{"doi":"10.1101/2020.09.16.300111","title":"Myeloid cell-associated resistance to PD-1/PD-L1 blockade in urothelial cancer revealed through bulk and single-cell RNA sequencing","abstract":"Abstract Adaptive immunity and tumor-promoting inflammation exist in delicate balance in individual tumor microenvironments; however, the role of this balance in defining sensitivity and resistance to PD-1/PD-L1 blockade therapy in urothelial cancer and other malignancies is poorly understood. We pursued an unbiased systems biology approach using bulk RNA sequencing data to examine pre-treatment molecular features associated with sensitivity to PD-1/PD-L1 blockade in patients with metastatic urothelial cancer and identified an adaptive_immune_response module associated with response and an inflammatory_response module and stromal module associated with resistance. We mapped these gene modules onto single-cell RNA sequencing data demonstrating the adaptive_immune_response module emanated predominantly from T, NK, and B cells, the inflammatory_response module from monocytes/macrophages, and the stromal module from fibroblasts. The adaptive_immune_response:inflammatory_response module expression ratio in individual tumors, reflecting the balance between antitumor immunity and tumor-associated inflammation and coined the 2IR score, best correlated with clinical outcomes and was validated in an independent cohort. Individual monocytes/macrophages with low 2IR scores demonstrated upregulation of proinflammatory genes including IL1B and downregulation of antigen presentation genes, were unrelated to classical M1 versus M2 polarization, and were enriched in pre-treatment peripheral blood from patients with PD-L1 blockade-resistant metastatic urothelial cancer. Single sentence summary Proinflammatory monocytes/macrophages, present in tumor and blood, are associated with resistance to immune checkpoint blockade in urothelial cancer.","journal":"bioRxiv (Cold Spring Harbor Laboratory)","year":2020,"id":119426,"datarank":0.0,"base_score":0.0,"endowment":0.0,"self_citation_contribution":0.0,"citation_network_contribution":0.0,"self_endowment_contribution":0.0,"citer_contribution":0.0,"corpus_percentile":null,"corpus_rank":null,"citation_count":20,"citer_count":0,"citers_with_citation_signal":0,"citers_with_endowment":0,"datacite_reuse_total":0,"is_dataset":false,"is_dataset_confidence":0.9485,"is_data_producer":false,"deposit_databanks":null,"is_oa":true,"file_count":0,"downloads":0,"has_version_chain":false,"published_date":"2020-01-01","fair_score":null,"fair_percentile":null,"algorithm_id":"datarank_citation_only_1hop_v6","ranking_scope":"data_only","authors":[{"id":274818,"name":"John P. 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Szabó","orcid":"0000-0002-3684-135X","position":12,"is_corresponding":false},{"id":230454,"name":"Megan Wind‐Rotolo","orcid":"0000-0001-8063-9928","position":13,"is_corresponding":false},{"id":555148,"name":"Kezi Unsal-Kacmaz","orcid":null,"position":14,"is_corresponding":false},{"id":274819,"name":"Xin Yao","orcid":"0000-0002-1301-3631","position":15,"is_corresponding":false},{"id":5797,"name":"Eric E. Schadt","orcid":"0000-0002-7892-8808","position":16,"is_corresponding":false},{"id":90469,"name":"Padmanee Sharma","orcid":"0000-0003-4658-055X","position":17,"is_corresponding":false},{"id":86525,"name":"Nina Bhardwaj","orcid":"0000-0003-1865-4187","position":18,"is_corresponding":false},{"id":232134,"name":"Jun Zhu","orcid":"0000-0003-0834-8178","position":19,"is_corresponding":false},{"id":65065,"name":"Matthew D. 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