Through a retrospective study of patients who underwent comprehensive treatment for hepatocellular carcinoma at the Second Affiliated Hospital of Zhejiang University, we explored the risk factors related to the sensitivity of comprehensive treatment. We used the PD-L1 expression level of patients before comprehensive treatment，characteristic morphology of tertiary lymphoid structures, as well as other parameters, are used to construct a liver cancer comprehensive treatment efficacy evaluation model. Using this liver cancer comprehensive treatment efficacy evaluation model, we conducted a rando
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