The comprehensive multi-omics analysis and experimental findings delineate a potential oncogenic role for PAQR5 in HCC via modulation of the NF-κB pathway, highlighting its relevance in promoting malignant cell behavior and establishing an immunosuppressive tumor microenvironment. The gene discussed is PAQR5; the disease is neoplasm.