In fibroblast, CXCL14 and SFRP1 were identified among the top upregulated DE genes in IPF (Fig. 5b), which were also found to be potential signatures of IPF in previous studies [49, 50, 52–54]. The gene discussed is CXCL14; the disease is idiopathic pulmonary fibrosis.