Donald Trump and Bernie Sanders have won the presidential primaries in New Hampshire, The Associated Press says.

Donald J. Trump claimed victory in New Hampshire’s Republican primary on Tuesday, according to the A.P., recovering from a humbling second-place finish in the Iowa caucuses to take a state where he led in the polls for months.

Senator Bernie Sanders won the Democratic primary, according to A.P., defeating Hillary Clinton in a state where he has long held an advantage.

The success by two outsider candidates dealt a remarkable rebuke to the political establishment, and all but guaranteed protracted, bruising races for each party’s presidential nomination.

Mr. Trump, the wealthy businessman whose blunt language and outsider image have electrified many Republicans and horrified others, benefited from an unusually large field of candidates that split the vote among traditional politicians like Gov. John Kasich of Ohio, who finished second, and former Gov. Jeb Bush of Florida.

But Mr. Trump also tapped into a deep well of anxiety among Republicans and independents in New Hampshire, according to exit polling data, and he ran strongest among voters who were worried about illegal immigrants, incipient economic turmoil and the threat of a terrorist attack in the United States.

With more than 80 percent of precincts reporting, Mr. Trump had received 35 percent of the vote, and Mr. Sanders approached 60 percent.

The win for Mr. Sanders amounted to a powerful and painful rejection of Hillary Clinton, who has a deep history with New Hampshire voters and offered policy ideas that seemed to reflect the flinty, moderate politics of the state. But Mr. Sanders, who has proposed an emphatically liberal agenda to raise taxes and impose regulations on Wall Street, drew support from a wide cross-section of voters, even edging her out among women, boosted by his appeal among the young.

At his victory party, Mr. Sanders, flashing a wide, toothy grin, pointed to the large voter turnout as evidence that only he could energize the Democratic electorate to defeat the Republicans in November.

“Together we have sent a message that will echo from Wall Street to Washington, from Maine to California,” Mr. Sanders said. “And that is that the government of our great country belongs to all of the people, and not just a handful of wealthy campaign contributors and their ‘super PACs.’ ”

While Mr. Sanders led New Hampshire polls for the last month, and Mr. Trump was ahead here since July, the wave of support for both men was nonetheless stunning to leaders of both parties who believed that in the end, voters would embrace more experienced candidates like Mrs. Clinton or one of the Republican governors in the race. Yet the two men won significant support from voters who felt betrayed by their parties and were dissatisfied or angry with the federal government.

Beyond Mr. Trump, four Republicans were clustered together, each receiving less than 20 percent of the vote. Mr. Kasich’s surprise second-place finish was driven by voters who described themselves as moderates and independents and were charmed by his pragmatism and his upbeat campaign. Effectively skipping Iowa, Mr. Kasich spent 62 days in New Hampshire, holding 106 town hall-style events.

“We never went negative because we have more good to sell than to spend our time being critical of somebody else,” an ebullient Mr. Kasich told supporters, vowing “to reshine America, to restore the spirit of America and to leave no one behind.”

But as striking as Mr. Kasich’s surge may have been, the fall of Senator Marco Rubio of Florida may have been more significant. Mr. Rubio initially appeared to be capitalizing on his strong finish in Iowa, rising in the polls here, but a disastrous debate performance on Saturday halted his momentum. Mr. Rubio; Senator Ted Cruz of Texas, who won the leadoff Iowa caucuses; and Mr. Bush, whose campaign was all but left for dead after a series of poor debate performances and staff cutbacks, were bunched together.

Gov. Chris Christie of New Jersey finished a disappointing sixth after staking his campaign here. With little money left and a slim chance of being eligible for a Republican debate on Saturday, the governor said he was going back to New Jersey on Wednesday “to take a deep breath.” Supporters of Mr. Bush, who formed an alliance with Mr. Christie here as both sought to diminish Mr. Rubio, are lobbying him to endorse the former Florida governor.

“We never went negative because we have more good to sell than to spend our time being critical of somebody else,” an ebullient Mr. Kasich told supporters, vowing “to reshine America, to restore the spirit of America and to leave no one behind.”

But as striking as Mr. Kasich’s surge may have been, the fall of Senator Marco Rubio of Florida may have been more significant. Mr. Rubio initially appeared to be capitalizing on his strong finish in Iowa, rising in the polls here, but a disastrous debate performance on Saturday halted his momentum. Mr. Rubio; Senator Ted Cruz of Texas, who won the leadoff Iowa caucuses; and Mr. Bush, whose campaign was all but left for dead after a series of poor debate performances and staff cutbacks, were bunched together.

Gov. Chris Christie of New Jersey finished a disappointing sixth after staking his campaign here. With little money left and a slim chance of being eligible for a Republican debate on Saturday, the governor said he was going back to New Jersey on Wednesday “to take a deep breath.” Supporters of Mr. Bush, who formed an alliance with Mr. Christie here as both sought to diminish Mr. Rubio, are lobbying him to endorse the former Florida governor.

Clinton advisers gritted their teeth Tuesday night as they dissected exit polls and other data to try to fathom the depth of Mrs. Clinton’s political vulnerabilities. One troubling sign: Mr. Sanders was the choice, nearly unanimously, among voters who said it was most important to have a candidate who is “honest and trustworthy.”Several advisers to Mrs. Clinton said they were especially concerned about her shakier-than-expected support among women — the group that provided her margin for victory in the 2008 New Hampshire primary. The Clinton strategy depends on her beating Mr. Sanders among women and attracting large numbers of minority voters, like Hispanics in Nevada and African-Americans in South Carolina. Those states hold the next Democratic contests, later this month.

Both the Sanders and Clinton campaigns have built robust political operations in those next states, but Sanders advisers say momentum is on their side after the New Hampshire victory and a near-tie in the Iowa caucuses. Mr. Sanders is also hoping that his proposals for a $15 minimum wage and a breakup of big banks will find support in vote-rich Las Vegas and Reno, where many people earn low wages and lost homes to banks after the 2008 financial crisis.

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