The proteins in our classifier are related to the biology of tumor growth and function to sustain proliferation and activate invasion (MMP7 and MMP12), and respond to oxidative stress and deregulation of cellular energetics (CNDP1 and CA6). This evidence concerns the gene MMP12 and neoplasm.