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. This evidence concerns the gene TM4SF1 and liver cancer.