Notably, CTSB, IL10, and AGER were all expressed higher in monocytes from IPF patients than in healthy controls, highlighting the potential feasibility of these three hub genes as biomarkers (Figure 6F). Here, AGER is linked to idiopathic interstitial pneumonia.