U.S. law-enforcement officials are investigating allegations of corruption in the awarding of the 2016 Olympic Games to Brazil, according to people familiar with the investigation.

The investigation is being led by the Federal Bureau of Investigation’s New York field office, along with prosecutors from the U.S. Attorney’s Office in Brooklyn, according to a U.S. grand-jury subpoena in the case and two of the people familiar with the matter.

The...