Carothers is a form of Carruthers, which is a locative surname which indicates that one's ancestors came from the town of Carruthers in Dumfriesshire, Scotland. If you look on the following map, you will find Carrutherstown to the southeast of the city of Dumfries:
http://homepages.rootsweb.com/~scottish/map3.GIF