An HCC risk model with nine RRGs (NCBP2, PHF5A, POLR2L RBM17, RBM22, SF3A3, SF3B4, TXNL4A, and UPF3B) was obtained using Lasso regression analyses. Here, UPF3B is linked to hepatocellular carcinoma.