Human ovarian cancer is the most lethal gynecological cancer in the western world, causing enomous physical and mental suffering as well as financial hardship to the patients and their families. However, the etiology of the human ovarian cancer is not well understood. To date, multiple etiological factors, including but not limiting to Slit/Robo family, TGF-β family, sex hormones, and angiogenic factors, have been found involved in the pathological process of human ovarian cancer. The involvement of these factors in the human ovarian cancer makes them potential targets for treating human ovarian cancer. Given that human ovarian cancer is highly heterogeneous at both the cellular and molecular levels, the better understanding of actions of these factors and underlying cellular mechanisms in each subtype of human ovarian cancer cells will facilitate the personalized medicine of the lethal disease on the basis of individual characteristics at the cellular and molecular levels.