The complex tumor microenvironment can make molecularly subtyping cancer using mRNA expression challenging, particularly for cancers with low epithelial content, such as pancreatic cancer. In a recent edition of Nature Genetics, Moffitt and colleagues show that subtracting normal epithelial transcripts can provide insights into the molecular pathology of pancreatic cancer.