Finally, the development of the nomogram, integrating CTP score, IGF-1, and tumour volume, demonstrates substantial predictive power with an AUC of 0.84 for 2-year survival, suggesting a reliable tool for clinical decision-making. Here, IGF1 is linked to neoplasm.