a dreadful start to their Bundesliga campaign, Borussia Dortmund appear to have weathered the storm after going five matches without defeat.