We identified three profibrotic macrophage clusters that expressed similar profibrotic related gene signatures, including SPP1, FN1, CHI3L1, MMP9, MMP7, and CCL2. High expression of CD14 in these populations supports the theory that they originated from monocytes during IPF progression (58). Here, FN1 is linked to idiopathic pulmonary fibrosis.