In addition, while this study did not incorporate subtype stratification analysis, single-cell RNA sequencing revealed that the elevated expression of core genes, including CDH1, VTN, and COL1A1, in fibroblasts and type II alveolar epithelial cells is strongly associated with the molecular characteristics of the UIP pattern [61,62]. Here, VTN is linked to idiopathic pulmonary fibrosis.