These clusters were significantly correlated with IPF-related lung function parameters, such as FVC and DLCO, as well as potential IPF-associated genes, including MUC5B, TGFβ1, SPP1, TERT, and COL3A1. Here, COL3A1 is linked to idiopathic pulmonary fibrosis.