Adenocarcinoma cancer is a specific type of cancer that occurs in cells lining internal organs. The most common area for adenocarcinoma cancer is the lungs, but it can show up in the colon, prostate, ovaries, stomach, pancreas, and other areas. Today, nearly half of all diagnosed lung cancers are adenocarcinomas.