Interestingly, we found that most of these key node genes play important roles in tumorigenesis (RET, CEACAM5), immune regulation (CTSG, CD79A) and the EMT pathway (COL10A1, COL11A2), suggesting their significant role in the recurrence of liver cancer. The gene discussed is CTSG; the disease is liver cancer.