CXCL13 and idiopathic pulmonary fibrosis: 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.