The adrenal glands sit atop both kidneys. They secrete hormones to assist kidney function and control the body's response to stress. Cancer of the adrenal glands is relatively rare, with about 300 to 500 cases occurring in the United States each year. When it does occur, adrenal cancer is most likely to be found in women over the age of 45.