These results not only reinforce the potential of α-Pinene as an antiproliferative agent against HCC but also highlight its ability to modulate gene expression, specifically reducing levels of MATN3, which is implicated in tumor cell survival and immune escape. Here, MATN3 is linked to hepatocellular carcinoma.