Background: Tumour burden (TB) is implicated in resistance to programmed cell death-1/PD-L1 inhibitor (immune checkpoint inhibitor [ICI]) therapy. However, whether TB contributes to such resistance in non-small-cell lung cancer (NSCLC) has remained unknown., Methods: A total of 260 treatment-naïve patients with advanced NSCLC who started ICI monotherapy (ICI cohort), platinum-doublet therapy (Chemo cohort) or ICI and platinum-doublet therapy (ICI+Chemo cohort) as first-line treatment were consecutively included. TB was estimated on the basis of the sum of the diameters of measurable target lesions as per Response Evaluation Criteria in Solid Tumours. Progression-free survival (PFS) in the ICI cohort was evaluated as per TB as a preplanned primary objective, with the analysis based on propensity score-weighted survival curves and estimation of restricted mean survival time (RMST). The Chemo cohort served as a control to determine whether TB is predictive of ICI treatment outcomes. The ICI+Chemo cohort was exploratory. The relation of TB to tumour immune status was assessed by immune-related gene expression profiling (irGEP) of pretreatment tumour tissue., Results: In the ICI cohort, patients with a low TB showed a significantly longer PFS than did those with a high TB (median, 17.9 vs 4.3 months; weighted hazard ratio, 0.32 [95% confidence interval, 0.19-0.53]). No such difference was apparent in the other cohorts. A significant difference in overall survival was also observed only in the ICI cohort. RMST-based analysis confirmed these results. The irGEP analysis implicated M2-type macrophages, angiogenesis and transforming growth factor-β as well as protumourigenic signalling pathways in ICI resistance conferred by a high TB., Conclusion: A high TB was associated with a poor outcome of ICI therapy for advanced NSCLC as a result of immunosuppressive phenotypes. Development of combination or novel treatment strategies for such disease is thus warranted., Competing Interests: Conflict of interest statement Haratani received honoraria from AS ONE Corp., AstraZeneca K.K., Bristol-Myers Squibb Co. Ltd., Chugai Pharmaceutical Co. Ltd., MSD K.K. and Ono Pharmaceutical Co. Ltd. as well as research funding from AstraZeneca K.K. and MSD K.K. Hayashi received honoraria from AstraZeneca K.K., Boehringer Ingelheim Japan Inc., Bristol-Myers Squibb Co. Ltd., Chugai Pharmaceutical Co. Ltd., Eli Lilly Japan K.K., Kyorin Pharmaceutical Co. Ltd., Merck Biopharma Co. Ltd., MSD K.K., Novartis Pharmaceuticals K.K., Ono Pharmaceutical Co. Ltd., Shanghai Haihe Biopharma, Taiho Pharmaceutical Co. Ltd. and Takeda Pharmaceutical Co. Ltd.; consulting fees from AstraZeneca K.K., Boehringer Ingelheim Japan Inc., Bristol-Myers Squibb Co. Ltd., Chugai Pharmaceutical Co. Ltd., Eli Lilly Japan K.K., Merck Biopharma Co. Ltd., Pfizer Japan Inc., Shanghai Haihe Biopharma, and Takeda Pharmaceutical Co. Ltd.; and research funding from AstraZeneca K.K., Boehringer Ingelheim Japan Inc., Chugai Pharmaceutical Co. Ltd. and Ono Pharmaceutical Co. Ltd. Tanizaki received honoraria from AstraZeneca K.K., Boehringer-Ingelheim Japan Inc., Bristol-Myers Squibb Co. Ltd., Chugai Pharmaceutical Co. Ltd., Eli Lilly Japan K.K. and Taiho Pharmaceutical Co. Ltd. Kato received honoraria from Bristol-Myers Squibb Co. Ltd. and Eli Lilly Japan K.K. Mitani received honoraria from Ono Pharmaceutical Co. Ltd. and Taiho Pharmaceutical Co. Ltd.; research funding from Taiho Pharmaceutical Co. Ltd. Tanaka received honoraria from AstraZeneca K.K., Bristol-Myers Squibb Co. Ltd., Eisai Co. Ltd., Kyowa Kirin Co. Ltd., Merck Biopharma Co. Ltd., MSD K.K. and Ono Pharmaceutical Co. Ltd. Nishio received honoraria from Amgen Inc., AstraZeneca K.K., Bristol-Myers Squibb Co. Ltd., Chugai Pharmaceutical Co. Ltd., Eisai Co. Ltd., Eli Lilly Japan K.K., F. Hoffmann-La Roche Ltd., Guardant Health Inc., Ignyta Inc., Korea Otsuka Pharmaceutical Co. Ltd., Life Technologies Japan Ltd., Merck Biopharma Co. Ltd., MSD K.K., Nippon Boehringer Ingelheim Co. Ltd., North East Japan Study Group, Novartis Pharma K.K., Ono Pharmaceutical Co. Ltd., Otsuka Pharmaceutical Co. Ltd., Pfizer Japan Inc., Sanofi K.K., Solasia Pharma K.K., SymBio Pharmaceuticals Ltd., Thoracic Oncology Research Group and Yakult Honsha Co. Ltd. Nakagawa received honoraria from AbbVie Inc., Amgen Inc., Astellas Pharma Inc., AstraZeneca K.K., Bayer Yakuhin Ltd., Bristol Myers Squibb Co. Ltd., Care Net Inc., Chugai Pharmaceutical Co. Ltd., Daiichi Sankyo Co. Ltd., Eli Lilly Japan K.K., Hisamitsu Pharmaceutical Co. Inc., Kyorin Pharmaceutical Co. Ltd., Kyowa Kirin Co. Ltd., Medical Mobile Communications Co. Ltd, Medical Review Co. Ltd., Medicus Shuppan Publishers Co. Ltd., Merck Biopharma Co. Ltd., Merck Serono Co. Ltd., MSD K.K., Nanzando Co. Ltd., Nichi-Iko Pharmaceutical Co. Ltd., Nikkei Business Publications Inc., Nippon Boehringer Ingelheim Co. Ltd., Nippon Kayaku Co. Ltd., Novartis Pharma K.K., Ono Pharmaceutical Co. Ltd., Pfizer Japan Inc., Roche Diagnostics K.K., Taiho Pharmaceutical Co. Ltd., Takeda Pharmaceutical Co. Ltd., Thermo Fisher Scientific K.K., Yodosha Co. Ltd., Yomiuri Telecasting Corp., 3H Clinical Trial Inc.; consulting fees from Eli Lilly Japan K.K., Kyorin Pharmaceutical Co. Ltd., Ono Pharmaceutical Co. Ltd., Pfizer Japan Inc. and Takeda Pharmaceutical Co. Ltd.; and research funding from AbbVie Inc., Astellas Pharma Inc., AstraZeneca K.K., A2 Healthcare Corp., Bayer Yakuhin Ltd., Bristol Myers Squibb Co. Ltd., Chugai Pharmaceutical Co. Ltd., CMIC Shift Zero K.K., Covance Japan Inc., Daiichi Sankyo Co. Ltd., Eisai Co. Ltd., Eli Lilly Japan K.K., EPS Corp., EPS International Co. Ltd., GlaxoSmithKline K.K., ICON Japan K.K., IQVIA Services Japan K.K., Japan Clinical Research Operations, Kissei Pharmaceutical Co. Ltd., Kyowa Kirin Co. Ltd., MSD K.K., Medical Research Support, Merck Serono Co. Ltd., Merck Biopharma Co. Ltd., Mochida Pharmaceutical Co. Ltd., Nippon Boehringer Ingelheim Co. Ltd., Novartis Pharma K.K., Ono Pharmaceutical Co. Ltd., Otsuka Pharmaceutical Co. Ltd., Parexel International Corp., Pfizer Japan Inc., Pfizer R&D Japan G.K., PPD-SNBL K.K, PRA Health Sciences, Sanofi K.K., SymBio Pharmaceuticals Ltd., Syneos Health, Sysmex Corp., Taiho Pharmaceutical Co. Ltd., and Takeda Pharmaceutical Co. Ltd. All remaining authors have declared no conflicts of interest., (Copyright © 2021 Elsevier Ltd. All rights reserved.)