WASHINGTON—Top White House aide Nick Ayers won’t be the next chief of staff, as had been expected, White House officials said, throwing open the question of who will run the West Wing and manage the staff on a day-to-day basis.

Mr. Ayers, Vice President Mike Pence’s chief of staff, wrote on Twitter on Sunday that he would be leaving the White House by year’s end.

Although...