Based on the results of single-cell pseudotime analysis, we examined the changes in the expression levels of the shared pathogenic genes (IGSF3, CENPW, CDC6, CDT1) from adjacent non-tumor cells to liver cancer cells during the continuous process. The gene discussed is IGSF3; the disease is liver cancer.