is there any fundamental difference in meaning between "base" and "basis" (in the sense of "Grundlage")? any rule of thumb when to use the one instead of the other?

to be more specific, the sentence I'm faced with is: "less rainfall would have threatened the agricultural base of the large population accumulation"
intuitively I would have chosen "agricultural basis" - any suggestions as to what would be better?