Differential gene expression analysis revealed that, compared to cluster 1, cluster 2 featured 717 upregulated genes and 191 downregulated genes (Fig 12D), indicating that most genes in this IPF subtype exhibited positive correlations with COMP and negative correlations with BAAT and CXCL13. Here, BAAT is linked to idiopathic pulmonary fibrosis.