Furthermore, our study investigated the relationship between IPF-ARGs and lung cancer, identifying CDH3 as an oncogenic gene and recognizing EDNRB, MAOA, and PLA2G1B as tumor suppressor genes. Here, CDH3 is linked to idiopathic pulmonary fibrosis.