At the single-cell level, our analysis revealed that the significantly elevated expression of SRGN in HCC cells was associated with multiple hepatoma conditions or when liver tumors infiltrated blood vessels, in comparison to solitary liver tumor cases. The gene discussed is SRGN; the disease is hepatocellular carcinoma.