Taken together, these results suggested that cytoplasmic HMGB1 could recruit macrophages into tumor tissue and participate in a heterogeneous TME that was associated with worse prognosis of UTUC. Here, HMGB1 is linked to renal pelvis/ureter urothelial carcinoma.