Former New York Gov. George Pataki dropped out of the race for the GOP presidential nomination, ending an underdog bid that saw the centrist barely crack 1% in polls.

“While tonight is the end of my journey for the White House as I suspend my campaign for president, I am confident we can elect the right person,” Mr. Pataki said in a two-minute video aired on NBC Tuesday night.