In line with previous reports that identified GM-CSF as a pilot signal in KrasG12D-driven PDAC and cholangiocarcinoma86,104, we provide evidence of an analogous regulatory mechanism pertaining to distinct Ras isoforms in HCC. This evidence concerns the gene CSF2 and hepatocellular carcinoma.