According to the literature, biomarkers such as MMP-7, KL-6, SP-D, and CCL18, have demonstrated repeated associations with IPF pathogenesis across multiple studies and patient populations [67,68,69]. Here, SFTPD is linked to idiopathic pulmonary fibrosis.