WASHINGTON—A virus declared by the World Health Organization to be an outbreak threatened to proliferate across the globe, bringing with it stock market turbulence and international panic.

The 2014 Ebola outbreak differed from the novel coronavirus in key respects, health experts say, but former Vice President Joe Biden says his work on that crisis shows how he would combat and contain a lethal and highly infectious disease if elected president.

Mr....