The expression values of the common characteristic gene CCL2 in IPF and healthy samples were compared (Fig. 7d,e), and Mann–Whitney U test was conducted based on the fact that the expression data of all cell types did not follow the normal distribution. Here, CCL2 is linked to idiopathic pulmonary fibrosis.