Thus, we speculate that TM4SF1 upregulation inhibits apoptosis and induces abnormal proliferation of liver cancer cells by downregulating caspase-3 and caspase-9, and that this leads to the onset and progression of liver cancer. The gene discussed is CASP3; the disease is liver cancer.