The opposite of eugenics; the aggregation of factors, through adverse sexual selection and reproduction, tending to promote bad genetic characteristics in people.
dysgenics
noun
cacogenics
How often have the words cacogenics and dysgenics occurred in a corpus of books? (source: Google Ngram Viewer )