We uncovered a novel mechanism by which HSCs-derived COMP was frequently elevated in serum samples of HCC patients and played a very important role in HCC development and progression by activating ERK and AKT signaling pathways via a CD36-dependent manner. Here, COMP is linked to hepatocellular carcinoma.