The marker gene selected may be related to the disease, for example the gene Mmp12 was considered a subset macrophage marker (AM3) and AM3 was predominantly present in the BLM-induced fibrosis group (67), while Mmp12 is reported to participate in lung fibrosis (72, 73). Here, MMP12 is linked to pulmonary fibrosis.