We constructed protein-protein interaction (PPI) networks and identified genes like CXCL12, CCL5, TGFB2, and CD24 that exhibit high connectivity within the IPF-ARG interaction network, indicating their potential roles in the pathological process of IPF. Here, TGFB2 is linked to idiopathic pulmonary fibrosis.