The purpose of this study was to evaluate the prognostic values of pathological tumor size and preoperative blood-based inflammation biomarkers, including the neutrophil-lymphocyte ratio (NLR), platelet-lymphocyte ratio (PLR), and monocyte-lymphocyte ratio (MLR), in upper tract urothelial carcinoma (UTUC).