Exactly, just look what happened with dog breeding and how many breeds now suffer from significant genetic defects due to trying to breed desired traits.
A fun angle: genetic engineering will eventually enable us to correct many of the problems in purebred animals. They are often good targets for even a limited genetic engineering capability (where the pure bred population has a high frequency of a single defective gene).