CAMK2N1 and hepatocellular carcinoma: In summary, this study reported cellular heterogeneity between HCC patients with MVI absent and MVI present, demonstrated the role and underlying mechanism of MFs in promoting MVI formation, and provided CAMK2N1 as a target in MF markers for HCC prognosis.