LOY-macrophages also showed higher expression of the profibrotic genes FN1 and SPP1 in IPF samples (p < 0.0001 by logistic regression likelihood ratio test, Fig. 3d), while other leukocytes had relatively low expression of these genes. Here, SPP1 is linked to idiopathic pulmonary fibrosis.