PRKAG1 and neoplasm: To analyze the regulation of immune phenotypes by metabolic molecules, single-cell analysis showed that PRKAG1 is specifically highly expressed in hepatocytes and monocytes in tumor tissues, and its expression pattern is significantly correlated with immune cell infiltration characteristics, suggesting that it may be a key molecule linking intrinsic tumor metabolism and the extrinsic immune microenvironment.