While classically prognostic in HCC, AFP lost independent significance when combined with tissue proteomics, consistent with evidence suggesting serum biomarkers’ limited value in tissue-enriched cohorts, particularly early-stage HCC. Here, AFP is linked to hepatocellular carcinoma.