E2F1 and hepatocellular carcinoma: Our findings establish a novel parasitic carcinogenesis paradigm wherein C. sinensis promotes HCC development through E2F1-mediated transcriptional activation of CD24, simultaneously identifying prognostic biomarkers and therapeutic targets while suggesting combinatory immunotherapy strategies for parasite-associated HCC.