Background: PD-1/PD-L1 blockade significantly improved survival for bladder cancer. PD-L1 expression might not be an ideal marker for patient selection in isolation. Several studies demonstrated that alternative markers such as NLR, a biomarker of systemic inflammation response to therapy, correlated with outcomes in a variety of cancers including bladder cancer, might be a predictor for patient selection and the response to immunotherapy. However, no reporters have been made combination of NLR and PD-L1 in predicting prognosis in bladder cancer. Methods: Suitable tissue of 100 FFPE blocks of bladder cancer patients treated in Sun Yat-Sen Memorial Hospital Sun Yat-sen University were stained with PD-L1 antibody. Clinicopathological data and pretreatment complete blood count were retrospectively collected. All patients were classified into high NLR group and low NLR group at cut-off 3.0. Kaplan-Meier and Cox proportional hazard models analyses were used to assessed the predictor of combined PD-L1/NLR for disease-free survival (DFS) and overall survival (OS). Results: Patients were mostly male (79%) with high grade () lymph node positive (21%), T3-4 (33%) . The positivity of PD-L1 expression was 22% (22/100) at cut-off 1%. Univariate analysis showed that PD-L1 expression was positively associated with larger tumor size, higher grade, positive lymph node metastases. Median DFS and OS were 35 months and 37 months, respectively. Both PD-L1 expression and NLR were associated with DFS and OS. COX analysis model showed that PD-L1 and NLR were independent prognostic factors for tumor prognosis. Of interest, when patients were divided in two groups based on PD-L1/NLR: patients with PD-L1+/high NLR as group 1 and other patients as group 2, group1 had significantly shorter DFS and OS (DFS, X² = 4.146, P = 0.042; OS, X² = 10.274, P = 0.001). COX proportional hazards regression models indicated that PD-L1+/high NLR was correlated with a significantly shorter DFS and OS (DFS, hazard ration [HR] = 2.572, P = 0.05; OS, HR = 3.811, P = 0.003). Conclusions: The study indicated that combined use of PD-L-1/ NLR as predictive biomarker for survival. This feasible panel may be optional maker applied to select patients for immunotherapy.