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Multimodal profiling reveals tissue-directed signatures of human immune cells altered with age

View ORCID ProfileSteven B. Wells, View ORCID ProfileDaniel B. Rainbow, View ORCID ProfileMichal Mark, Peter A. Szabo, View ORCID ProfileCan Ergen, View ORCID ProfileAna Raquel Maceiras, Daniel P. Caron, View ORCID ProfileElior Rahmani, Eli Benuck, View ORCID ProfileValeh Valiollah Pour Amiri, David Chen, View ORCID ProfileAllon Wagner, Sarah K. Howlett, View ORCID ProfileLorna B. Jarvis, Karen L. Ellis, Masaru Kubota, Rei Matsumoto, Krishnaa Mahbubani, Kouresh Saeb-Parsy, Cecilia Dominguez-Conde, Laura Richardson, Chuan Xu, Shuang Li, Lira Mamanova, Liam Bolt, Alicja Wilk, Sarah A. Teichmann, View ORCID ProfileDonna L. Farber, Peter A. Sims, View ORCID ProfileJoanne L. Jones, Nir Yosef
doi: https://doi.org/10.1101/2024.01.03.573877
Steven B. Wells
1Department of Systems Biology, Columbia University Irving Medical Center, New York, NY
2Department of Microbiology and Immunology, Columbia University Irving Medical Center, New York, NY
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Daniel B. Rainbow
3Department of Clinical Neurosciences, University of Cambridge, Cambridge, UK
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Michal Mark
4Department of Systems Immunology, Weizmann institute, Rehovot, Israel
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Peter A. Szabo
2Department of Microbiology and Immunology, Columbia University Irving Medical Center, New York, NY
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Can Ergen
5Department of Electrical Engineering and Computer Science and Center for Computational Biology, University of California, Berkeley, CA
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Ana Raquel Maceiras
6Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK
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Daniel P. Caron
2Department of Microbiology and Immunology, Columbia University Irving Medical Center, New York, NY
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Elior Rahmani
5Department of Electrical Engineering and Computer Science and Center for Computational Biology, University of California, Berkeley, CA
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Eli Benuck
4Department of Systems Immunology, Weizmann institute, Rehovot, Israel
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Valeh Valiollah Pour Amiri
5Department of Electrical Engineering and Computer Science and Center for Computational Biology, University of California, Berkeley, CA
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David Chen
1Department of Systems Biology, Columbia University Irving Medical Center, New York, NY
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Allon Wagner
5Department of Electrical Engineering and Computer Science and Center for Computational Biology, University of California, Berkeley, CA
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Sarah K. Howlett
3Department of Clinical Neurosciences, University of Cambridge, Cambridge, UK
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Lorna B. Jarvis
3Department of Clinical Neurosciences, University of Cambridge, Cambridge, UK
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Karen L. Ellis
3Department of Clinical Neurosciences, University of Cambridge, Cambridge, UK
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Masaru Kubota
7Department of Surgery, Columbia University Irving Medical Center, New York, NY
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Rei Matsumoto
7Department of Surgery, Columbia University Irving Medical Center, New York, NY
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Krishnaa Mahbubani
8Department of Surgery, University of Cambridge, Cambridge, UK
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Kouresh Saeb-Parsy
8Department of Surgery, University of Cambridge, Cambridge, UK
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Cecilia Dominguez-Conde
6Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK
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Laura Richardson
6Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK
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Chuan Xu
6Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK
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Shuang Li
6Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK
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Lira Mamanova
6Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK
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Liam Bolt
6Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK
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Alicja Wilk
6Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK
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Sarah A. Teichmann
6Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK
9Theory of Condensed Matter, Cavendish Laboratory, University of Cambridge, Cambridge, UK
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  • For correspondence: [email protected] [email protected] [email protected] [email protected] [email protected]
Donna L. Farber
2Department of Microbiology and Immunology, Columbia University Irving Medical Center, New York, NY
7Department of Surgery, Columbia University Irving Medical Center, New York, NY
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Peter A. Sims
1Department of Systems Biology, Columbia University Irving Medical Center, New York, NY
10Department of Biochemistry & Molecular Biophysics, Columbia University Irving Medical Center, New York, NY
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Joanne L. Jones
3Department of Clinical Neurosciences, University of Cambridge, Cambridge, UK
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  • For correspondence: [email protected] [email protected] [email protected] [email protected] [email protected]
Nir Yosef
4Department of Systems Immunology, Weizmann institute, Rehovot, Israel
5Department of Electrical Engineering and Computer Science and Center for Computational Biology, University of California, Berkeley, CA
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  • For correspondence: [email protected] [email protected] [email protected] [email protected] [email protected]
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ABSTRACT

The immune system comprises multiple cell lineages and heterogeneous subsets found in blood and tissues throughout the body. While human immune responses differ between sites and over age, the underlying sources of variation remain unclear as most studies are limited to peripheral blood. Here, we took a systems approach to comprehensively profile RNA and surface protein expression of over 1.25 million immune cells isolated from blood, lymphoid organs, and mucosal tissues of 24 organ donors aged 20-75 years. We applied a multimodal classifier to annotate the major immune cell lineages (T cells, B cells, innate lymphoid cells, and myeloid cells) and their corresponding subsets across the body, leveraging probabilistic modeling to define bases for immune variations across donors, tissue, and age. We identified dominant tissue-specific effects on immune cell composition and function across lineages for lymphoid sites, intestines, and blood-rich tissues. Age-associated effects were intrinsic to both lineage and site as manifested by macrophages in mucosal sites, B cells in lymphoid organs, and T and NK cells in blood-rich sites. Our results reveal tissue-specific signatures of immune homeostasis throughout the body and across different ages. This information provides a basis for defining the transcriptional underpinnings of immune variation and potential associations with disease-associated immune pathologies across the human lifespan.

Competing Interest Statement

In the past three years JJ has consulted for, or been a member of a scientific advisory board for Sanofi, Roche and Enhanc3DGenomics, and S.A.T. has consulted for or been a member of scientific advisory boards at Qiagen, Sanofi, GlaxoSmithKline, and ForeSite Labs. She is a consultant and equity holder for TransitionBio and EnsoCell.

Footnotes

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  • Abbreviations

    BLO
    Blood
    BMA
    Bone Marrow
    SPL
    Spleen
    LN
    Lymph Node
    LNG
    Lung
    JEJ
    Jejunum
    TN
    naive T cell
    TCM
    central memory T cell
    TEM
    effector-memory T cell
    TEMRA
    terminal effector cell
    TRM
    Tissue resident memory T cell
    TREG
    regulatory T cell
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    Multimodal profiling reveals tissue-directed signatures of human immune cells altered with age
    Steven B. Wells, Daniel B. Rainbow, Michal Mark, Peter A. Szabo, Can Ergen, Ana Raquel Maceiras, Daniel P. Caron, Elior Rahmani, Eli Benuck, Valeh Valiollah Pour Amiri, David Chen, Allon Wagner, Sarah K. Howlett, Lorna B. Jarvis, Karen L. Ellis, Masaru Kubota, Rei Matsumoto, Krishnaa Mahbubani, Kouresh Saeb-Parsy, Cecilia Dominguez-Conde, Laura Richardson, Chuan Xu, Shuang Li, Lira Mamanova, Liam Bolt, Alicja Wilk, Sarah A. Teichmann, Donna L. Farber, Peter A. Sims, Joanne L. Jones, Nir Yosef
    bioRxiv 2024.01.03.573877; doi: https://doi.org/10.1101/2024.01.03.573877
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    Multimodal profiling reveals tissue-directed signatures of human immune cells altered with age
    Steven B. Wells, Daniel B. Rainbow, Michal Mark, Peter A. Szabo, Can Ergen, Ana Raquel Maceiras, Daniel P. Caron, Elior Rahmani, Eli Benuck, Valeh Valiollah Pour Amiri, David Chen, Allon Wagner, Sarah K. Howlett, Lorna B. Jarvis, Karen L. Ellis, Masaru Kubota, Rei Matsumoto, Krishnaa Mahbubani, Kouresh Saeb-Parsy, Cecilia Dominguez-Conde, Laura Richardson, Chuan Xu, Shuang Li, Lira Mamanova, Liam Bolt, Alicja Wilk, Sarah A. Teichmann, Donna L. Farber, Peter A. Sims, Joanne L. Jones, Nir Yosef
    bioRxiv 2024.01.03.573877; doi: https://doi.org/10.1101/2024.01.03.573877

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