WASHINGTON—On Jan. 29, Health and Human Services Secretary Alex Azar told President Trump the coronavirus epidemic was under control.

The U.S. government had never mounted a better interagency response to a crisis, Mr. Azar told the president in a meeting held eight days after the U.S. announced its first case, according to administration officials. At the time, the administration’s focus was on containing the virus.

When...