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Hezaveh K, Shinde RS, Klötgen A, Halaby MJ, Lamorte S, Ciudad MT, Quevedo R, Neufeld L, Liu ZQ, Jin R, Grünwald BT, Foerster EG, Chaharlangi D, Guo M, Makhijani P, Zhang X, Pugh TJ, Pinto DM, Co IL, McGuigan AP, Jang GH, Khokha R, Ohashi PS, O’Kane GM, Gallinger S, Navarre WW, Maughan H, Philpott DJ, Brooks DG, McGaha TL. Tryptophan-derived microbial metabolites activate the aryl hydrocarbon receptor in tumor-associated macrophages to suppress anti-tumor immunity. Immunity 2022; 55:324-340.e8. [PMID: 35139353 PMCID: PMC8888129 DOI: 10.1016/j.immuni.2022.01.006] [Citation(s) in RCA: 166] [Impact Index Per Article: 83.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/05/2021] [Revised: 10/19/2021] [Accepted: 01/07/2022] [Indexed: 12/13/2022]
Abstract
The aryl hydrocarbon receptor (AhR) is a sensor of products of tryptophan metabolism and a potent modulator of immunity. Here, we examined the impact of AhR in tumor-associated macrophage (TAM) function in pancreatic ductal adenocarcinoma (PDAC). TAMs exhibited high AhR activity and Ahr-deficient macrophages developed an inflammatory phenotype. Deletion of Ahr in myeloid cells or pharmacologic inhibition of AhR reduced PDAC growth, improved efficacy of immune checkpoint blockade, and increased intra-tumoral frequencies of IFNγ+CD8+ T cells. Macrophage tryptophan metabolism was not required for this effect. Rather, macrophage AhR activity was dependent on Lactobacillus metabolization of dietary tryptophan to indoles. Removal of dietary tryptophan reduced TAM AhR activity and promoted intra-tumoral accumulation of TNFα+IFNγ+CD8+ T cells; provision of dietary indoles blocked this effect. In patients with PDAC, high AHR expression associated with rapid disease progression and mortality, as well as with an immune-suppressive TAM phenotype, suggesting conservation of this regulatory axis in human disease.
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Affiliation(s)
- Kebria Hezaveh
- Tumor Immunotherapy Program, Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 2M9, Canada,These authors contributed equally,Present address: Translational Science and Experimental Medicine, Research and Early Development, Respiratory and Immunology (R&I), BioPharmaceutical R&D, Astra Zeneca, Gothenburg, 431 50, Sweden
| | - Rahul S. Shinde
- Tumor Immunotherapy Program, Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 2M9, Canada,These authors contributed equally,Present address: Immunology, Microenvironment, and Metastasis Program, The Wistar Institute, Philadelphia, PA 19104, USA
| | - Andreas Klötgen
- Department of Computational Biology of Infection Research, Helmholtz Centre for Infection Research, Braunschweig 38124, Germany
| | - Marie Jo Halaby
- Tumor Immunotherapy Program, Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 2M9, Canada
| | - Sara Lamorte
- Tumor Immunotherapy Program, Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 2M9, Canada
| | - M. Teresa Ciudad
- Tumor Immunotherapy Program, Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 2M9, Canada
| | - Rene Quevedo
- Tumor Immunotherapy Program, Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 2M9, Canada
| | - Luke Neufeld
- Tumor Immunotherapy Program, Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 2M9, Canada,Department of Immunology, The University of Toronto, Toronto, ON M5S 1A8, Canada
| | - Zhe Qi Liu
- Tumor Immunotherapy Program, Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 2M9, Canada,Department of Immunology, The University of Toronto, Toronto, ON M5S 1A8, Canada
| | - Robbie Jin
- Tumor Immunotherapy Program, Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 2M9, Canada,Department of Immunology, The University of Toronto, Toronto, ON M5S 1A8, Canada
| | - Barbara T. Grünwald
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 1L7, Canada
| | | | - Danica Chaharlangi
- Department of Molecular Genetics, The University of Toronto, Toronto, ON M5S 1A8, Canada
| | - Mengdi Guo
- Tumor Immunotherapy Program, Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 2M9, Canada,Department of Immunology, The University of Toronto, Toronto, ON M5S 1A8, Canada
| | - Priya Makhijani
- Tumor Immunotherapy Program, Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 2M9, Canada,Department of Immunology, The University of Toronto, Toronto, ON M5S 1A8, Canada
| | - Xin Zhang
- Tumor Immunotherapy Program, Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 2M9, Canada
| | - Trevor J. Pugh
- Tumor Immunotherapy Program, Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 2M9, Canada,Department of Medical Biophysics, The University of Toronto, Toronto, ON M5G 1L7, Canada,The Ontario Institute for Cancer Research, Toronto, ON M5G 0A3, Canada
| | - Devanand M. Pinto
- National Research Council, Human Health Therapeutics, Halifax, NS B3H 3Z1, Canada
| | - Ileana L. Co
- Institute of Biomedical Engineering, The University of Toronto, Toronto, ON M5S 3G9, Canada
| | - Alison P. McGuigan
- Institute of Biomedical Engineering, The University of Toronto, Toronto, ON M5S 3G9, Canada,Department of Chemical Engineering and Applied Chemistry, The University of Toronto, Toronto, ON M5S 3E5, Canada
| | - Gun Ho Jang
- The Ontario Institute for Cancer Research, Toronto, ON M5G 0A3, Canada
| | - Rama Khokha
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 1L7, Canada,Department of Medical Biophysics, The University of Toronto, Toronto, ON M5G 1L7, Canada
| | - Pamela S. Ohashi
- Tumor Immunotherapy Program, Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 2M9, Canada,Department of Immunology, The University of Toronto, Toronto, ON M5S 1A8, Canada
| | - Grainne M. O’Kane
- The Ontario Institute for Cancer Research, Toronto, ON M5G 0A3, Canada,Division of Medical Oncology, Department of Medicine, The University of Toronto, Toronto, ON M5S 3H2, Canada
| | - Steven Gallinger
- The Ontario Institute for Cancer Research, Toronto, ON M5G 0A3, Canada,Department of Laboratory Medicine and Pathobiology, The University of Toronto, Toronto, ON M5S 1A8, Canada,Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, ON M5G 1X5, Canada
| | - William W. Navarre
- Department of Molecular Genetics, The University of Toronto, Toronto, ON M5S 1A8, Canada
| | | | - Dana J. Philpott
- Department of Immunology, The University of Toronto, Toronto, ON M5S 1A8, Canada
| | - David G. Brooks
- Tumor Immunotherapy Program, Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 2M9, Canada,Department of Immunology, The University of Toronto, Toronto, ON M5S 1A8, Canada
| | - Tracy L. McGaha
- Tumor Immunotherapy Program, Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 2M9, Canada,Department of Immunology, The University of Toronto, Toronto, ON M5S 1A8, Canada,Lead contact,Correspondence:
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Pigeon KE, MacNearney D, Hebblewhite M, Musiani M, Neufeld L, Cranston J, Stenhouse G, Schmiegelow F, Finnegan L. The density of anthropogenic features explains seasonal and behaviour-based functional responses in selection of linear features by a social predator. Sci Rep 2020; 10:11437. [PMID: 32651419 PMCID: PMC7351780 DOI: 10.1038/s41598-020-68151-7] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2018] [Accepted: 06/18/2020] [Indexed: 11/18/2022] Open
Abstract
Anthropogenic linear features facilitate access and travel efficiency for predators, and can influence predator distribution and encounter rates with prey. We used GPS collar data from eight wolf packs and characteristics of seismic lines to investigate whether ease-of-travel or access to areas presumed to be preferred by prey best explained seasonal selection patterns of wolves near seismic lines, and whether the density of anthropogenic features led to functional responses in habitat selection. At a broad scale, wolves showed evidence of habitat-driven functional responses by exhibiting greater selection for areas near low-vegetation height seismic lines in areas with low densities of anthropogenic features. We highlight the importance of considering landscape heterogeneity and habitat characteristics, and the functional response in habitat selection when investigating seasonal behaviour-based selection patterns. Our results support behaviour in line with search for primary prey during summer and fall, and ease-of-travel during spring, while patterns of selection during winter aligned best with ease-of-travel for the less-industrialized foothills landscape, and with search for primary prey in the more-industrialized boreal landscape. These results highlight that time-sensitive restoration actions on anthropogenic features can affect the probability of overlap between predators and threatened prey within different landscapes.
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Affiliation(s)
- Karine E Pigeon
- fRI Research, 1176 Switzer Drive, Hinton, AB, Canada. .,Geomatics and Landscape Ecology Laboratory (GLEL), Carleton University, Ottawa, Canada.
| | - D MacNearney
- fRI Research, 1176 Switzer Drive, Hinton, AB, Canada.,Wildlife Research Division, Environment and Climate Change Canada, National Wildlife Research Centre, Ottawa, ON, Canada
| | - M Hebblewhite
- Department of Ecosystem and Conservation Science, W.A. Franke College of Forestry and Conservation, University of Montana, Missoula, MT, USA
| | - M Musiani
- Department of Biological Sciences, Faculty of Science, University of Calgary, Calgary, AB, Canada
| | - L Neufeld
- Parks Canada, Jasper National Park, Jasper, AB, Canada
| | - J Cranston
- Arctos Ecological Consultants, Edmonton, AB, Canada
| | - G Stenhouse
- fRI Research, 1176 Switzer Drive, Hinton, AB, Canada
| | - F Schmiegelow
- Department of Renewable Resources, University of Alberta, Edmonton, AB, Canada.,Yukon Research Centre, Yukon University, Whitehorse, Yukon, Canada
| | - L Finnegan
- fRI Research, 1176 Switzer Drive, Hinton, AB, Canada
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