Among our 105 filtered KEGG genes (Figure 2f), 21 overlapped with the IPF-upregulated gene set (Figure 5c), including immune-related chemokines and growth factors such as CCL2, CXCL1, CCL5, and CSF-1. Here, CSF1 is linked to idiopathic pulmonary fibrosis.