WASHINGTON—The U.S. Navy is investigating at least a dozen U.S. sailors based in Japan, some serving aboard the USS Ronald Reagan aircraft carrier, for suspicion of buying, selling, and using LSD, ecstasy and other drugs, U.S. Navy officials said Friday.

The Navy also is probing whether U.S. sailors were using the internet to buy or sell drugs or were distributing them to local Japanese residents.

The...