BERLIN—German Chancellor Angela Merkel on Wednesday defended the cancellation of a major soccer game the night before, while security officials said Germany had become a possible target of Islamist extremists.

“I was as sad as the millions of fans that this cancellation had to happen,” Ms. Merkel told reporters in Berlin. “But the security agencies made a responsible decision.”

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