Next, multivariate regression analysis was conducted based on the screened genes above to establish a prognostic risk model, and 4 NRGs capable of predicting HCC clinical outcomes (HSP90AA1, PPIA, SQSTM1, USP21) were identified. Here, PPIA is linked to hepatocellular carcinoma.