KEGG analysis indicated that DMGs negatively associated with DEGs were mainly enriched in signaling pathways such as the PI3K-AKT signaling pathway, hepatocellular carcinoma, ECM-receptor interaction, tight junction, and the FoxO signaling pathway. The gene discussed is AKT1; the disease is hepatocellular carcinoma.