Notably, stromal G-CSF expression showed significant prognostic value, even when compared to major clinicopathological factors, suggesting that the evaluation of G-CSF expression may contribute to clinical decision-making in patients with UTUC. Here, CSF3 is linked to renal pelvis/ureter urothelial carcinoma.