WASHINGTON—President Donald Trump has full confidence in John Kelly, White House officials said Sunday, after the president in recent days had privately criticized his chief of staff’s handling of domestic-abuse allegations against a senior aide.

Top officials also defended Mr. Trump’s recent public statements about abuse, in which he emphasized that many people’s lives were “shattered” by accusations of abuse, but didn’t express concern for the victims of the abuse.

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