Unlike people, dogs typically do not go bald from chemotherapy, although they might lose their whiskers, Intile said. Breeds that have hair that grows constantly, such as Poodles, Yorkshire Terriers, Portuguese Water Dogs, can lose some hair, which might grow back in a different color, she said. How Often Will My Dog Need Chemotherapy?