Although serum biomarkers like AFP, CD147, and IL-6 may be biologically correlated (e.g., inflammation and tumor progression pathways), the VIF test confirmed no severe multicollinearity (all VIF < 10), suggesting their independent contributions to the nomogram are statistically valid. The gene discussed is IL6; the disease is neoplasm.