New York City officials have asked local organizations for rain ponchos to be used as medical gowns as Mayor Bill de Blasio said some protective equipment would be in short supply this week.

While the city had enough N95 masks, surgical masks and gloves for the coming week, it didn’t have sufficient surgical gowns and face shields, Mr. de Blasio, a Democrat, said during a press conference Sunday.

The...