Based on the screened DEGs, including the upregulated PTGS2 gene in HCC, bioinformatics analyses were used to explore the role of PTGS2-related signaling pathways’ regulation in hepatocarcinogenesis. The gene discussed is PTGS2; the disease is hepatocellular carcinoma.