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Multiplexed imaging of human tuberculosis granulomas uncovers immunoregulatory features conserved across tissue and blood

View ORCID ProfileErin F. McCaffrey, Michele Donato, Leeat Keren, Zhenghao Chen, Megan Fitzpatrick, Vladimir Jojic, Alea Delmastro, Noah F. Greenwald, Alex Baranski, William Graf, Marc Bosse, Pratista K. Ramdial, Erna Forgo, David Van Valen, Matt van de Rijn, View ORCID ProfileSean C. Bendall, Niaz Banaei, Adrie J.C. Steyn, Purvesh Khatri, Michael Angelo
doi: https://doi.org/10.1101/2020.06.08.140426
Erin F. McCaffrey
1Stanford University Department of Pathology
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Michele Donato
2Stanford Center for Biomedical Informatics Research
3Stanford Institute for Immunity, Transplantation and Infection
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Leeat Keren
1Stanford University Department of Pathology
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Zhenghao Chen
4Calico Life Sciences LLC
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Megan Fitzpatrick
5University of Wisconsin, Department of Pathology
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Vladimir Jojic
4Calico Life Sciences LLC
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Alea Delmastro
1Stanford University Department of Pathology
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Noah F. Greenwald
1Stanford University Department of Pathology
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Alex Baranski
1Stanford University Department of Pathology
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William Graf
6Division of Biology and Bioengineering, California Institute of Technology
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Marc Bosse
1Stanford University Department of Pathology
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Pratista K. Ramdial
7African Health Research Institute
8University of KwaZulu-Natal, Inkosi Albert Luthuli Central Hospital
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Erna Forgo
1Stanford University Department of Pathology
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David Van Valen
6Division of Biology and Bioengineering, California Institute of Technology
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Matt van de Rijn
1Stanford University Department of Pathology
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Sean C. Bendall
1Stanford University Department of Pathology
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Niaz Banaei
1Stanford University Department of Pathology
9Stanford University Department of Medicine-Infectious Diseases
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Adrie J.C. Steyn
6Division of Biology and Bioengineering, California Institute of Technology
10Department of Microbiology, University of Alabama at Birmingham
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Purvesh Khatri
2Stanford Center for Biomedical Informatics Research
3Stanford Institute for Immunity, Transplantation and Infection
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Michael Angelo
1Stanford University Department of Pathology
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  • For correspondence: mangelo0@stanford.edu
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Abstract

Tuberculosis (TB) is an infectious disease caused by Mycobacterium tuberculosis that is distinctly characterized by granuloma formation within infected tissues. Granulomas are dynamic and organized immune cell aggregates that limit dissemination, but can also hinder bacterial clearance. Consequently, outcome in TB is influenced by how granuloma structure and composition shift the balance between these two functions. To date, our understanding of what factors drive granuloma function in humans is limited. With this in mind, we used Multiplexed Ion Beam Imaging by Time-of-Flight (MIBI-TOF) to profile 37 proteins in tissues from thirteen patients with active TB disease from the U.S. and South Africa. With this dataset, we constructed a comprehensive tissue atlas where the lineage, functional state, and spatial distribution of 19 unique cell subsets were mapped onto eight phenotypically-distinct granuloma microenvironments. This work revealed an immunosuppressed microenvironment specific to TB granulomas with spatially coordinated co-expression of IDO1 and PD-L1 by myeloid cells and proliferating regulatory T cells. Interestingly, this microenvironment lacked markers consistent with T-cell activation, supporting a myeloid-mediated mechanism of immune suppression. We observed similar trends in gene expression of immunoregulatory proteins in a confirmatory transcriptomic analysis of peripheral blood collected from over 1500 individuals with latent or active TB infection and healthy controls across 29 cohorts spanning 14 countries. Notably, PD-L1 gene expression was found to correlate with TB progression and treatment response, supporting its potential use as a blood-based biomarker. Taken together, this study serves as a framework for leveraging independent cohorts and complementary methodologies to understand how local and systemic immune responses are linked in human health and disease.

Competing Interest Statement

M.A. and S.C.B. are inventors on patent US20150287578A1. M.A. and S.C.B. are board members and shareholders in IonPath Inc. E.F.M. has previously consulted for IonPath Inc.

Copyright 
The copyright holder for this preprint is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under a CC-BY-NC-ND 4.0 International license.
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Posted June 09, 2020.
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Multiplexed imaging of human tuberculosis granulomas uncovers immunoregulatory features conserved across tissue and blood
Erin F. McCaffrey, Michele Donato, Leeat Keren, Zhenghao Chen, Megan Fitzpatrick, Vladimir Jojic, Alea Delmastro, Noah F. Greenwald, Alex Baranski, William Graf, Marc Bosse, Pratista K. Ramdial, Erna Forgo, David Van Valen, Matt van de Rijn, Sean C. Bendall, Niaz Banaei, Adrie J.C. Steyn, Purvesh Khatri, Michael Angelo
bioRxiv 2020.06.08.140426; doi: https://doi.org/10.1101/2020.06.08.140426
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Multiplexed imaging of human tuberculosis granulomas uncovers immunoregulatory features conserved across tissue and blood
Erin F. McCaffrey, Michele Donato, Leeat Keren, Zhenghao Chen, Megan Fitzpatrick, Vladimir Jojic, Alea Delmastro, Noah F. Greenwald, Alex Baranski, William Graf, Marc Bosse, Pratista K. Ramdial, Erna Forgo, David Van Valen, Matt van de Rijn, Sean C. Bendall, Niaz Banaei, Adrie J.C. Steyn, Purvesh Khatri, Michael Angelo
bioRxiv 2020.06.08.140426; doi: https://doi.org/10.1101/2020.06.08.140426

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