All you need to know about Adrenal cancer. Know your ailment well, so you can manage it better!! Here we come with Adrenal cancer today! What is Adrenal cancer? Adrenal cancer is a rare cancer that begins on top of the kidneys in one or both of the thin, triangular glands (adrenal glands). Adrenal glands manufacture