Mayer and Passion Pit frontman Michael Angelakos have applauded the singer for the decision.
"When someone pulls remaining dates of a tour, it means they would have done real damage to themselves if they kept going. We've lost so many great artistes lately. I give Justin (two thumbs-up emojis) for realising it was time to call it. You should too," Mayer tweeted.
Angelakos, who has been candid about his struggle with bipolar I disorder, retweeted Mayer's posts, and also offered his own take on the intersection between touring and mental health.
"Was pretty rough but then my doctors and I worked out a relatively manageable balance between treatment and touring. Toured for over two years," Angelakos tweeted.
The statement announcing Bieber's tour cancellation did not reveal an exact reason, though it did attribute the decision to "unforeseen circumstances.
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