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]. The gene discussed is MUC1; the disease is idiopathic interstitial pneumonia.