APOE and depressive disorder: In addition, genetic factors including specific gene mutations and polymorphisms (such as the APOE ε4 allele for Alzheimer’s), as well as environmental and lifestyle factors such as diabetes, high blood pressure, obesity, physical inactivity, unhealthy diet and smoking, history of head trauma, and depression are also associated with an increased risk of these diseases.