Introduction: PD-1 inhibitors have shown limited efficacy in glioblastoma due to microenvironment immunosuppression and low tumor mutational burden. In GBM, PD-L1 expression is not a predictive marker for response to PD-1 or PD-L1 inhibitors. Multiplex immunostaining panel technology allows for detailed analyses of tumor microenvironment cells and their interaction. Our study to evaluates the feasibility and predictive value of quantitative spatial profiling in GBM.Methods: Pre-treatment tumor tissue was collected retrospectively from 27 patients at Columbia University Irving Medical Center with primary glioblastoma who were diagnosed within the past three years, had surgery here, and were either treated with SOC therapy (n= 8) or PD-1 inhibitors at recurrence (n= 19). Multiplex immunofluorescence panels included 1) CD11b/IDO1/HLADR/GFAP, 2) PD1/PD-L1/GFAP, and 3) CD4/CD8/CD25/FoxP3/Ki67/GFAP. Results: Multiplex immunofluorescence panels did not show any correlation with outcomes in patients treated with SOC therapy. Among the 19 patients treated with PD-1 inhibitors, those with more HLA-DR positive cells had worse outcomes (p= 0.02). PD-L1 expression on tumor cells was not predictive of outcomes. There was a correlation trend between PD-1/PD-L1 interaction score (p= 0.08) and outcomes. PTEN loss was correlated with higher Ki67 expression in both tumor cells (p= 0.05) and non-tumors cells (p= 0.03); however, this was not found in Ki67 in CD4+ cells, CD8+ cells, or CD4+CD8+ cells combined. Tumor-associated macrophages, myeloid-derived suppressor cells, CD8+ cells, and CD4+ cells were not significant predictive markers for outcome. Conclusion: Quantitative spatial profiling by multiplex immunofluorescence is feasible in FFPE glioblastoma tissue. More refined and extensive quantitative and spatial microenvironment analyses may allow for the development of biomarkers for immunotherapy in GBM.