The Coast Guard said three people were found dead inside of the plane. The agency did not mention the other seven on board.
Nine passengers and one pilot were on board the Bering Air flight from Unalakleet to Nome, Alaska, officials said.
Searchers in a helicopter found the wreckage of the single-engine plane on sea ice 12 miles offshore, according to the Coast Guard said.