An Islamic center in New York determined Thursday that Orlando shooter Omar Mateen was among a group of roughly 80 people who traveled to Saudi Arabia in 2012 as part of an annual pilgrimage facilitated by the organization.

Mateen and three others believed to be his family members joined a tour group that was organized by the Islamic Center at New York University, university spokesman John Beckman said.

The...