Frigid air that normally stays in the Arctic has escaped, plunging deep into the United States for an extended visit that is expected to provoke teeth-chattering but not be record-shattering.

The next round of bitter cold was set to envelop the southern U.S. on Tuesday, after the first significant winter storm of the year ...