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Combes AJ, Samad B, Tsui J, Chew NW, Yan P, Reeder GC, Kushnoor D, Shen A, Davidson B, Barczak AJ, Adkisson M, Edwards A, Naser M, Barry KC, Courau T, Hammoudi T, Argüello RJ, Rao AA, Olshen AB, Cai C, Zhan J, Davis KC, Kelley RK, Chapman JS, Atreya CE, Patel A, Daud AI, Ha P, Diaz AA, Kratz JR, Collisson EA, Fragiadakis GK, Erle DJ, Boissonnas A, Asthana S, Chan V, Krummel MF, Fong L, Nelson A, Kumar R, Lee J, Burra A, Hsu J, Hackett C, Tolentino K, Sjarif J, Johnson P, Shao E, Abrau D, Lupin L, Shaw C, Collins Z, Lea T, Corvera C, Nakakura E, Carnevale J, Alvarado M, Loo K, Chen L, Chow M, Grandis J, Ryan W, El-Sayed I, Jablons D, Woodard G, Meng MW, Porten SP, Okada H, Tempero M, Ko A, Kirkwood K, Vandenberg S, Guevarra D, Oropeza E, Cyr C, Glenn P, Bolen J, Morton A, Eckalbar W. Discovering dominant tumor immune archetypes in a pan-cancer census. Cell 2022; 185:184-203.e19. [PMID: 34963056 PMCID: PMC8862608 DOI: 10.1016/j.cell.2021.12.004] [Citation(s) in RCA: 58] [Impact Index Per Article: 29.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/08/2021] [Revised: 08/25/2021] [Accepted: 12/03/2021] [Indexed: 01/09/2023]
Abstract
Cancers display significant heterogeneity with respect to tissue of origin, driver mutations, and other features of the surrounding tissue. It is likely that individual tumors engage common patterns of the immune system-here "archetypes"-creating prototypical non-destructive tumor immune microenvironments (TMEs) and modulating tumor-targeting. To discover the dominant immune system archetypes, the University of California, San Francisco (UCSF) Immunoprofiler Initiative (IPI) processed 364 individual tumors across 12 cancer types using standardized protocols. Computational clustering of flow cytometry and transcriptomic data obtained from cell sub-compartments uncovered dominant patterns of immune composition across cancers. These archetypes were profound insofar as they also differentiated tumors based upon unique immune and tumor gene-expression patterns. They also partitioned well-established classifications of tumor biology. The IPI resource provides a template for understanding cancer immunity as a collection of dominant patterns of immune organization and provides a rational path forward to learn how to modulate these to improve therapy.
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Affiliation(s)
- Alexis J. Combes
- Department of Pathology, University of California San Francisco, San Francisco, CA 94143, USA,ImmunoX Initiative, University of California San Francisco, San Francisco, CA 94143, USA,UCSF Immunoprofiler Initiative, University of California San Francisco, San Francisco, CA 94143, USA,UCSF CoLabs, University of California San Francisco, San Francisco, CA 94143, USA,Correspondence: and
| | - Bushra Samad
- Department of Pathology, University of California San Francisco, San Francisco, CA 94143, USA,ImmunoX Initiative, University of California San Francisco, San Francisco, CA 94143, USA,UCSF Immunoprofiler Initiative, University of California San Francisco, San Francisco, CA 94143, USA,UCSF CoLabs, University of California San Francisco, San Francisco, CA 94143, USA
| | - Jessica Tsui
- Department of Pathology, University of California San Francisco, San Francisco, CA 94143, USA,ImmunoX Initiative, University of California San Francisco, San Francisco, CA 94143, USA,UCSF Immunoprofiler Initiative, University of California San Francisco, San Francisco, CA 94143, USA,UCSF CoLabs, University of California San Francisco, San Francisco, CA 94143, USA
| | - Nayvin W. Chew
- Department of Pathology, University of California San Francisco, San Francisco, CA 94143, USA,ImmunoX Initiative, University of California San Francisco, San Francisco, CA 94143, USA,UCSF Immunoprofiler Initiative, University of California San Francisco, San Francisco, CA 94143, USA,UCSF CoLabs, University of California San Francisco, San Francisco, CA 94143, USA
| | - Peter Yan
- Department of Pathology, University of California San Francisco, San Francisco, CA 94143, USA,ImmunoX Initiative, University of California San Francisco, San Francisco, CA 94143, USA,UCSF Immunoprofiler Initiative, University of California San Francisco, San Francisco, CA 94143, USA,UCSF CoLabs, University of California San Francisco, San Francisco, CA 94143, USA
| | - Gabriella C. Reeder
- Department of Pathology, University of California San Francisco, San Francisco, CA 94143, USA,ImmunoX Initiative, University of California San Francisco, San Francisco, CA 94143, USA,UCSF Immunoprofiler Initiative, University of California San Francisco, San Francisco, CA 94143, USA,UCSF CoLabs, University of California San Francisco, San Francisco, CA 94143, USA
| | - Divyashree Kushnoor
- Department of Pathology, University of California San Francisco, San Francisco, CA 94143, USA,ImmunoX Initiative, University of California San Francisco, San Francisco, CA 94143, USA,UCSF Immunoprofiler Initiative, University of California San Francisco, San Francisco, CA 94143, USA,UCSF CoLabs, University of California San Francisco, San Francisco, CA 94143, USA
| | - Alan Shen
- Department of Pathology, University of California San Francisco, San Francisco, CA 94143, USA,ImmunoX Initiative, University of California San Francisco, San Francisco, CA 94143, USA,UCSF Immunoprofiler Initiative, University of California San Francisco, San Francisco, CA 94143, USA,UCSF CoLabs, University of California San Francisco, San Francisco, CA 94143, USA
| | - Brittany Davidson
- ImmunoX Initiative, University of California San Francisco, San Francisco, CA 94143, USA,UCSF Immunoprofiler Initiative, University of California San Francisco, San Francisco, CA 94143, USA,UCSF CoLabs, University of California San Francisco, San Francisco, CA 94143, USA
| | - Andrea J. Barczak
- UCSF Immunoprofiler Initiative, University of California San Francisco, San Francisco, CA 94143, USA,UCSF CoLabs, University of California San Francisco, San Francisco, CA 94143, USA
| | - Michael Adkisson
- UCSF Immunoprofiler Initiative, University of California San Francisco, San Francisco, CA 94143, USA,UCSF CoLabs, University of California San Francisco, San Francisco, CA 94143, USA
| | - Austin Edwards
- Department of Pathology, University of California San Francisco, San Francisco, CA 94143, USA,ImmunoX Initiative, University of California San Francisco, San Francisco, CA 94143, USA,UCSF Immunoprofiler Initiative, University of California San Francisco, San Francisco, CA 94143, USA,UCSF CoLabs, University of California San Francisco, San Francisco, CA 94143, USA
| | - Mohammad Naser
- Department of Pathology, University of California San Francisco, San Francisco, CA 94143, USA,ImmunoX Initiative, University of California San Francisco, San Francisco, CA 94143, USA,UCSF Immunoprofiler Initiative, University of California San Francisco, San Francisco, CA 94143, USA,UCSF CoLabs, University of California San Francisco, San Francisco, CA 94143, USA
| | - Kevin C. Barry
- Translational Research Program, Public Health Sciences Division, Fred Hutchinson Cancer Research Center, Seattle, WA, USA
| | - Tristan Courau
- Department of Pathology, University of California San Francisco, San Francisco, CA 94143, USA,ImmunoX Initiative, University of California San Francisco, San Francisco, CA 94143, USA,UCSF Immunoprofiler Initiative, University of California San Francisco, San Francisco, CA 94143, USA,UCSF CoLabs, University of California San Francisco, San Francisco, CA 94143, USA
| | - Taymour Hammoudi
- Department of Pathology, University of California San Francisco, San Francisco, CA 94143, USA,ImmunoX Initiative, University of California San Francisco, San Francisco, CA 94143, USA,UCSF Immunoprofiler Initiative, University of California San Francisco, San Francisco, CA 94143, USA,UCSF CoLabs, University of California San Francisco, San Francisco, CA 94143, USA
| | - Rafael J Argüello
- Aix Marseille University, CNRS, INSERM, CIML, Centre d’Immunologie de Marseille-Luminy, Marseille, FRANCE
| | - Arjun Arkal Rao
- Department of Pathology, University of California San Francisco, San Francisco, CA 94143, USA,ImmunoX Initiative, University of California San Francisco, San Francisco, CA 94143, USA,UCSF Immunoprofiler Initiative, University of California San Francisco, San Francisco, CA 94143, USA,UCSF CoLabs, University of California San Francisco, San Francisco, CA 94143, USA
| | - Adam B. Olshen
- UCSF Immunoprofiler Initiative, University of California San Francisco, San Francisco, CA 94143, USA,Helen Diller Family Comprehensive Cancer Center, University of California San Francisco, San Francisco, CA 94143, USA,Department of Epidemiology and Biostatistics, University of California San Francisco, San Francisco, CA 94143, USA
| | | | - Cathy Cai
- Department of Pathology, University of California San Francisco, San Francisco, CA 94143, USA,ImmunoX Initiative, University of California San Francisco, San Francisco, CA 94143, USA,UCSF Immunoprofiler Initiative, University of California San Francisco, San Francisco, CA 94143, USA,UCSF CoLabs, University of California San Francisco, San Francisco, CA 94143, USA
| | - Jenny Zhan
- Department of Pathology, University of California San Francisco, San Francisco, CA 94143, USA,ImmunoX Initiative, University of California San Francisco, San Francisco, CA 94143, USA,UCSF Immunoprofiler Initiative, University of California San Francisco, San Francisco, CA 94143, USA,UCSF CoLabs, University of California San Francisco, San Francisco, CA 94143, USA
| | - Katelyn C. Davis
- Department of Pathology, University of California San Francisco, San Francisco, CA 94143, USA,ImmunoX Initiative, University of California San Francisco, San Francisco, CA 94143, USA,UCSF Immunoprofiler Initiative, University of California San Francisco, San Francisco, CA 94143, USA,UCSF CoLabs, University of California San Francisco, San Francisco, CA 94143, USA
| | - Robin K. Kelley
- Helen Diller Family Comprehensive Cancer Center, University of California San Francisco, San Francisco, CA 94143, USA
| | - Jocelyn S. Chapman
- UCSF Immunoprofiler Initiative, University of California San Francisco, San Francisco, CA 94143, USA,Departments of Obstetrics, Gynecology, and Reproductive Sciences, Medicine, University of California San Francisco, San Francisco, CA 94143, USA
| | - Chloe E. Atreya
- UCSF Immunoprofiler Initiative, University of California San Francisco, San Francisco, CA 94143, USA,Helen Diller Family Comprehensive Cancer Center, University of California San Francisco, San Francisco, CA 94143, USA,Department of Medicine, Division of Hematology and Oncology, University of California San Francisco, San Francisco, CA 94143, USA
| | - Amar Patel
- UCSF Immunoprofiler Initiative, University of California San Francisco, San Francisco, CA 94143, USA,Department of Medicine, Division of Hematology and Oncology, University of California San Francisco, San Francisco, CA 94143, USA
| | - Adil I. Daud
- Department of Medicine, Division of Hematology and Oncology, University of California San Francisco, San Francisco, CA 94143, USA,Department of Dermatology, University of California San Francisco, San Francisco, CA 94143, USA
| | - Patrick Ha
- Department of Otolaryngology, University of California San Francisco, San Francisco, CA 94143, USA
| | - Aaron A. Diaz
- Department of Neurological Surgery, University of California San Francisco, San Francisco, CA 94143, USA
| | - Johannes R. Kratz
- ImmunoX Initiative, University of California San Francisco, San Francisco, CA 94143, USA,Department of Surgery, University of California San Francisco, San Francisco, CA 94143, USA
| | - Eric A. Collisson
- UCSF Immunoprofiler Initiative, University of California San Francisco, San Francisco, CA 94143, USA,Helen Diller Family Comprehensive Cancer Center, University of California San Francisco, San Francisco, CA 94143, USA,Department of Medicine, Division of Hematology and Oncology, University of California San Francisco, San Francisco, CA 94143, USA
| | - Gabriela K Fragiadakis
- ImmunoX Initiative, University of California San Francisco, San Francisco, CA 94143, USA,UCSF Immunoprofiler Initiative, University of California San Francisco, San Francisco, CA 94143, USA,UCSF CoLabs, University of California San Francisco, San Francisco, CA 94143, USA,Department of Medicine Division of Rheumatology, University of California San Francisco, San Francisco, CA 94143, USA
| | - David J. Erle
- ImmunoX Initiative, University of California San Francisco, San Francisco, CA 94143, USA,UCSF Immunoprofiler Initiative, University of California San Francisco, San Francisco, CA 94143, USA,UCSF CoLabs, University of California San Francisco, San Francisco, CA 94143, USA,Lung Biology Center, Department of Medicine and the Cardiovascular Research Institute, University of California San Francisco, San Francisco, CA 94143, USA
| | - Alexandre Boissonnas
- Sorbonne Université, INSERM, CNRS, Centre d’Immunologie et des Maladies Infectieuses - CIMI, Paris, France
| | - Saurabh Asthana
- UCSF Immunoprofiler Initiative, University of California San Francisco, San Francisco, CA 94143, USA,Department of Epidemiology and Biostatistics, University of California San Francisco, San Francisco, CA 94143, USA
| | - Vincent Chan
- ImmunoX Initiative, University of California San Francisco, San Francisco, CA 94143, USA,UCSF Immunoprofiler Initiative, University of California San Francisco, San Francisco, CA 94143, USA,Department of Microbiology and Immunology, University of California San Francisco, San Francisco, CA 94143, USA
| | - Matthew F. Krummel
- Department of Pathology, University of California San Francisco, San Francisco, CA 94143, USA,ImmunoX Initiative, University of California San Francisco, San Francisco, CA 94143, USA,UCSF Immunoprofiler Initiative, University of California San Francisco, San Francisco, CA 94143, USA,Correspondence: and
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