The changes in TM4SF1 expression during the developmental process of TECs3 might play a crucial role in modulating the function of endothelial cells and their interaction with tumor cells, thereby influencing the occurrence and progression of MVI in HCC. Here, TM4SF1 is linked to neoplasm.