Additional TFs like PPARG, RELA, and NRF1 are linked to immune responses, oxidative stress pathways, and metabolism, emphasizing their role in coordinating the gene dysregulation in IPF (Koudstaal and Wijsenbeek, 2023; Tian et al., 2023). Here, PPARG is linked to idiopathic pulmonary fibrosis.