Great question! Genetic factors have been found mice, but not humans as of yet.

The genes that code for the sebaceous sweat glands have been found to have mutations that result in everything from seborrheic dermatitis, to alopecia.

Personally, I wouldn't be surprised if genetics plays a huge role in these diseases for humans as well.