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 COL10A1; the disease is liver cancer.