We found that the proportion of fibroblast_LIMCH1 was significantly reduced in IPF lungs, while the proportions of iCAF_CXCL12 and myoCAF_FAP were significantly increased. The gene discussed is LIMCH1; the disease is idiopathic pulmonary fibrosis.