Research suggests there is a genetic component to postpartum depression, and the hormonal changes of pregnancy may help trigger a depressive episode in vulnerable women, said Dr. Jennifer Payne, who directs the Reproductive Psychiatry Research Program at the University of Virginia School of Medicine. But additional factors can sway postpartum depression risk. And in the new study of more than 1 million new moms worldwide, Payne's team identified a few.