In addition, three of the five FRGs (NRAS, MUC1, and ZFP36) were also found differentially expressed between the normal and IPF tissue in the combination of the four GEO datasets (Supplementary Figure 1, p < 0.05). Here, NRAS is linked to idiopathic pulmonary fibrosis.