(The type of) an unsophisticated, impoverished rural community.
1940s; earliest use found in The English Journal. From Dogpatch, the name of an impoverished rural community in the comic strip Li'l Abner by ‘Al Capp’ (Alfred Gerald Caplin, 1909–79).
Are You Learning English? Here Are Our Top English Tips