CSF1 and idiopathic pulmonary fibrosis: Finally, IPF-4 and IPF-5 contain genes that are DE specifically in the later stages of the disease (particularly IPF-5), with IPF-4 containing some of the other known fibrotic markers such as Csf1, Ctsk, Gpc4, Mmp9, and Sparc.