Single-cell RNA sequencing has been shown to show that the macrophage subset in IPF has high expression of SPP1 (27), and the expression of SPP1 gradually increases as inflammation and fibrosis deepen during fibrosis (24). Here, SPP1 is linked to idiopathic pulmonary fibrosis.