We do not currently know of any antonyms for eugenics.
The noun eugenics is defined as:
A social philosophy which advocates the improvement of human hereditary qualities through selective breeding, either by encouraging people with good genetic qualities to reproduce (positive eugenics), or discouraging people with bad genetic qualities from reproducing (negative eugenics), or by technological means.