In this study, we demonstrate that MTFR2 is markedly elevated in aHSCs at the HCC margin, where it promotes mitochondrial fission and facilitates the transfer of FAs—key FAO substrates—and functional mitochondria to HCC cells. Here, MTFR2 is linked to hepatocellular carcinoma.