WASHINGTON—Obama administration officials said they believe they must respond quickly to the Syrian government's alleged use of chemical weapons, or else the regime will deploy them again in Syria's largest city, now a key stronghold of the opposition.

"Aleppo would probably be one of the likely targets," said a senior administration official.

The...