Identifying the IPF disease genes, JHF targets, and anti-IPF drug targets revealed four overlapping genes: TNF, CCL2, IL6, and IL10. Inappropriate TNF production is involved in the pathogenesis of many human diseases, including PF [30, 31]. Here, IL6 is linked to idiopathic pulmonary fibrosis.