Both TBS and serum AFP levels were strong predictors of outcomes and demonstrated a synergistic impact on prognosis, with higher serum AFP predicting worse outcomes among patients with HCC of a certain TBS class after resection. This evidence concerns the gene AFP and hepatocellular carcinoma.