WASHINGTON—Republican senators chose John Thune of South Dakota as their first new leader in nearly two decades, opting for continuity over calls for radical change heading into populist President-elect Donald Trump’s second term in the White House.

Here’s everything you need to know about the candidates and who came out on top to replace Senate Minority Leader McConnell after Wednesday’s closed-door election.