To further investigate and validate the impact of the apelin/APJ pathway on HCC and its potential mechanism in promoting tumour metastasis through PVTT formation, a prognostic model was developed using key genes associated with apelin/APJ using machine learning techniques. Here, APLNR is linked to hepatocellular carcinoma.