Furthermore, analogous impacts of OPN have been demonstrated in studies exploring idiopathic pulmonary fibrosis [17], diabetes-induced interstitial fibrosis of the kidney [18], and cardiac fibrosis [19], underscoring its pervasive role across varying fibrotic conditions. Here, SPP1 is linked to idiopathic pulmonary fibrosis.