DeRozan pumped in 20 points while Gay provided 19 with six rebounds as the Raptors notched their third win in four games.
Kyle Lowry added a double-double of 13 points and 10 assists in the victory.
The Bulls, seeded fifth in the Eastern Conference, received 28 points and seven boards from Jimmy Butler in the loss.
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