During the fibrosis stage, pollutants promote liver fibrosis by inducing extracellular matrix accumulation, while in the HCC stage, they drive tumorigenesis via activation of the Wnt/β-catenin pathway and p53 inactivation. The gene discussed is TP53; the disease is fibrosis.