The top 10 upregulated DEGs in RA-ILD lung tissue were sequenced, which were COMP, FNDC1, APLNR, MMP-7, SFRP2, THY1, CDH3, CILP, KRT5 and COL15A1 (Figure 2B). Here, COL15A1 is linked to interstitial lung disease.