TNF and pulmonary fibrosis: Our analysis showed that eight genes (CSF2, CSF3, CXCL2, CXCL8, IL1B, IL6, MMP9, and TNF) are significantly overlapping with the lung fibrosis pathway with p-value 9.35e-11 (Table 3 and Figure 5B).