To predict cancer prognosis, a nomogram model was constructed (Figure 4B), incorporating GPN1 expression levels, TNM stage, BMI, histologic grade, AFP, and adjacent hepatic tissue inflammation to assess the predictive contribution of each factor for HCC prognosis. Here, AFP is linked to cancer.