Well, "not existing anymore" sounds more like they existed and you got rid of them (i.e. mercy killing) rather than prevented them being created.

I am honestly unsure if it's worth retaining intended-for-factory-farming breeds; I would imagine, in any case, that tame "farm animals" would remain extant in zoos, though.