Prostate removal does not directly cause personality changes, but It’s common for people who are being treated for any type of cancer to experience depression and anxiety. Prostate removal can lead to a range of emotions. Let your doctor know if you're experiencing depression or anxiety, and they can refer you to counseling or other mental health resources.