WASHINGTON—The military plane that crashed in Mississippi and killed all 16 aboard was carrying a group of elite Marine troops headed to California for specialized training, U.S. defense officials said.

The crash late Monday evening took the lives of 15 Marines and one Navy sailor. The plane was carrying a a group of Marines from what’s known as the Marine Corps Forces Special Operations Command.

Those...