1
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Woodall MNJ, Cujba AM, Worlock KB, Case KM, Masonou T, Yoshida M, Polanski K, Huang N, Lindeboom RGH, Mamanova L, Bolt L, Richardson L, Cakir B, Ellis S, Palor M, Burgoyne T, Pinto A, Moulding D, McHugh TD, Saleh A, Kilich E, Mehta P, O'Callaghan C, Zhou J, Barclay W, DeCoppi P, Butler CR, Cortina-Borja M, Vinette H, Roy S, Breuer J, Chambers RC, Heywood WE, Mills K, Hynds RE, Teichmann SA, Meyer KB, Nikolić MZ, Smith CM. Age-specific nasal epithelial responses to SARS-CoV-2 infection. Nat Microbiol 2024; 9:1293-1311. [PMID: 38622380 PMCID: PMC11087271 DOI: 10.1038/s41564-024-01658-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 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: 03/24/2023] [Accepted: 03/04/2024] [Indexed: 04/17/2024]
Abstract
Children infected with SARS-CoV-2 rarely progress to respiratory failure. However, the risk of mortality in infected people over 85 years of age remains high. Here we investigate differences in the cellular landscape and function of paediatric (<12 years), adult (30-50 years) and older adult (>70 years) ex vivo cultured nasal epithelial cells in response to infection with SARS-CoV-2. We show that cell tropism of SARS-CoV-2, and expression of ACE2 and TMPRSS2 in nasal epithelial cell subtypes, differ between age groups. While ciliated cells are viral replication centres across all age groups, a distinct goblet inflammatory subtype emerges in infected paediatric cultures and shows high expression of interferon-stimulated genes and incomplete viral replication. In contrast, older adult cultures infected with SARS-CoV-2 show a proportional increase in basaloid-like cells, which facilitate viral spread and are associated with altered epithelial repair pathways. We confirm age-specific induction of these cell types by integrating data from in vivo COVID-19 studies and validate that our in vitro model recapitulates early epithelial responses to SARS-CoV-2 infection.
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Affiliation(s)
| | | | - Kaylee B Worlock
- UCL Respiratory, Division of Medicine, University College London, London, UK
| | | | - Tereza Masonou
- Great Ormond Street UCL Institute of Child Health, London, UK
| | - Masahiro Yoshida
- UCL Respiratory, Division of Medicine, University College London, London, UK
| | | | - Ni Huang
- Wellcome Sanger Institute, Cambridge, UK
| | | | | | - Liam Bolt
- Wellcome Sanger Institute, Cambridge, UK
| | | | | | - Samuel Ellis
- Great Ormond Street UCL Institute of Child Health, London, UK
| | - Machaela Palor
- Great Ormond Street UCL Institute of Child Health, London, UK
| | - Thomas Burgoyne
- UCL Institute of Ophthalmology, University College London, London, UK
- Royal Brompton Hospital, Guy's and St Thomas' NHS Foundation Trust, London, UK
| | - Andreia Pinto
- Royal Brompton Hospital, Guy's and St Thomas' NHS Foundation Trust, London, UK
| | - Dale Moulding
- Great Ormond Street UCL Institute of Child Health, London, UK
| | - Timothy D McHugh
- UCL Centre for Clinical Microbiology, Division of Infection and Immunity, University College London, London, UK
| | - Aarash Saleh
- Royal Free Hospital NHS Foundation Trust, London, UK
| | - Eliz Kilich
- UCL Respiratory, Division of Medicine, University College London, London, UK
- University College London Hospitals NHS Foundation Trust, London, UK
| | - Puja Mehta
- UCL Respiratory, Division of Medicine, University College London, London, UK
- University College London Hospitals NHS Foundation Trust, London, UK
| | | | - Jie Zhou
- Department of Infectious Disease, Imperial College London, London, UK
| | - Wendy Barclay
- Department of Infectious Disease, Imperial College London, London, UK
| | - Paolo DeCoppi
- Great Ormond Street UCL Institute of Child Health, London, UK
- Great Ormond Street Hospital NHS Foundation Trust, London, UK
| | - Colin R Butler
- Great Ormond Street Hospital NHS Foundation Trust, London, UK
- Epithelial Cell Biology in ENT Research (EpiCENTR) Group, Developmental Biology and Cancer Department, Great Ormond Street UCL Institute of Child Health, University College London, London, UK
| | | | - Heloise Vinette
- Great Ormond Street UCL Institute of Child Health, London, UK
| | - Sunando Roy
- Great Ormond Street UCL Institute of Child Health, London, UK
| | - Judith Breuer
- Great Ormond Street UCL Institute of Child Health, London, UK
| | - Rachel C Chambers
- UCL Respiratory, Division of Medicine, University College London, London, UK
| | - Wendy E Heywood
- Great Ormond Street UCL Institute of Child Health, London, UK
| | - Kevin Mills
- Great Ormond Street UCL Institute of Child Health, London, UK
| | - Robert E Hynds
- Epithelial Cell Biology in ENT Research (EpiCENTR) Group, Developmental Biology and Cancer Department, Great Ormond Street UCL Institute of Child Health, University College London, London, UK
- UCL Cancer Institute, University College London, London, UK
| | - Sarah A Teichmann
- Wellcome Sanger Institute, Cambridge, UK.
- Theory of Condensed Matter, Cavendish Laboratory/Dept Physics, University of Cambridge, Cambridge, UK.
| | | | - Marko Z Nikolić
- UCL Respiratory, Division of Medicine, University College London, London, UK.
- University College London Hospitals NHS Foundation Trust, London, UK.
| | - Claire M Smith
- Great Ormond Street UCL Institute of Child Health, London, UK.
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2
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Lukauskas S, Tvardovskiy A, Nguyen NV, Stadler M, Faull P, Ravnsborg T, Özdemir Aygenli B, Dornauer S, Flynn H, Lindeboom RGH, Barth TK, Brockers K, Hauck SM, Vermeulen M, Snijders AP, Müller CL, DiMaggio PA, Jensen ON, Schneider R, Bartke T. Publisher Correction: Decoding chromatin states by proteomic profiling of nucleosome readers. Nature 2024; 628:E6. [PMID: 38594341 DOI: 10.1038/s41586-024-07392-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/11/2024]
Affiliation(s)
- Saulius Lukauskas
- Institute of Functional Epigenetics, Helmholtz Zentrum München, Neuherberg, Germany
- MRC Laboratory of Medical Sciences (LMS), London, UK
- Department of Chemical Engineering, Imperial College London, London, UK
| | - Andrey Tvardovskiy
- Institute of Functional Epigenetics, Helmholtz Zentrum München, Neuherberg, Germany
| | - Nhuong V Nguyen
- MRC Laboratory of Medical Sciences (LMS), London, UK
- Institute of Clinical Sciences (ICS), Faculty of Medicine, Imperial College London, London, UK
| | - Mara Stadler
- Institute of Functional Epigenetics, Helmholtz Zentrum München, Neuherberg, Germany
- Institute of Computational Biology, Helmholtz Zentrum München, Neuherberg, Germany
- Department of Statistics, Ludwig Maximilian University Munich, Munich, Germany
| | - Peter Faull
- MRC Laboratory of Medical Sciences (LMS), London, UK
- Proteomic Sciences Technology Platform, The Francis Crick Institute, London, UK
- Northwestern Proteomics Core Facility, Northwestern University, Chicago, IL, USA
| | - Tina Ravnsborg
- VILLUM Center for Bioanalytical Sciences and Department of Biochemistry and Molecular Biology, University of Southern Denmark, Odense, Denmark
| | | | - Scarlett Dornauer
- Institute of Functional Epigenetics, Helmholtz Zentrum München, Neuherberg, Germany
| | - Helen Flynn
- Proteomic Sciences Technology Platform, The Francis Crick Institute, London, UK
| | - Rik G H Lindeboom
- Department of Molecular Biology, Faculty of Science, Radboud Institute for Molecular Life Sciences, Oncode Institute, Radboud University Nijmegen, Nijmegen, The Netherlands
- The Netherlands Cancer Institute, Amsterdam, The Netherlands
| | - Teresa K Barth
- Metabolomics and Proteomics Core, Helmholtz Zentrum München, Munich, Germany
- Clinical Protein Analysis Unit (ClinZfP), Biomedical Center (BMC), Faculty of Medicine, Ludwig Maximilian University Munich, Martinsried, Germany
| | - Kevin Brockers
- Institute of Functional Epigenetics, Helmholtz Zentrum München, Neuherberg, Germany
| | - Stefanie M Hauck
- Metabolomics and Proteomics Core, Helmholtz Zentrum München, Munich, Germany
| | - Michiel Vermeulen
- Department of Molecular Biology, Faculty of Science, Radboud Institute for Molecular Life Sciences, Oncode Institute, Radboud University Nijmegen, Nijmegen, The Netherlands
- The Netherlands Cancer Institute, Amsterdam, The Netherlands
| | | | - Christian L Müller
- Institute of Computational Biology, Helmholtz Zentrum München, Neuherberg, Germany
- Department of Statistics, Ludwig Maximilian University Munich, Munich, Germany
- Center for Computational Mathematics, Flatiron Institute, New York, NY, USA
| | - Peter A DiMaggio
- Department of Chemical Engineering, Imperial College London, London, UK
| | - Ole N Jensen
- VILLUM Center for Bioanalytical Sciences and Department of Biochemistry and Molecular Biology, University of Southern Denmark, Odense, Denmark
| | - Robert Schneider
- Institute of Functional Epigenetics, Helmholtz Zentrum München, Neuherberg, Germany
- Faculty of Biology, Ludwig Maximilian University Munich, Martinsried, Germany
- German Center for Diabetes Research (DZD), Neuherberg, Germany
| | - Till Bartke
- Institute of Functional Epigenetics, Helmholtz Zentrum München, Neuherberg, Germany.
- MRC Laboratory of Medical Sciences (LMS), London, UK.
- Institute of Clinical Sciences (ICS), Faculty of Medicine, Imperial College London, London, UK.
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3
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Lukauskas S, Tvardovskiy A, Nguyen NV, Stadler M, Faull P, Ravnsborg T, Özdemir Aygenli B, Dornauer S, Flynn H, Lindeboom RGH, Barth TK, Brockers K, Hauck SM, Vermeulen M, Snijders AP, Müller CL, DiMaggio PA, Jensen ON, Schneider R, Bartke T. Decoding chromatin states by proteomic profiling of nucleosome readers. Nature 2024; 627:671-679. [PMID: 38448585 PMCID: PMC10954555 DOI: 10.1038/s41586-024-07141-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 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: 05/10/2021] [Accepted: 01/31/2024] [Indexed: 03/08/2024]
Abstract
DNA and histone modifications combine into characteristic patterns that demarcate functional regions of the genome1,2. While many 'readers' of individual modifications have been described3-5, how chromatin states comprising composite modification signatures, histone variants and internucleosomal linker DNA are interpreted is a major open question. Here we use a multidimensional proteomics strategy to systematically examine the interaction of around 2,000 nuclear proteins with over 80 modified dinucleosomes representing promoter, enhancer and heterochromatin states. By deconvoluting complex nucleosome-binding profiles into networks of co-regulated proteins and distinct nucleosomal features driving protein recruitment or exclusion, we show comprehensively how chromatin states are decoded by chromatin readers. We find highly distinctive binding responses to different features, many factors that recognize multiple features, and that nucleosomal modifications and linker DNA operate largely independently in regulating protein binding to chromatin. Our online resource, the Modification Atlas of Regulation by Chromatin States (MARCS), provides in-depth analysis tools to engage with our results and advance the discovery of fundamental principles of genome regulation by chromatin states.
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Affiliation(s)
- Saulius Lukauskas
- Institute of Functional Epigenetics, Helmholtz Zentrum München, Neuherberg, Germany
- MRC Laboratory of Medical Sciences (LMS), London, UK
- Department of Chemical Engineering, Imperial College London, London, UK
| | - Andrey Tvardovskiy
- Institute of Functional Epigenetics, Helmholtz Zentrum München, Neuherberg, Germany
| | - Nhuong V Nguyen
- MRC Laboratory of Medical Sciences (LMS), London, UK
- Institute of Clinical Sciences (ICS), Faculty of Medicine, Imperial College London, London, UK
| | - Mara Stadler
- Institute of Functional Epigenetics, Helmholtz Zentrum München, Neuherberg, Germany
- Institute of Computational Biology, Helmholtz Zentrum München, Neuherberg, Germany
- Department of Statistics, Ludwig Maximilian University Munich, Munich, Germany
| | - Peter Faull
- MRC Laboratory of Medical Sciences (LMS), London, UK
- Proteomic Sciences Technology Platform, The Francis Crick Institute, London, UK
- Northwestern Proteomics Core Facility, Northwestern University, Chicago, IL, USA
| | - Tina Ravnsborg
- VILLUM Center for Bioanalytical Sciences and Department of Biochemistry and Molecular Biology, University of Southern Denmark, Odense, Denmark
| | | | - Scarlett Dornauer
- Institute of Functional Epigenetics, Helmholtz Zentrum München, Neuherberg, Germany
| | - Helen Flynn
- Proteomic Sciences Technology Platform, The Francis Crick Institute, London, UK
| | - Rik G H Lindeboom
- Department of Molecular Biology, Faculty of Science, Radboud Institute for Molecular Life Sciences, Oncode Institute, Radboud University Nijmegen, Nijmegen, The Netherlands
- The Netherlands Cancer Institute, Amsterdam, The Netherlands
| | - Teresa K Barth
- Metabolomics and Proteomics Core, Helmholtz Zentrum München, Munich, Germany
- Clinical Protein Analysis Unit (ClinZfP), Biomedical Center (BMC), Faculty of Medicine, Ludwig Maximilian University Munich, Martinsried, Germany
| | - Kevin Brockers
- Institute of Functional Epigenetics, Helmholtz Zentrum München, Neuherberg, Germany
| | - Stefanie M Hauck
- Metabolomics and Proteomics Core, Helmholtz Zentrum München, Munich, Germany
| | - Michiel Vermeulen
- Department of Molecular Biology, Faculty of Science, Radboud Institute for Molecular Life Sciences, Oncode Institute, Radboud University Nijmegen, Nijmegen, The Netherlands
- The Netherlands Cancer Institute, Amsterdam, The Netherlands
| | | | - Christian L Müller
- Institute of Computational Biology, Helmholtz Zentrum München, Neuherberg, Germany
- Department of Statistics, Ludwig Maximilian University Munich, Munich, Germany
- Center for Computational Mathematics, Flatiron Institute, New York, NY, USA
| | - Peter A DiMaggio
- Department of Chemical Engineering, Imperial College London, London, UK
| | - Ole N Jensen
- VILLUM Center for Bioanalytical Sciences and Department of Biochemistry and Molecular Biology, University of Southern Denmark, Odense, Denmark
| | - Robert Schneider
- Institute of Functional Epigenetics, Helmholtz Zentrum München, Neuherberg, Germany
- Faculty of Biology, Ludwig Maximilian University Munich, Martinsried, Germany
- German Center for Diabetes Research (DZD), Neuherberg, Germany
| | - Till Bartke
- Institute of Functional Epigenetics, Helmholtz Zentrum München, Neuherberg, Germany.
- MRC Laboratory of Medical Sciences (LMS), London, UK.
- Institute of Clinical Sciences (ICS), Faculty of Medicine, Imperial College London, London, UK.
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4
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Suo C, Polanski K, Dann E, Lindeboom RGH, Vilarrasa-Blasi R, Vento-Tormo R, Haniffa M, Meyer KB, Dratva LM, Tuong ZK, Clatworthy MR, Teichmann SA. Dandelion uses the single-cell adaptive immune receptor repertoire to explore lymphocyte developmental origins. Nat Biotechnol 2024; 42:40-51. [PMID: 37055623 PMCID: PMC10791579 DOI: 10.1038/s41587-023-01734-7] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [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: 11/18/2022] [Accepted: 03/07/2023] [Indexed: 04/15/2023]
Abstract
Assessment of single-cell gene expression (single-cell RNA sequencing) and adaptive immune receptor (AIR) sequencing (scVDJ-seq) has been invaluable in studying lymphocyte biology. Here we introduce Dandelion, a computational pipeline for scVDJ-seq analysis. It enables the application of standard V(D)J analysis workflows to single-cell datasets, delivering improved V(D)J contig annotation and the identification of nonproductive and partially spliced contigs. We devised a strategy to create an AIR feature space that can be used for both differential V(D)J usage analysis and pseudotime trajectory inference. The application of Dandelion improved the alignment of human thymic development trajectories of double-positive T cells to mature single-positive CD4/CD8 T cells, generating predictions of factors regulating lineage commitment. Dandelion analysis of other cell compartments provided insights into the origins of human B1 cells and ILC/NK cell development, illustrating the power of our approach. Dandelion is available at https://www.github.com/zktuong/dandelion .
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Affiliation(s)
- Chenqu Suo
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
- Department of Paediatrics, Cambridge University Hospitals, Cambridge, UK
| | | | - Emma Dann
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
| | | | | | | | - Muzlifah Haniffa
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
- Biosciences Institute, Newcastle University, Newcastle upon Tyne, UK
- Department of Dermatology and NIHR Newcastle Biomedical Research Centre, Newcastle upon Tyne Hospitals NHS Foundation Trust, Newcastle upon Tyne, UK
| | - Kerstin B Meyer
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
| | - Lisa M Dratva
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
| | - Zewen Kelvin Tuong
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK.
- Molecular Immunity Unit, Department of Medicine, University of Cambridge, Cambridge, UK.
- Frazer Institute, Faculty of Medicine, The University of Queensland, Brisbane, Queensland, Australia.
- Ian Frazer Centre for Children's Immunotherapy Research, Child Health Research Centre, Faculty of Medicine, The University of Queensland, Brisbane, Queensland, Australia.
| | - Menna R Clatworthy
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK.
- Molecular Immunity Unit, Department of Medicine, University of Cambridge, Cambridge, UK.
| | - Sarah A Teichmann
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK.
- Theory of Condensed Matter, Cavendish Laboratory, Department of Physics, University of Cambridge, Cambridge, UK.
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5
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Rother N, Yanginlar C, Prévot G, Jonkman I, Jacobs M, van Leent MMT, van Heck J, Matzaraki V, Azzun A, Morla-Folch J, Ranzenigo A, Wang W, van der Meel R, Fayad ZA, Riksen NP, Hilbrands LB, Lindeboom RGH, Martens JHA, Vermeulen M, Joosten LAB, Netea MG, Mulder WJM, van der Vlag J, Teunissen AJP, Duivenvoorden R. Acid ceramidase regulates innate immune memory. Cell Rep 2023; 42:113458. [PMID: 37995184 DOI: 10.1016/j.celrep.2023.113458] [Citation(s) in RCA: 0] [Impact Index Per Article: 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: 01/27/2023] [Revised: 09/04/2023] [Accepted: 11/02/2023] [Indexed: 11/25/2023] Open
Abstract
Innate immune memory, also called "trained immunity," is a functional state of myeloid cells enabling enhanced immune responses. This phenomenon is important for host defense, but also plays a role in various immune-mediated conditions. We show that exogenously administered sphingolipids and inhibition of sphingolipid metabolizing enzymes modulate trained immunity. In particular, we reveal that acid ceramidase, an enzyme that converts ceramide to sphingosine, is a potent regulator of trained immunity. We show that acid ceramidase regulates the transcription of histone-modifying enzymes, resulting in profound changes in histone 3 lysine 27 acetylation and histone 3 lysine 4 trimethylation. We confirm our findings by identifying single-nucleotide polymorphisms in the region of ASAH1, the gene encoding acid ceramidase, that are associated with the trained immunity cytokine response. Our findings reveal an immunomodulatory effect of sphingolipids and identify acid ceramidase as a relevant therapeutic target to modulate trained immunity responses in innate immune-driven disorders.
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Affiliation(s)
- Nils Rother
- Department of Nephrology, Research Institute for Medical Innovation, Radboud University Medical Center, Nijmegen, the Netherlands
| | - Cansu Yanginlar
- Department of Nephrology, Research Institute for Medical Innovation, Radboud University Medical Center, Nijmegen, the Netherlands
| | - Geoffrey Prévot
- Biomolecular Engineering and Imaging Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Inge Jonkman
- Department of Nephrology, Research Institute for Medical Innovation, Radboud University Medical Center, Nijmegen, the Netherlands
| | - Maaike Jacobs
- Department of Nephrology, Research Institute for Medical Innovation, Radboud University Medical Center, Nijmegen, the Netherlands
| | - Mandy M T van Leent
- Biomolecular Engineering and Imaging Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Cardiovascular Research Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Department of Medical Biochemistry, Amsterdam University Medical Centers, Amsterdam, the Netherlands
| | - Julia van Heck
- Department of Internal Medicine and Radboud Center for Infectious Diseases, Radboud University Medical Center, Nijmegen, the Netherlands
| | - Vasiliki Matzaraki
- Department of Internal Medicine and Radboud Center for Infectious Diseases, Radboud University Medical Center, Nijmegen, the Netherlands
| | - Anthony Azzun
- Biomolecular Engineering and Imaging Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Judit Morla-Folch
- Biomolecular Engineering and Imaging Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Cardiovascular Research Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Anna Ranzenigo
- Biomolecular Engineering and Imaging Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Cardiovascular Research Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - William Wang
- Biomolecular Engineering and Imaging Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Cardiovascular Research Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Roy van der Meel
- Laboratory of Chemical Biology, Department of Biomedical Engineering and Institute for Complex Molecular Systems, Eindhoven University of Technology, Eindhoven, the Netherlands
| | - Zahi A Fayad
- Biomolecular Engineering and Imaging Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Cardiovascular Research Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Niels P Riksen
- Department of Internal Medicine and Radboud Center for Infectious Diseases, Radboud University Medical Center, Nijmegen, the Netherlands
| | - Luuk B Hilbrands
- Department of Nephrology, Research Institute for Medical Innovation, Radboud University Medical Center, Nijmegen, the Netherlands
| | - Rik G H Lindeboom
- Department of Molecular Biology, Faculty of Science, Oncode Institute, Radboud University Nijmegen, Nijmegen, the Netherlands
| | - Joost H A Martens
- Department of Molecular Biology, Faculty of Science, Oncode Institute, Radboud University Nijmegen, Nijmegen, the Netherlands
| | - Michiel Vermeulen
- Department of Molecular Biology, Faculty of Science, Oncode Institute, Radboud University Nijmegen, Nijmegen, the Netherlands
| | - Leo A B Joosten
- Department of Internal Medicine and Radboud Center for Infectious Diseases, Radboud University Medical Center, Nijmegen, the Netherlands; Department of Medical Genetics, University of Medicine and Pharmacy, Iuliu Haţieganu, Cluj-Napoca, Romania
| | - Mihai G Netea
- Department of Internal Medicine and Radboud Center for Infectious Diseases, Radboud University Medical Center, Nijmegen, the Netherlands; Department of Immunology and Metabolism, Life and Medical Sciences Institute, University of Bonn, Bonn, Germany
| | - Willem J M Mulder
- Department of Internal Medicine and Radboud Center for Infectious Diseases, Radboud University Medical Center, Nijmegen, the Netherlands; Laboratory of Chemical Biology, Department of Biomedical Engineering and Institute for Complex Molecular Systems, Eindhoven University of Technology, Eindhoven, the Netherlands
| | - Johan van der Vlag
- Department of Nephrology, Research Institute for Medical Innovation, Radboud University Medical Center, Nijmegen, the Netherlands
| | - Abraham J P Teunissen
- Biomolecular Engineering and Imaging Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Cardiovascular Research Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Icahn Genomics Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Raphaël Duivenvoorden
- Department of Nephrology, Research Institute for Medical Innovation, Radboud University Medical Center, Nijmegen, the Netherlands; Biomolecular Engineering and Imaging Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
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6
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Barnes JL, Yoshida M, He P, Worlock KB, Lindeboom RGH, Suo C, Pett JP, Wilbrey-Clark A, Dann E, Mamanova L, Richardson L, Polanski K, Pennycuick A, Allen-Hyttinen J, Herczeg IT, Arzili R, Hynds RE, Teixeira VH, Haniffa M, Lim K, Sun D, Rawlins EL, Oliver AJ, Lyons PA, Marioni JC, Ruhrberg C, Tuong ZK, Clatworthy MR, Reading JL, Janes SM, Teichmann SA, Meyer KB, Nikolić MZ. Early human lung immune cell development and its role in epithelial cell fate. Sci Immunol 2023; 8:eadf9988. [PMID: 38100545 PMCID: PMC7615868 DOI: 10.1126/sciimmunol.adf9988] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/27/2022] [Accepted: 11/03/2023] [Indexed: 12/17/2023]
Abstract
Studies of human lung development have focused on epithelial and mesenchymal cell types and function, but much less is known about the developing lung immune cells, even though the airways are a major site of mucosal immunity after birth. An unanswered question is whether tissue-resident immune cells play a role in shaping the tissue as it develops in utero. Here, we profiled human embryonic and fetal lung immune cells using scRNA-seq, smFISH, and immunohistochemistry. At the embryonic stage, we observed an early wave of innate immune cells, including innate lymphoid cells, natural killer cells, myeloid cells, and lineage progenitors. By the canalicular stage, we detected naive T lymphocytes expressing high levels of cytotoxicity genes and the presence of mature B lymphocytes, including B-1 cells. Our analysis suggests that fetal lungs provide a niche for full B cell maturation. Given the presence and diversity of immune cells during development, we also investigated their possible effect on epithelial maturation. We found that IL-1β drives epithelial progenitor exit from self-renewal and differentiation to basal cells in vitro. In vivo, IL-1β-producing myeloid cells were found throughout the lung and adjacent to epithelial tips, suggesting that immune cells may direct human lung epithelial development.
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Affiliation(s)
- Josephine L Barnes
- UCL Respiratory, Division of Medicine, University College London, London, UK
| | - Masahiro Yoshida
- UCL Respiratory, Division of Medicine, University College London, London, UK
- Division of Respiratory Diseases, Department of Internal Medicine, Jikei University School of Medicine, Tokyo, Japan
| | - Peng He
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
- European Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Cambridge, UK
| | - Kaylee B Worlock
- UCL Respiratory, Division of Medicine, University College London, London, UK
| | - Rik G H Lindeboom
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
- Netherlands Cancer Institute, Amsterdam, Netherlands
| | - Chenqu Suo
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
| | - J Patrick Pett
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
| | | | - Emma Dann
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
| | - Lira Mamanova
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
- Enhanc3D Genomics Ltd, Cambridge, UK
| | - Laura Richardson
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
| | | | - Adam Pennycuick
- UCL Respiratory, Division of Medicine, University College London, London, UK
| | | | - Iván T Herczeg
- UCL Respiratory, Division of Medicine, University College London, London, UK
| | - Romina Arzili
- UCL Respiratory, Division of Medicine, University College London, London, UK
| | - Robert E Hynds
- Epithelial Cell Biology in ENT Research (EpiCENTR) Group, Developmental Biology and Cancer Department, Great Ormond Street UCL Institute of Child Health, University College London, London, UK
- CRUK Lung Cancer Centre Of Excellence, UCL Cancer Institute, University College London, London, UK
| | - Vitor H Teixeira
- UCL Respiratory, Division of Medicine, University College London, London, UK
| | - Muzlifah Haniffa
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
- Biosciences Institute, Newcastle University, Newcastle upon Tyne, UK
- Department of Dermatology and NIHR Newcastle Biomedical Research Centre, Newcastle Hospitals NHS Foundation Trust, Newcastle upon Tyne, UK
| | - Kyungtae Lim
- Wellcome Trust/CRUK Gurdon Institute and Department of Physiology, Development and Neuroscience, University of Cambridge, Cambridge, UK
- Department of Life Sciences, Korea University, Seoul, Republic of Korea
| | - Dawei Sun
- Wellcome Trust/CRUK Gurdon Institute and Department of Physiology, Development and Neuroscience, University of Cambridge, Cambridge, UK
| | - Emma L Rawlins
- Wellcome Trust/CRUK Gurdon Institute and Department of Physiology, Development and Neuroscience, University of Cambridge, Cambridge, UK
| | - Amanda J Oliver
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
| | - Paul A Lyons
- Department of Medicine, University of Cambridge, Cambridge Biomedical Campus, Cambridge, UK
- Cambridge Institute of Therapeutic Immunology and Infectious Disease, Jeffrey Cheah Biomedical Centre, Cambridge Biomedical Campus, Cambridge, UK
| | - John C Marioni
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
- European Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Cambridge, UK
- CRUK Cambridge Institute, University of Cambridge, Cambridge, UK
| | | | - Zewen Kelvin Tuong
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
- Department of Medicine, University of Cambridge, Cambridge Biomedical Campus, Cambridge, UK
- Ian Frazer Centre for Children's Immunotherapy Research, Child Health Research Centre, Faculty of Medicine, University of Queensland, Brisbane, QLD, Australia
| | - Menna R Clatworthy
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
- Department of Medicine, University of Cambridge, Cambridge Biomedical Campus, Cambridge, UK
| | - James L Reading
- CRUK Lung Cancer Centre Of Excellence, UCL Cancer Institute, University College London, London, UK
- Tumour Immunodynamics and Interception Laboratory, Cancer Institute, University College London, London, UK
| | - Sam M Janes
- UCL Respiratory, Division of Medicine, University College London, London, UK
- CRUK Lung Cancer Centre Of Excellence, UCL Cancer Institute, University College London, London, UK
- University College London Hospitals NHS Foundation Trust, London, UK
| | - Sarah A Teichmann
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
- Department of Dermatology and NIHR Newcastle Biomedical Research Centre, Newcastle Hospitals NHS Foundation Trust, Newcastle upon Tyne, UK
- Department of Physics/Cavendish Laboratory, University of Cambridge, Cambridge, UK
| | - Kerstin B Meyer
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
| | - Marko Z Nikolić
- UCL Respiratory, Division of Medicine, University College London, London, UK
- University College London Hospitals NHS Foundation Trust, London, UK
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7
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Neikes HK, Kliza KW, Gräwe C, Wester RA, Jansen PWTC, Lamers LA, Baltissen MP, van Heeringen SJ, Logie C, Teichmann SA, Lindeboom RGH, Vermeulen M. Quantification of absolute transcription factor binding affinities in the native chromatin context using BANC-seq. Nat Biotechnol 2023; 41:1801-1809. [PMID: 36973556 DOI: 10.1038/s41587-023-01715-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2022] [Accepted: 02/16/2023] [Indexed: 03/29/2023]
Abstract
Transcription factor binding across the genome is regulated by DNA sequence and chromatin features. However, it is not yet possible to quantify the impact of chromatin context on transcription factor binding affinities. Here, we report a method called binding affinities to native chromatin by sequencing (BANC-seq) to determine absolute apparent binding affinities of transcription factors to native DNA across the genome. In BANC-seq, a concentration range of a tagged transcription factor is added to isolated nuclei. Concentration-dependent binding is then measured per sample to quantify apparent binding affinities across the genome. BANC-seq adds a quantitative dimension to transcription factor biology, which enables stratification of genomic targets based on transcription factor concentration and prediction of transcription factor binding sites under non-physiological conditions, such as disease-associated overexpression of (onco)genes. Notably, whereas consensus DNA binding motifs for transcription factors are important to establish high-affinity binding sites, these motifs are not always strictly required to generate nanomolar-affinity interactions in the genome.
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Affiliation(s)
- Hannah K Neikes
- Department of Molecular Biology, Faculty of Science, Radboud Institute for Molecular Life Sciences, Oncode Institute, Radboud University Nijmegen, Nijmegen, the Netherlands
| | - Katarzyna W Kliza
- Department of Molecular Biology, Faculty of Science, Radboud Institute for Molecular Life Sciences, Oncode Institute, Radboud University Nijmegen, Nijmegen, the Netherlands
| | - Cathrin Gräwe
- Department of Molecular Biology, Faculty of Science, Radboud Institute for Molecular Life Sciences, Oncode Institute, Radboud University Nijmegen, Nijmegen, the Netherlands
| | - Roelof A Wester
- Department of Molecular Biology, Faculty of Science, Radboud Institute for Molecular Life Sciences, Oncode Institute, Radboud University Nijmegen, Nijmegen, the Netherlands
| | - Pascal W T C Jansen
- Department of Molecular Biology, Faculty of Science, Radboud Institute for Molecular Life Sciences, Oncode Institute, Radboud University Nijmegen, Nijmegen, the Netherlands
| | - Lieke A Lamers
- Department of Molecular Biology, Faculty of Science, Radboud Institute for Molecular Life Sciences, Oncode Institute, Radboud University Nijmegen, Nijmegen, the Netherlands
| | - Marijke P Baltissen
- Department of Molecular Biology, Faculty of Science, Radboud Institute for Molecular Life Sciences, Oncode Institute, Radboud University Nijmegen, Nijmegen, the Netherlands
| | - Simon J van Heeringen
- Department of Molecular Developmental Biology, Faculty of Science, Radboud Institute for Molecular Life Sciences, Radboud University Nijmegen, Nijmegen, the Netherlands
| | - Colin Logie
- Department of Molecular Biology, Faculty of Science, Radboud Institute for Molecular Life Sciences, Radboud University Nijmegen, Nijmegen, the Netherlands
| | | | - Rik G H Lindeboom
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK.
- The Netherlands Cancer Institute, Amsterdam, the Netherlands.
| | - Michiel Vermeulen
- Department of Molecular Biology, Faculty of Science, Radboud Institute for Molecular Life Sciences, Oncode Institute, Radboud University Nijmegen, Nijmegen, the Netherlands.
- The Netherlands Cancer Institute, Amsterdam, the Netherlands.
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8
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Achinger-Kawecka J, Correa S, Hu J, Li G, Lindeboom RGH, Misale S, Monkkonen T, Nirmal AJ, Prekovic S, Sinha S, Trigos AS, Watson CJ. The 2023 generation. Nat Cancer 2023; 4:1630-1635. [PMID: 38102362 DOI: 10.1038/s43018-023-00681-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/17/2023]
Affiliation(s)
- Joanna Achinger-Kawecka
- Cancer Ecosystems Program, Garvan Institute of Medical Research, Sydney, New South Wales, Australia.
- School of Clinical Medicine, Faculty of Medicine and Health, University of New South Wales Sydney, Sydney, New South Wales, Australia.
| | - Santiago Correa
- Department of Biomedical Engineering, Herbert Irving Comprehensive Cancer Center, Columbia University, New York, NY, USA.
| | - Jing Hu
- School of Life Sciences, Peking University, Beijing, China.
- Peking-Tsinghua Center for Life Sciences, Peking University, Beijing, China.
| | - Gaopeng Li
- Institute of Translational Medicine, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China.
| | | | - Sandra Misale
- Johns Hopkins University School of Medicine, Baltimore, MD, USA.
| | | | - Ajit J Nirmal
- Department of Dermatology, Brigham and Women's Hospital, Boston, MA, USA.
- Harvard Medical School, Boston, MA, USA.
| | - Stefan Prekovic
- Center for Molecular Medicine, University Medical Center Utrecht, Utrecht, The Netherlands.
| | - Sanju Sinha
- Sanford Burnham Prebys Medical Discovery Institute, San Diego, CA, USA.
| | - Anna S Trigos
- Peter MacCallum Cancer Centre, Melbourne, Victoria, Australia.
- Sir Peter MacCallum Department of Oncology, The University of Melbourne, Melbourne, Victoria, Australia.
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9
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Guo SA, Bowyer GS, Ferdinand JR, Maes M, Tuong ZK, Gillman E, Liao M, Lindeboom RGH, Yoshida M, Worlock K, Gopee H, Stephenson E, Gao CA, Lyons PA, Smith KGC, Haniffa M, Meyer KB, Nikolić MZ, Zhang Z, Wunderink RG, Misharin AV, Dougan G, Navapurkar V, Teichmann SA, Conway Morris A, Clatworthy MR. Obesity Is Associated with Attenuated Tissue Immunity in COVID-19. Am J Respir Crit Care Med 2023; 207:566-576. [PMID: 36095143 PMCID: PMC10870921 DOI: 10.1164/rccm.202204-0751oc] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [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: 04/20/2022] [Accepted: 09/12/2022] [Indexed: 02/03/2023] Open
Abstract
Rationale: Obesity affects 40% of U.S. adults, is associated with a proinflammatory state, and presents a significant risk factor for the development of severe coronavirus disease (COVID-19). To date, there is limited information on how obesity might affect immune cell responses in severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) infection. Objectives: To determine the impact of obesity on respiratory tract immunity in COVID-19 across the human lifespan. Methods: We analyzed single-cell transcriptomes from BAL in three ventilated adult cohorts with (n = 24) or without (n = 9) COVID-19 from nasal immune cells in children with (n = 14) or without (n = 19) COVID-19, and from peripheral blood mononuclear cells in an independent adult COVID-19 cohort (n = 42), comparing obese and nonobese subjects. Measurements and Main Results: Surprisingly, we found that obese adult subjects had attenuated lung immune or inflammatory responses in SARS-CoV-2 infection, with decreased expression of IFN-α, IFN-γ, and TNF-α (tumor necrosis factor α) response gene signatures in almost all lung epithelial and immune cell subsets, and lower expression of IFNG and TNF in specific lung immune cells. Peripheral blood immune cells in an independent adult cohort showed a similar but less marked reduction in type-I IFN and IFNγ response genes, as well as decreased serum IFNα, in obese patients with SARS-CoV-2. Nasal immune cells from obese children with COVID-19 also showed reduced enrichment of IFN-α and IFN-γ response genes. Conclusions: These findings show blunted tissue immune responses in obese patients with COVID-19, with implications for treatment stratification, supporting the specific application of inhaled recombinant type-I IFNs in this vulnerable subset.
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Affiliation(s)
- Shuang A. Guo
- Molecular Immunity Unit
- Cambridge Institute for Therapeutic Immunology and Infectious Disease
- Department of Medicine, Cambridge Biomedical Campus
- Cellular Genetics, Wellcome Sanger Institute, Hinxton, United Kingdom
| | - Georgina S. Bowyer
- Molecular Immunity Unit
- Cambridge Institute for Therapeutic Immunology and Infectious Disease
- Department of Medicine, Cambridge Biomedical Campus
| | - John R. Ferdinand
- Molecular Immunity Unit
- Cambridge Institute for Therapeutic Immunology and Infectious Disease
- Department of Medicine, Cambridge Biomedical Campus
| | - Mailis Maes
- Cambridge Institute for Therapeutic Immunology and Infectious Disease
- Department of Medicine, Cambridge Biomedical Campus
| | - Zewen K. Tuong
- Molecular Immunity Unit
- Cambridge Institute for Therapeutic Immunology and Infectious Disease
- Department of Medicine, Cambridge Biomedical Campus
- Cellular Genetics, Wellcome Sanger Institute, Hinxton, United Kingdom
| | - Eleanor Gillman
- Molecular Immunity Unit
- Cambridge Institute for Therapeutic Immunology and Infectious Disease
- Department of Medicine, Cambridge Biomedical Campus
| | - Mingfeng Liao
- Institute for Hepatology, National Clinical Research Center for Infectious Disease, Shenzhen Third People’s Hospital, Shenzhen, China
| | | | - Masahiro Yoshida
- UCL Respiratory, Division of Medicine, University College London, London, United Kingdom
| | - Kaylee Worlock
- UCL Respiratory, Division of Medicine, University College London, London, United Kingdom
| | - Hudaa Gopee
- Biosciences Institute, Newcastle University, Newcastle upon Tyne, United Kingdom
| | - Emily Stephenson
- Biosciences Institute, Newcastle University, Newcastle upon Tyne, United Kingdom
| | - Catherine A. Gao
- Division of Pulmonary and Critical Care Medicine, Department of Medicine, Feinberg School of Medicine, Northwestern University, Chicago, Illinois
| | - Paul A. Lyons
- Cambridge Institute for Therapeutic Immunology and Infectious Disease
- Department of Medicine, Cambridge Biomedical Campus
- NIHR Cambridge Biomedical Research Centre, Cambridge, United Kingdom; and
| | - Kenneth G. C. Smith
- Cambridge Institute for Therapeutic Immunology and Infectious Disease
- Department of Medicine, Cambridge Biomedical Campus
- NIHR Cambridge Biomedical Research Centre, Cambridge, United Kingdom; and
| | - Muzlifah Haniffa
- Cellular Genetics, Wellcome Sanger Institute, Hinxton, United Kingdom
- Biosciences Institute, Newcastle University, Newcastle upon Tyne, United Kingdom
| | - Kerstin B. Meyer
- Cellular Genetics, Wellcome Sanger Institute, Hinxton, United Kingdom
| | - Marko Z. Nikolić
- UCL Respiratory, Division of Medicine, University College London, London, United Kingdom
| | - Zheng Zhang
- Institute for Hepatology, National Clinical Research Center for Infectious Disease, Shenzhen Third People’s Hospital, Shenzhen, China
| | - Richard G. Wunderink
- Division of Pulmonary and Critical Care Medicine, Department of Medicine, Feinberg School of Medicine, Northwestern University, Chicago, Illinois
| | - Alexander V. Misharin
- Division of Pulmonary and Critical Care Medicine, Department of Medicine, Feinberg School of Medicine, Northwestern University, Chicago, Illinois
| | - Gordon Dougan
- Cambridge Institute for Therapeutic Immunology and Infectious Disease
- Department of Medicine, Cambridge Biomedical Campus
- NIHR Cambridge Biomedical Research Centre, Cambridge, United Kingdom; and
| | - Vilas Navapurkar
- John V. Farman Intensive Care Unit, Addenbrooke’s Hospital, Cambridge University Hospitals NHS Foundation Trust, Cambridge, United Kingdom
| | | | - Andrew Conway Morris
- Division of Anaesthesia, Department of Medicine
- Division of Immunology, Department of Pathology, Jeffrey Cheah Biomedical Centre, University of Cambridge, Cambridge, United Kingdom
- John V. Farman Intensive Care Unit, Addenbrooke’s Hospital, Cambridge University Hospitals NHS Foundation Trust, Cambridge, United Kingdom
| | - Menna R. Clatworthy
- Molecular Immunity Unit
- Cambridge Institute for Therapeutic Immunology and Infectious Disease
- Department of Medicine, Cambridge Biomedical Campus
- Cellular Genetics, Wellcome Sanger Institute, Hinxton, United Kingdom
- NIHR Cambridge Biomedical Research Centre, Cambridge, United Kingdom; and
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10
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Madissoon E, Oliver AJ, Kleshchevnikov V, Wilbrey-Clark A, Polanski K, Richoz N, Ribeiro Orsi A, Mamanova L, Bolt L, Elmentaite R, Pett JP, Huang N, Xu C, He P, Dabrowska M, Pritchard S, Tuck L, Prigmore E, Perera S, Knights A, Oszlanczi A, Hunter A, Vieira SF, Patel M, Lindeboom RGH, Campos LS, Matsuo K, Nakayama T, Yoshida M, Worlock KB, Nikolić MZ, Georgakopoulos N, Mahbubani KT, Saeb-Parsy K, Bayraktar OA, Clatworthy MR, Stegle O, Kumasaka N, Teichmann SA, Meyer KB. A spatially resolved atlas of the human lung characterizes a gland-associated immune niche. Nat Genet 2023; 55:66-77. [PMID: 36543915 PMCID: PMC9839452 DOI: 10.1038/s41588-022-01243-4] [Citation(s) in RCA: 30] [Impact Index Per Article: 30.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/26/2022] [Accepted: 10/25/2022] [Indexed: 12/24/2022]
Abstract
Single-cell transcriptomics has allowed unprecedented resolution of cell types/states in the human lung, but their spatial context is less well defined. To (re)define tissue architecture of lung and airways, we profiled five proximal-to-distal locations of healthy human lungs in depth using multi-omic single cell/nuclei and spatial transcriptomics (queryable at lungcellatlas.org ). Using computational data integration and analysis, we extend beyond the suspension cell paradigm and discover macro and micro-anatomical tissue compartments including previously unannotated cell types in the epithelial, vascular, stromal and nerve bundle micro-environments. We identify and implicate peribronchial fibroblasts in lung disease. Importantly, we discover and validate a survival niche for IgA plasma cells in the airway submucosal glands (SMG). We show that gland epithelial cells recruit B cells and IgA plasma cells, and promote longevity and antibody secretion locally through expression of CCL28, APRIL and IL-6. This new 'gland-associated immune niche' has implications for respiratory health.
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Affiliation(s)
- Elo Madissoon
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
- European Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Trust Genome Campus, Cambridge, UK
| | - Amanda J Oliver
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
| | | | | | | | - Nathan Richoz
- Molecular Immunity Unit, University of Cambridge Department of Medicine, MRC Laboratory of Molecular Biology, Francis Crick Ave, Cambridge, UK
| | - Ana Ribeiro Orsi
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
- Department of Genetics and Evolutionary Biology, Institute of Biosciences, University of São Paulo, São Paulo, Brazil
| | - Lira Mamanova
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
| | - Liam Bolt
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
| | - Rasa Elmentaite
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
| | - J Patrick Pett
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
| | - Ni Huang
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
| | - Chuan Xu
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
| | - Peng He
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
- European Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Trust Genome Campus, Cambridge, UK
| | - Monika Dabrowska
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
| | - Sophie Pritchard
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
| | - Liz Tuck
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
| | - Elena Prigmore
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
| | - Shani Perera
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
| | - Andrew Knights
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
| | - Agnes Oszlanczi
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
| | - Adam Hunter
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
| | - Sara F Vieira
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
| | - Minal Patel
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
| | | | - Lia S Campos
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
| | | | | | - Masahiro Yoshida
- UCL Respiratory, Division of Medicine, University College London Hospitals NHS Foundation Trust, London, UK
| | - Kaylee B Worlock
- UCL Respiratory, Division of Medicine, University College London Hospitals NHS Foundation Trust, London, UK
| | - Marko Z Nikolić
- UCL Respiratory, Division of Medicine, University College London Hospitals NHS Foundation Trust, London, UK
| | - Nikitas Georgakopoulos
- Department of Surgery, University of Cambridge, and Cambridge NIHR Biomedical Research Centre, Cambridge, UK
| | - Krishnaa T Mahbubani
- Department of Surgery, University of Cambridge, and Cambridge NIHR Biomedical Research Centre, Cambridge, UK
| | - Kourosh Saeb-Parsy
- Department of Surgery, University of Cambridge, and Cambridge NIHR Biomedical Research Centre, Cambridge, UK
| | | | - Menna R Clatworthy
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
- Molecular Immunity Unit, University of Cambridge Department of Medicine, MRC Laboratory of Molecular Biology, Francis Crick Ave, Cambridge, UK
| | - Oliver Stegle
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
- European Molecular Biology Laboratory (EMBL), Heidelberg, Germany
- Deutsches Krebsforschungszentrum (DKFZ), Heidelberg, Germany
| | | | - Sarah A Teichmann
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK.
- Theory of Condensed Matter, Cavendish Laboratory/Department of Physics, University of Cambridge, Cambridge, UK.
| | - Kerstin B Meyer
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK.
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11
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Yoshida M, Worlock KB, Huang N, Lindeboom RGH, Butler CR, Kumasaka N, Dominguez Conde C, Mamanova L, Bolt L, Richardson L, Polanski K, Madissoon E, Barnes JL, Allen-Hyttinen J, Kilich E, Jones BC, de Wilton A, Wilbrey-Clark A, Sungnak W, Pett JP, Weller J, Prigmore E, Yung H, Mehta P, Saleh A, Saigal A, Chu V, Cohen JM, Cane C, Iordanidou A, Shibuya S, Reuschl AK, Herczeg IT, Argento AC, Wunderink RG, Smith SB, Poor TA, Gao CA, Dematte JE, Reynolds G, Haniffa M, Bowyer GS, Coates M, Clatworthy MR, Calero-Nieto FJ, Göttgens B, O'Callaghan C, Sebire NJ, Jolly C, De Coppi P, Smith CM, Misharin AV, Janes SM, Teichmann SA, Nikolić MZ, Meyer KB. Local and systemic responses to SARS-CoV-2 infection in children and adults. Nature 2022; 602:321-327. [PMID: 34937051 PMCID: PMC8828466 DOI: 10.1038/s41586-021-04345-x] [Citation(s) in RCA: 147] [Impact Index Per Article: 73.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2021] [Accepted: 12/14/2021] [Indexed: 02/03/2023]
Abstract
It is not fully understood why COVID-19 is typically milder in children1-3. Here, to examine the differences between children and adults in their response to SARS-CoV-2 infection, we analysed paediatric and adult patients with COVID-19 as well as healthy control individuals (total n = 93) using single-cell multi-omic profiling of matched nasal, tracheal, bronchial and blood samples. In the airways of healthy paediatric individuals, we observed cells that were already in an interferon-activated state, which after SARS-CoV-2 infection was further induced especially in airway immune cells. We postulate that higher paediatric innate interferon responses restrict viral replication and disease progression. The systemic response in children was characterized by increases in naive lymphocytes and a depletion of natural killer cells, whereas, in adults, cytotoxic T cells and interferon-stimulated subpopulations were significantly increased. We provide evidence that dendritic cells initiate interferon signalling in early infection, and identify epithelial cell states associated with COVID-19 and age. Our matching nasal and blood data show a strong interferon response in the airways with the induction of systemic interferon-stimulated populations, which were substantially reduced in paediatric patients. Together, we provide several mechanisms that explain the milder clinical syndrome observed in children.
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Affiliation(s)
- Masahiro Yoshida
- UCL Respiratory, Division of Medicine, University College London, London, UK
- Division of Respiratory Diseases, Department of Internal Medicine, Jikei University School of Medicine, Tokyo, Japan
| | - Kaylee B Worlock
- UCL Respiratory, Division of Medicine, University College London, London, UK
| | - Ni Huang
- Wellcome Sanger Institute, Cambridge, UK
| | | | - Colin R Butler
- NIHR Great Ormond Street BRC and UCL Institute of Child Health, London, UK
- Great Ormond Street Hospital for Children NHS Foundation Trust, London, UK
| | | | | | | | - Liam Bolt
- Wellcome Sanger Institute, Cambridge, UK
| | | | | | - Elo Madissoon
- Wellcome Sanger Institute, Cambridge, UK
- European Molecular Biology Laboratory, European Bioinformatics Institute, Cambridge, UK
| | - Josephine L Barnes
- UCL Respiratory, Division of Medicine, University College London, London, UK
| | | | - Eliz Kilich
- University College London Hospitals NHS Foundation Trust, London, UK
| | - Brendan C Jones
- NIHR Great Ormond Street BRC and UCL Institute of Child Health, London, UK
- Great Ormond Street Hospital for Children NHS Foundation Trust, London, UK
| | - Angus de Wilton
- University College London Hospitals NHS Foundation Trust, London, UK
| | | | | | | | | | | | - Henry Yung
- UCL Respiratory, Division of Medicine, University College London, London, UK
- University College London Hospitals NHS Foundation Trust, London, UK
| | - Puja Mehta
- UCL Respiratory, Division of Medicine, University College London, London, UK
- University College London Hospitals NHS Foundation Trust, London, UK
| | - Aarash Saleh
- Royal Free Hospital NHS Foundation Trust, London, UK
| | - Anita Saigal
- Royal Free Hospital NHS Foundation Trust, London, UK
| | - Vivian Chu
- Royal Free Hospital NHS Foundation Trust, London, UK
| | - Jonathan M Cohen
- University College London Hospitals NHS Foundation Trust, London, UK
| | - Clare Cane
- Royal Free Hospital NHS Foundation Trust, London, UK
| | | | - Soichi Shibuya
- NIHR Great Ormond Street BRC and UCL Institute of Child Health, London, UK
| | - Ann-Kathrin Reuschl
- UCL Division of Infection and Immunity, University College London, London, UK
| | - Iván T Herczeg
- UCL Respiratory, Division of Medicine, University College London, London, UK
| | - A Christine Argento
- Division of Pulmonary and Critical Care Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Richard G Wunderink
- Division of Pulmonary and Critical Care Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Sean B Smith
- Division of Pulmonary and Critical Care Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Taylor A Poor
- Division of Pulmonary and Critical Care Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Catherine A Gao
- Division of Pulmonary and Critical Care Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Jane E Dematte
- Division of Pulmonary and Critical Care Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Gary Reynolds
- Biosciences Institute, Newcastle University, Newcastle upon Tyne, UK
| | - Muzlifah Haniffa
- Wellcome Sanger Institute, Cambridge, UK
- Biosciences Institute, Newcastle University, Newcastle upon Tyne, UK
| | | | - Matthew Coates
- Department of Medicine, University of Cambridge, Cambridge, UK
- Cambridge University Hospitals NHS Foundation Trust, Cambridge, UK
| | - Menna R Clatworthy
- Wellcome Sanger Institute, Cambridge, UK
- Department of Medicine, University of Cambridge, Cambridge, UK
| | | | - Berthold Göttgens
- Wellcome, MRC Cambridge Stem Cell Institute, University of Cambridge, Cambridge, UK
| | - Christopher O'Callaghan
- NIHR Great Ormond Street BRC and UCL Institute of Child Health, London, UK
- Great Ormond Street Hospital for Children NHS Foundation Trust, London, UK
| | - Neil J Sebire
- NIHR Great Ormond Street BRC and UCL Institute of Child Health, London, UK
- Great Ormond Street Hospital for Children NHS Foundation Trust, London, UK
| | - Clare Jolly
- UCL Division of Infection and Immunity, University College London, London, UK
| | - Paolo De Coppi
- NIHR Great Ormond Street BRC and UCL Institute of Child Health, London, UK
- Great Ormond Street Hospital for Children NHS Foundation Trust, London, UK
| | - Claire M Smith
- NIHR Great Ormond Street BRC and UCL Institute of Child Health, London, UK
| | - Alexander V Misharin
- Division of Pulmonary and Critical Care Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Sam M Janes
- UCL Respiratory, Division of Medicine, University College London, London, UK
- University College London Hospitals NHS Foundation Trust, London, UK
| | - Sarah A Teichmann
- Wellcome Sanger Institute, Cambridge, UK
- Department of Physics, Cavendish Laboratory, University of Cambridge, Cambridge, UK
| | - Marko Z Nikolić
- UCL Respiratory, Division of Medicine, University College London, London, UK.
- University College London Hospitals NHS Foundation Trust, London, UK.
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Stephenson E, Reynolds G, Botting RA, Calero-Nieto FJ, Morgan MD, Tuong ZK, Bach K, Sungnak W, Worlock KB, Yoshida M, Kumasaka N, Kania K, Engelbert J, Olabi B, Spegarova JS, Wilson NK, Mende N, Jardine L, Gardner LCS, Goh I, Horsfall D, McGrath J, Webb S, Mather MW, Lindeboom RGH, Dann E, Huang N, Polanski K, Prigmore E, Gothe F, Scott J, Payne RP, Baker KF, Hanrath AT, Schim van der Loeff ICD, Barr AS, Sanchez-Gonzalez A, Bergamaschi L, Mescia F, Barnes JL, Kilich E, de Wilton A, Saigal A, Saleh A, Janes SM, Smith CM, Gopee N, Wilson C, Coupland P, Coxhead JM, Kiselev VY, van Dongen S, Bacardit J, King HW, Rostron AJ, Simpson AJ, Hambleton S, Laurenti E, Lyons PA, Meyer KB, Nikolić MZ, Duncan CJA, Smith KGC, Teichmann SA, Clatworthy MR, Marioni JC, Göttgens B, Haniffa M. Single-cell multi-omics analysis of the immune response in COVID-19. Nat Med 2021; 27:904-916. [PMID: 33879890 PMCID: PMC8121667 DOI: 10.1038/s41591-021-01329-2] [Citation(s) in RCA: 321] [Impact Index Per Article: 107.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/15/2021] [Accepted: 03/23/2021] [Indexed: 02/07/2023]
Abstract
Analysis of human blood immune cells provides insights into the coordinated response to viral infections such as severe acute respiratory syndrome coronavirus 2, which causes coronavirus disease 2019 (COVID-19). We performed single-cell transcriptome, surface proteome and T and B lymphocyte antigen receptor analyses of over 780,000 peripheral blood mononuclear cells from a cross-sectional cohort of 130 patients with varying severities of COVID-19. We identified expansion of nonclassical monocytes expressing complement transcripts (CD16+C1QA/B/C+) that sequester platelets and were predicted to replenish the alveolar macrophage pool in COVID-19. Early, uncommitted CD34+ hematopoietic stem/progenitor cells were primed toward megakaryopoiesis, accompanied by expanded megakaryocyte-committed progenitors and increased platelet activation. Clonally expanded CD8+ T cells and an increased ratio of CD8+ effector T cells to effector memory T cells characterized severe disease, while circulating follicular helper T cells accompanied mild disease. We observed a relative loss of IgA2 in symptomatic disease despite an overall expansion of plasmablasts and plasma cells. Our study highlights the coordinated immune response that contributes to COVID-19 pathogenesis and reveals discrete cellular components that can be targeted for therapy.
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Affiliation(s)
- Emily Stephenson
- Biosciences Institute, Newcastle University, Newcastle upon Tyne, UK
| | - Gary Reynolds
- Biosciences Institute, Newcastle University, Newcastle upon Tyne, UK
| | - Rachel A Botting
- Biosciences Institute, Newcastle University, Newcastle upon Tyne, UK
| | | | - Michael D Morgan
- European Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Cambridge, UK
- Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, UK
| | - Zewen Kelvin Tuong
- Molecular Immunity Unit, Department of Medicine, University of Cambridge, Cambridge, UK
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
| | - Karsten Bach
- European Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Cambridge, UK
- Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, UK
| | - Waradon Sungnak
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
| | - Kaylee B Worlock
- UCL Respiratory, Division of Medicine, University College London, London, UK
| | - Masahiro Yoshida
- UCL Respiratory, Division of Medicine, University College London, London, UK
| | | | - Katarzyna Kania
- Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, UK
| | - Justin Engelbert
- Biosciences Institute, Newcastle University, Newcastle upon Tyne, UK
| | - Bayanne Olabi
- Biosciences Institute, Newcastle University, Newcastle upon Tyne, UK
| | | | - Nicola K Wilson
- Wellcome - MRC Cambridge Stem Cell Institute, University of Cambridge, Cambridge, UK
| | - Nicole Mende
- Wellcome - MRC Cambridge Stem Cell Institute, University of Cambridge, Cambridge, UK
| | - Laura Jardine
- Biosciences Institute, Newcastle University, Newcastle upon Tyne, UK
| | - Louis C S Gardner
- Biosciences Institute, Newcastle University, Newcastle upon Tyne, UK
| | - Issac Goh
- Biosciences Institute, Newcastle University, Newcastle upon Tyne, UK
| | - Dave Horsfall
- Biosciences Institute, Newcastle University, Newcastle upon Tyne, UK
| | - Jim McGrath
- Biosciences Institute, Newcastle University, Newcastle upon Tyne, UK
| | - Simone Webb
- Biosciences Institute, Newcastle University, Newcastle upon Tyne, UK
| | - Michael W Mather
- Biosciences Institute, Newcastle University, Newcastle upon Tyne, UK
| | | | - Emma Dann
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
| | - Ni Huang
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
| | | | - Elena Prigmore
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
| | - Florian Gothe
- Translational and Clinical Research Institute, Newcastle University, Newcastle upon Tyne, UK
- Department of Pediatrics, Dr. von Hauner Children's Hospital, University Hospital, Ludwig-Maximilians-Universität Munich, Munich, Germany
| | - Jonathan Scott
- Translational and Clinical Research Institute, Newcastle University, Newcastle upon Tyne, UK
| | - Rebecca P Payne
- Translational and Clinical Research Institute, Newcastle University, Newcastle upon Tyne, UK
| | - Kenneth F Baker
- Translational and Clinical Research Institute, Newcastle University, Newcastle upon Tyne, UK
- NIHR Newcastle Biomedical Research Centre, Newcastle Hospitals NHS Foundation Trust, Newcastle upon Tyne, UK
| | - Aidan T Hanrath
- Translational and Clinical Research Institute, Newcastle University, Newcastle upon Tyne, UK
- Department of Infection and Tropical Medicine, Newcastle upon Tyne Hospitals NHS Foundation, Newcastle upon Tyne, UK
| | | | - Andrew S Barr
- Department of Infection and Tropical Medicine, Newcastle upon Tyne Hospitals NHS Foundation, Newcastle upon Tyne, UK
| | - Amada Sanchez-Gonzalez
- Department of Infection and Tropical Medicine, Newcastle upon Tyne Hospitals NHS Foundation, Newcastle upon Tyne, UK
| | - Laura Bergamaschi
- Cambridge Institute of Therapeutic Immunology and Infectious Disease, Jeffrey Cheah Biomedical Centre, Cambridge Biomedical Campus, Cambridge, UK
- Department of Medicine, University of Cambridge, Cambridge Biomedical Campus, Cambridge, UK
| | - Federica Mescia
- Cambridge Institute of Therapeutic Immunology and Infectious Disease, Jeffrey Cheah Biomedical Centre, Cambridge Biomedical Campus, Cambridge, UK
- Department of Medicine, University of Cambridge, Cambridge Biomedical Campus, Cambridge, UK
| | - Josephine L Barnes
- UCL Respiratory, Division of Medicine, University College London, London, UK
| | - Eliz Kilich
- University College London Hospitals NHS Foundation Trust, London, UK
| | - Angus de Wilton
- University College London Hospitals NHS Foundation Trust, London, UK
| | - Anita Saigal
- Royal Free Hospital NHS Foundation Trust, London, UK
| | - Aarash Saleh
- Royal Free Hospital NHS Foundation Trust, London, UK
| | - Sam M Janes
- UCL Respiratory, Division of Medicine, University College London, London, UK
- University College London Hospitals NHS Foundation Trust, London, UK
| | - Claire M Smith
- UCL Great Ormond Street Institute of Child Health, London, UK
| | - Nusayhah Gopee
- Biosciences Institute, Newcastle University, Newcastle upon Tyne, UK
- Department of Dermatology, Newcastle Hospitals NHS Foundation Trust, Newcastle upon Tyne, UK
| | - Caroline Wilson
- Biosciences Institute, Newcastle University, Newcastle upon Tyne, UK
- The Innovation Lab Integrated COVID Hub North East, Newcastle Upon Tyne, UK
| | - Paul Coupland
- Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, UK
| | | | | | - Stijn van Dongen
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
| | - Jaume Bacardit
- School of Computing, Newcastle University, Newcastle Upon Tyne, UK
| | - Hamish W King
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
- Centre for Immunobiology, Blizard Institute, Queen Mary University of London, London, UK
| | - Anthony J Rostron
- Translational and Clinical Research Institute, Newcastle University, Newcastle upon Tyne, UK
- Integrated Critical Care Unit, Sunderland Royal Hospital, South Tyneside and Sunderland NHS Foundation Trust, Sunderland, UK
| | - A John Simpson
- Translational and Clinical Research Institute, Newcastle University, Newcastle upon Tyne, UK
| | - Sophie Hambleton
- Translational and Clinical Research Institute, Newcastle University, Newcastle upon Tyne, UK
| | - Elisa Laurenti
- Wellcome - MRC Cambridge Stem Cell Institute, University of Cambridge, Cambridge, UK
| | - Paul A Lyons
- Cambridge Institute of Therapeutic Immunology and Infectious Disease, Jeffrey Cheah Biomedical Centre, Cambridge Biomedical Campus, Cambridge, UK
- Department of Medicine, University of Cambridge, Cambridge Biomedical Campus, Cambridge, UK
| | - Kerstin B Meyer
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
| | - Marko Z Nikolić
- UCL Respiratory, Division of Medicine, University College London, London, UK
- University College London Hospitals NHS Foundation Trust, London, UK
| | - Christopher J A Duncan
- Translational and Clinical Research Institute, Newcastle University, Newcastle upon Tyne, UK
- Department of Infection and Tropical Medicine, Newcastle upon Tyne Hospitals NHS Foundation, Newcastle upon Tyne, UK
| | - Kenneth G C Smith
- Cambridge Institute of Therapeutic Immunology and Infectious Disease, Jeffrey Cheah Biomedical Centre, Cambridge Biomedical Campus, Cambridge, UK
- Department of Medicine, University of Cambridge, Cambridge Biomedical Campus, Cambridge, UK
| | - Sarah A Teichmann
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK.
- Theory of Condensed Matter Group, Cavendish Laboratory/Department of Physics, University of Cambridge, Cambridge, UK.
| | - Menna R Clatworthy
- Molecular Immunity Unit, Department of Medicine, University of Cambridge, Cambridge, UK.
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK.
- Department of Medicine, University of Cambridge, Cambridge Biomedical Campus, Cambridge, UK.
- Cambridge Institute for Therapeutic Immunology and Infectious Disease, Cambridge Biomedical Campus, Cambridge, UK.
- NIHR Cambridge Biomedical Research Centre, Cambridge, UK.
| | - John C Marioni
- European Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Cambridge, UK.
- Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, UK.
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK.
| | - Berthold Göttgens
- Wellcome - MRC Cambridge Stem Cell Institute, University of Cambridge, Cambridge, UK.
| | - Muzlifah Haniffa
- Biosciences Institute, Newcastle University, Newcastle upon Tyne, UK.
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK.
- NIHR Newcastle Biomedical Research Centre, Newcastle Hospitals NHS Foundation Trust, Newcastle upon Tyne, UK.
- Department of Dermatology, Newcastle Hospitals NHS Foundation Trust, Newcastle upon Tyne, UK.
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Lindeboom RGH, Regev A, Teichmann SA. Towards a Human Cell Atlas: Taking Notes from the Past. Trends Genet 2021; 37:625-630. [PMID: 33879355 DOI: 10.1016/j.tig.2021.03.007] [Citation(s) in RCA: 43] [Impact Index Per Article: 14.3] [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: 11/26/2020] [Revised: 03/15/2021] [Accepted: 03/19/2021] [Indexed: 12/20/2022]
Abstract
Comprehensively characterizing the cellular composition and organization of tissues has been a long-term scientific challenge that has limited our ability to study fundamental and clinical aspects of human physiology. The Human Cell Atlas (HCA) is a global collaborative effort to create a reference map of all human cells as a basis for both understanding human health and diagnosing, monitoring, and treating disease. Many aspects of the HCA are analogous to the Human Genome Project (HGP), whose completion presents a major milestone in modern biology. To commemorate the HGP's 20-year anniversary of completion, we discuss the launch of the HCA in light of the HGP, and highlight recent progress by the HCA consortium.
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Affiliation(s)
- Rik G H Lindeboom
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK.
| | - Aviv Regev
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, USA; Current Address: Genentech, South San Francisco, CA, USA
| | - Sarah A Teichmann
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK; Cavendish Laboratory, JJ Thomson Avenue, University of Cambridge, Cambridge, UK
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Bonnet J, Lindeboom RGH, Pokrovsky D, Stricker G, Çelik MH, Rupp RAW, Gagneur J, Vermeulen M, Imhof A, Müller J. Quantification of Proteins and Histone Marks in Drosophila Embryos Reveals Stoichiometric Relationships Impacting Chromatin Regulation. Dev Cell 2019; 51:632-644.e6. [PMID: 31630981 DOI: 10.1016/j.devcel.2019.09.011] [Citation(s) in RCA: 33] [Impact Index Per Article: 6.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/05/2019] [Revised: 06/09/2019] [Accepted: 09/16/2019] [Indexed: 10/25/2022]
Abstract
Gene transcription in eukaryotes is regulated through dynamic interactions of a variety of different proteins with DNA in the context of chromatin. Here, we used mass spectrometry for absolute quantification of the nuclear proteome and methyl marks on selected lysine residues in histone H3 during two stages of Drosophila embryogenesis. These analyses provide comprehensive information about the absolute copy number of several thousand proteins and reveal unexpected relationships between the abundance of histone-modifying and -binding proteins and the chromatin landscape that they generate and interact with. For some histone modifications, the levels in Drosophila embryos are substantially different from those previously reported in tissue culture cells. Genome-wide profiling of H3K27 methylation during developmental progression and in animals with reduced PRC2 levels illustrates how mass spectrometry can be used for quantitatively describing and comparing chromatin states. Together, these data provide a foundation toward a quantitative understanding of gene regulation in Drosophila.
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Affiliation(s)
- Jacques Bonnet
- Max-Planck Institute of Biochemistry, Laboratory of Chromatin Biology, Am Klopferspitz 18, 82152 Martinsried, Germany
| | - Rik G H Lindeboom
- Radboud Institute for Molecular Life Sciences, Oncode Institute, Department of Molecular Biology, Radboud University, Geert Grooteplein 28, 6525 GA Nijmegen, the Netherlands
| | - Daniil Pokrovsky
- Institute for Molecular Biology, BioMedical Center, Faculty of Medicine, Ludwig-Maximilians-University Munich, Großhadernerstr. 9, 82152 Martinsried, Germany; Protein Analysis Unit, BioMedical Center, Faculty of Medicine, Ludwig-Maximilians-University Munich, Großhadernerstr. 9, 82152 Martinsried, Germany
| | - Georg Stricker
- Department of Informatics, Technical University of Munich, Boltzmannstr. 3, 85748 Garching, Germany
| | - Muhammed Hasan Çelik
- Department of Informatics, Technical University of Munich, Boltzmannstr. 3, 85748 Garching, Germany
| | - Ralph A W Rupp
- Institute for Molecular Biology, BioMedical Center, Faculty of Medicine, Ludwig-Maximilians-University Munich, Großhadernerstr. 9, 82152 Martinsried, Germany
| | - Julien Gagneur
- Department of Informatics, Technical University of Munich, Boltzmannstr. 3, 85748 Garching, Germany
| | - Michiel Vermeulen
- Radboud Institute for Molecular Life Sciences, Oncode Institute, Department of Molecular Biology, Radboud University, Geert Grooteplein 28, 6525 GA Nijmegen, the Netherlands.
| | - Axel Imhof
- Protein Analysis Unit, BioMedical Center, Faculty of Medicine, Ludwig-Maximilians-University Munich, Großhadernerstr. 9, 82152 Martinsried, Germany.
| | - Jürg Müller
- Max-Planck Institute of Biochemistry, Laboratory of Chromatin Biology, Am Klopferspitz 18, 82152 Martinsried, Germany.
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15
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Lindeboom RGH, Vermeulen M, Lehner B, Supek F. The impact of nonsense-mediated mRNA decay on genetic disease, gene editing and cancer immunotherapy. Nat Genet 2019; 51:1645-1651. [PMID: 31659324 PMCID: PMC6858879 DOI: 10.1038/s41588-019-0517-5] [Citation(s) in RCA: 138] [Impact Index Per Article: 27.6] [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: 03/26/2019] [Accepted: 09/23/2019] [Indexed: 12/21/2022]
Abstract
Premature termination codons (PTCs) can result in the production of truncated proteins or the degradation of messenger RNAs by nonsense-mediated mRNA decay (NMD). Which of these outcomes occurs can alter the effect of a mutation, with the engagement of NMD being dependent on a series of rules. Here, by applying these rules genome-wide to obtain a resource called NMDetective, we explore the impact of NMD on genetic disease and approaches to therapy. First, human genetic diseases differ in whether NMD typically aggravates or alleviates the effects of PTCs. Second, failure to trigger NMD is a cause of ineffective gene inactivation by CRISPR-Cas9 gene editing. Finally, NMD is a determinant of the efficacy of cancer immunotherapy, with only frameshifted transcripts that escape NMD predicting a response. These results demonstrate the importance of incorporating the rules of NMD into clinical decision-making. Moreover, they suggest that inhibiting NMD may be effective in enhancing cancer immunotherapy.
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Affiliation(s)
- Rik G H Lindeboom
- Department of Molecular Biology, Faculty of Science, Radboud Institute for Molecular Life Sciences, Oncode Institute, Radboud University Nijmegen, Nijmegen, the Netherlands
| | - Michiel Vermeulen
- Department of Molecular Biology, Faculty of Science, Radboud Institute for Molecular Life Sciences, Oncode Institute, Radboud University Nijmegen, Nijmegen, the Netherlands
| | - Ben Lehner
- Systems Biology Program, Centre for Genomic Regulation, The Barcelona Institute of Science and Technology, Barcelona, Spain. .,Universitat Pompeu Fabra, Barcelona, Spain. .,Institució Catalana de Recerca i Estudis Avançats, Barcelona, Spain.
| | - Fran Supek
- Institució Catalana de Recerca i Estudis Avançats, Barcelona, Spain. .,Institut de Recerca Biomedica Barcelona, The Barcelona Institute of Science and Technology, Barcelona, Spain.
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16
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Lindeboom RGH, Smits AH, Perino M, Veenstra GJC, Vermeulen M. Mass Spectrometry-Based Absolute Quantification of Single Xenopus Embryo Proteomes. Cold Spring Harb Protoc 2019; 2019:pdb.prot098376. [PMID: 30104410 DOI: 10.1101/pdb.prot098376] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
Abstract
Early Xenopus development is characterized by a poor correlation between global mRNA and protein abundances due to maternal mRNA and protein loading. Therefore, proteome profiling is necessary to study gene expression dynamics during early Xenopus development. In contrast to mammals, single Xenopus eggs and embryos contain enough protein to allow identification and quantification of thousands of proteins using mass spectrometry-based proteomics. In addition to investigating developmental processes, single egg or blastomere proteomes can be used to study cell-to-cell variability at an unprecedented depth. In this protocol, we describe a mass spectrometry-based proteomics approach for the identification and absolute quantification of Xenopus laevis egg or embryo proteomes, including sample preparation, peptide fractionation and separation, and data analysis.
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Affiliation(s)
- Rik G H Lindeboom
- Department of Molecular Biology, Faculty of Science, Radboud Institute for Molecular Life Sciences, Radboud University, Nijmegen 6500 HB, The Netherlands
| | - Arne H Smits
- Genome Biology Unit, European Molecular Biology Laboratory, 69117 Heidelberg, Germany
| | - Matteo Perino
- Department of Molecular Developmental Biology, Faculty of Science, Radboud Institute for Molecular Life Sciences, Radboud University, Nijmegen 6500 HB, The Netherlands
| | - Gert Jan C Veenstra
- Department of Molecular Developmental Biology, Faculty of Science, Radboud Institute for Molecular Life Sciences, Radboud University, Nijmegen 6500 HB, The Netherlands
| | - Michiel Vermeulen
- Department of Molecular Biology, Faculty of Science, Radboud Institute for Molecular Life Sciences, Radboud University, Nijmegen 6500 HB, The Netherlands;
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17
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Oost KC, van Voorthuijsen L, Fumagalli A, Lindeboom RGH, Sprangers J, Omerzu M, Rodriguez-Colman MJ, Heinz MC, Verlaan-Klink I, Maurice MM, Burgering BMT, van Rheenen J, Vermeulen M, Snippert HJG. Specific Labeling of Stem Cell Activity in Human Colorectal Organoids Using an ASCL2-Responsive Minigene. Cell Rep 2019; 22:1600-1614. [PMID: 29425513 PMCID: PMC5847189 DOI: 10.1016/j.celrep.2018.01.033] [Citation(s) in RCA: 21] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/12/2017] [Revised: 12/01/2017] [Accepted: 01/10/2018] [Indexed: 12/14/2022] Open
Abstract
Organoid technology provides the possibility of culturing patient-derived colon tissue and colorectal cancers (CRCs) while maintaining all functional and phenotypic characteristics. Labeling stem cells, especially in normal and benign tumor organoids of human colon, is challenging and therefore limits maximal exploitation of organoid libraries for human stem cell research. Here, we developed STAR (stem cell Ascl2 reporter), a minimal enhancer/promoter element that reports transcriptional activity of ASCL2, a master regulator of LGR5+ intestinal stem cells. Using lentiviral infection, STAR drives specific expression in stem cells of normal organoids and in multiple engineered and patient-derived CRC organoids of different genetic makeup. STAR reveals that differentiation hierarchies and the potential for cell fate plasticity are present at all stages of human CRC development. Organoid technology, in combination with the user-friendly nature of STAR, will facilitate basic research into human adult stem cell biology.
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Affiliation(s)
- Koen C Oost
- Molecular Cancer Research, Center for Molecular Medicine, University Medical Center Utrecht, Utrecht University, Utrecht, the Netherlands; Oncode Institute, Utrecht, the Netherlands
| | - Lisa van Voorthuijsen
- Oncode Institute, Utrecht, the Netherlands; Department of Molecular Biology, Faculty of Science, Radboud Institute for Molecular Life Sciences, Radboud University Nijmegen, Nijmegen, the Netherlands
| | - Arianna Fumagalli
- Oncode Institute, Utrecht, the Netherlands; Hubrecht Institute-KNAW and University Medical Center Utrecht, Utrecht, the Netherlands
| | - Rik G H Lindeboom
- Oncode Institute, Utrecht, the Netherlands; Department of Molecular Biology, Faculty of Science, Radboud Institute for Molecular Life Sciences, Radboud University Nijmegen, Nijmegen, the Netherlands
| | - Joep Sprangers
- Molecular Cancer Research, Center for Molecular Medicine, University Medical Center Utrecht, Utrecht University, Utrecht, the Netherlands; Oncode Institute, Utrecht, the Netherlands
| | - Manja Omerzu
- Molecular Cancer Research, Center for Molecular Medicine, University Medical Center Utrecht, Utrecht University, Utrecht, the Netherlands; Oncode Institute, Utrecht, the Netherlands
| | - Maria J Rodriguez-Colman
- Molecular Cancer Research, Center for Molecular Medicine, University Medical Center Utrecht, Utrecht University, Utrecht, the Netherlands; Oncode Institute, Utrecht, the Netherlands
| | - Maria C Heinz
- Molecular Cancer Research, Center for Molecular Medicine, University Medical Center Utrecht, Utrecht University, Utrecht, the Netherlands; Oncode Institute, Utrecht, the Netherlands
| | - Ingrid Verlaan-Klink
- Molecular Cancer Research, Center for Molecular Medicine, University Medical Center Utrecht, Utrecht University, Utrecht, the Netherlands; Oncode Institute, Utrecht, the Netherlands
| | - Madelon M Maurice
- Molecular Cancer Research, Center for Molecular Medicine, University Medical Center Utrecht, Utrecht University, Utrecht, the Netherlands; Oncode Institute, Utrecht, the Netherlands
| | - Boudewijn M T Burgering
- Molecular Cancer Research, Center for Molecular Medicine, University Medical Center Utrecht, Utrecht University, Utrecht, the Netherlands; Oncode Institute, Utrecht, the Netherlands
| | - Jacco van Rheenen
- Oncode Institute, Utrecht, the Netherlands; Hubrecht Institute-KNAW and University Medical Center Utrecht, Utrecht, the Netherlands
| | - Michiel Vermeulen
- Oncode Institute, Utrecht, the Netherlands; Department of Molecular Biology, Faculty of Science, Radboud Institute for Molecular Life Sciences, Radboud University Nijmegen, Nijmegen, the Netherlands
| | - Hugo J G Snippert
- Molecular Cancer Research, Center for Molecular Medicine, University Medical Center Utrecht, Utrecht University, Utrecht, the Netherlands; Oncode Institute, Utrecht, the Netherlands.
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18
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Kole K, Lindeboom RGH, Baltissen MPA, Jansen PWTC, Vermeulen M, Tiesinga P, Celikel T. Erratum to: Proteomic landscape of the primary somatosensory cortex upon sensory deprivation. Gigascience 2018; 7:5057042. [PMID: 30053288 PMCID: PMC6055539 DOI: 10.1093/gigascience/giy041] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022] Open
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19
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Spruijt CG, Luijsterburg MS, Menafra R, Lindeboom RGH, Jansen PWTC, Edupuganti RR, Baltissen MP, Wiegant WW, Voelker-Albert MC, Matarese F, Mensinga A, Poser I, Vos HR, Stunnenberg HG, van Attikum H, Vermeulen M. ZMYND8 Co-localizes with NuRD on Target Genes and Regulates Poly(ADP-Ribose)-Dependent Recruitment of GATAD2A/NuRD to Sites of DNA Damage. Cell Rep 2017; 17:783-798. [PMID: 27732854 DOI: 10.1016/j.celrep.2016.09.037] [Citation(s) in RCA: 80] [Impact Index Per Article: 11.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/29/2016] [Revised: 08/10/2016] [Accepted: 09/13/2016] [Indexed: 01/05/2023] Open
Abstract
NuRD (nucleosome remodeling and histone deacetylase) is a versatile multi-protein complex with roles in transcription regulation and the DNA damage response. Here, we show that ZMYND8 bridges NuRD to a number of putative DNA-binding zinc finger proteins. The MYND domain of ZMYND8 directly interacts with PPPLΦ motifs in the NuRD subunit GATAD2A. Both GATAD2A and GATAD2B exclusively form homodimers and define mutually exclusive NuRD subcomplexes. ZMYND8 and NuRD share a large number of genome-wide binding sites, mostly active promoters and enhancers. Depletion of ZMYND8 does not affect NuRD occupancy genome-wide and only slightly affects expression of NuRD/ZMYND8 target genes. In contrast, the MYND domain in ZMYND8 facilitates the rapid, poly(ADP-ribose)-dependent recruitment of GATAD2A/NuRD to sites of DNA damage to promote repair by homologous recombination. Thus, these results show that a specific substoichiometric interaction with a NuRD subunit paralogue provides unique functionality to distinct NuRD subcomplexes.
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Affiliation(s)
- Cornelia G Spruijt
- Department of Molecular Cancer Research, University Medical Center Utrecht, 3584 CG Utrecht, the Netherlands; Department of Molecular Biology, Faculty of Science, Radboud Institute for Molecular Life Sciences, Radboud University Nijmegen, 6525 GA Nijmegen, the Netherlands
| | - Martijn S Luijsterburg
- Department of Human Genetics, Leiden University Medical Center, 2333 ZC Leiden, the Netherlands
| | - Roberta Menafra
- Department of Molecular Biology, Faculty of Science, Radboud Institute for Molecular Life Sciences, Radboud University Nijmegen, 6525 GA Nijmegen, the Netherlands
| | - Rik G H Lindeboom
- Department of Molecular Biology, Faculty of Science, Radboud Institute for Molecular Life Sciences, Radboud University Nijmegen, 6525 GA Nijmegen, the Netherlands
| | - Pascal W T C Jansen
- Department of Molecular Biology, Faculty of Science, Radboud Institute for Molecular Life Sciences, Radboud University Nijmegen, 6525 GA Nijmegen, the Netherlands
| | - Raghu Ram Edupuganti
- Department of Molecular Biology, Faculty of Science, Radboud Institute for Molecular Life Sciences, Radboud University Nijmegen, 6525 GA Nijmegen, the Netherlands
| | - Marijke P Baltissen
- Department of Molecular Biology, Faculty of Science, Radboud Institute for Molecular Life Sciences, Radboud University Nijmegen, 6525 GA Nijmegen, the Netherlands
| | - Wouter W Wiegant
- Department of Human Genetics, Leiden University Medical Center, 2333 ZC Leiden, the Netherlands
| | - Moritz C Voelker-Albert
- Department of Molecular Cancer Research, University Medical Center Utrecht, 3584 CG Utrecht, the Netherlands
| | - Filomena Matarese
- Department of Molecular Biology, Faculty of Science, Radboud Institute for Molecular Life Sciences, Radboud University Nijmegen, 6525 GA Nijmegen, the Netherlands
| | - Anneloes Mensinga
- Department of Molecular Cancer Research, University Medical Center Utrecht, 3584 CG Utrecht, the Netherlands
| | - Ina Poser
- Max Planck Institute for Molecular Cell Biology and Genetics, 01307 Dresden, Germany
| | - Harmjan R Vos
- Department of Molecular Cancer Research, University Medical Center Utrecht, 3584 CG Utrecht, the Netherlands
| | - Hendrik G Stunnenberg
- Department of Molecular Biology, Faculty of Science, Radboud Institute for Molecular Life Sciences, Radboud University Nijmegen, 6525 GA Nijmegen, the Netherlands.
| | - Haico van Attikum
- Department of Human Genetics, Leiden University Medical Center, 2333 ZC Leiden, the Netherlands.
| | - Michiel Vermeulen
- Department of Molecular Biology, Faculty of Science, Radboud Institute for Molecular Life Sciences, Radboud University Nijmegen, 6525 GA Nijmegen, the Netherlands.
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Kole K, Lindeboom RGH, Baltissen MPA, Jansen PWTC, Vermeulen M, Tiesinga P, Celikel T. Proteomic landscape of the primary somatosensory cortex upon sensory deprivation. Gigascience 2017; 6:1-10. [PMID: 29020746 PMCID: PMC5632293 DOI: 10.1093/gigascience/gix082] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/16/2017] [Accepted: 08/16/2017] [Indexed: 02/04/2023] Open
Abstract
Experience-dependent plasticity (EDP) powerfully shapes neural circuits by inducing long-lasting molecular changes in the brain. Molecular mechanisms of EDP have been traditionally studied by identifying single or small subsets of targets along the biochemical pathways that link synaptic receptors to nuclear processes. Recent technological advances in large-scale analysis of gene transcription and translation now allow systematic observation of thousands of molecules simultaneously. Here we employed label-free quantitative mass spectrometry to address experience-dependent changes in the proteome after sensory deprivation of the primary somatosensory cortex. Cortical column- and layer-specific tissue samples were collected from control animals, with all whiskers intact, and animals whose C-row whiskers were bilaterally plucked for 11–14 days. Thirty-three samples from cortical layers (L) 2/3 and L4 spanning across control, deprived, and first- and second-order spared columns yielded at least 10 000 peptides mapping to ∼5000 protein groups. Of these, 4676 were identified with high confidence, and >3000 were found in all samples. This comprehensive database provides a snapshot of the proteome after whisker deprivation, a protocol that has been widely used to unravel the synaptic, cellular, and network mechanisms of EDP. Complementing the recently made available transcriptome for identical experimental conditions (see the accompanying article by Kole et al.), the database can be used to (i) mine novel targets whose translation is modulated by sensory organ use, (ii) cross-validate experimental protocols from the same developmental time point, and (iii) statistically map the molecular pathways of cortical plasticity at a columnar and laminar resolution.
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Affiliation(s)
- Koen Kole
- Department of Neurophysiology, Donders Institute for Brain, Cognition, and Behaviour, Radboud University, Heyendaalseweg 135, 6525 HJ, Nijmegen, the Netherlands.,Department of Neuroinformatics, Donders Institute for Brain, Cognition, and Behaviour, Radboud University, Heyendaalseweg 135, 6525 HJ, Nijmegen, the Netherlands
| | - Rik G H Lindeboom
- Department of Molecular Biology, Radboud Institute for Molecular Life Sciences, Radboud University, Geert Grooteplein 28, 6525 GA, Nijmegen, the Netherlands
| | - Marijke P A Baltissen
- Department of Molecular Biology, Radboud Institute for Molecular Life Sciences, Radboud University, Geert Grooteplein 28, 6525 GA, Nijmegen, the Netherlands
| | - Pascal W T C Jansen
- Department of Molecular Biology, Radboud Institute for Molecular Life Sciences, Radboud University, Geert Grooteplein 28, 6525 GA, Nijmegen, the Netherlands
| | - Michiel Vermeulen
- Department of Molecular Biology, Radboud Institute for Molecular Life Sciences, Radboud University, Geert Grooteplein 28, 6525 GA, Nijmegen, the Netherlands
| | - Paul Tiesinga
- Department of Neuroinformatics, Donders Institute for Brain, Cognition, and Behaviour, Radboud University, Heyendaalseweg 135, 6525 HJ, Nijmegen, the Netherlands
| | - Tansu Celikel
- Department of Neurophysiology, Donders Institute for Brain, Cognition, and Behaviour, Radboud University, Heyendaalseweg 135, 6525 HJ, Nijmegen, the Netherlands
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21
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Varier RA, Carrillo de Santa Pau E, van der Groep P, Lindeboom RGH, Matarese F, Mensinga A, Smits AH, Edupuganti RR, Baltissen MP, Jansen PWTC, Ter Hoeve N, van Weely DR, Poser I, van Diest PJ, Stunnenberg HG, Vermeulen M. Recruitment of the Mammalian Histone-modifying EMSY Complex to Target Genes Is Regulated by ZNF131. J Biol Chem 2016; 291:7313-24. [PMID: 26841866 DOI: 10.1074/jbc.m115.701227] [Citation(s) in RCA: 28] [Impact Index Per Article: 3.5] [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: 10/29/2015] [Indexed: 11/06/2022] Open
Abstract
Recent work from others and us revealed interactions between the Sin3/HDAC complex, the H3K4me3 demethylase KDM5A, GATAD1, and EMSY. Here, we characterize the EMSY/KDM5A/SIN3B complex in detail by quantitative interaction proteomics and ChIP-sequencing. We identify a novel substoichiometric interactor of the complex, transcription factor ZNF131, which recruits EMSY to a large number of active, H3K4me3 marked promoters. Interestingly, using an EMSY knock-out line and subsequent rescue experiments, we show that EMSY is in most cases positively correlated with transcriptional activity of its target genes and stimulates cell proliferation. Finally, by immunohistochemical staining of primary breast tissue microarrays we find that EMSY/KDM5A/SIN3B complex subunits are frequently overexpressed in primary breast cancer cases in a correlative manner. Taken together, these data open venues for exploring the possibility that sporadic breast cancer patients with EMSY amplification might benefit from epigenetic combination therapy targeting both the KDM5A demethylase and histone deacetylases.
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Affiliation(s)
- Radhika A Varier
- From the Department of Molecular Cancer Research, University Medical Center Utrecht, Universiteitsweg 100, 3584CG Utrecht, The Netherlands
| | - Enrique Carrillo de Santa Pau
- Department of Molecular Biology, Radboud Institute for Molecular Life Sciences, Geert Grooteplein Zuid 30, 6525GA Nijmegen, The Netherlands
| | - Petra van der Groep
- Department of Pathology, University Medical Center Utrecht Heidelberglaan 100, 3584CX Utrecht, The Netherlands, and
| | - Rik G H Lindeboom
- Department of Molecular Biology, Radboud Institute for Molecular Life Sciences, Geert Grooteplein Zuid 30, 6525GA Nijmegen, The Netherlands
| | - Filomena Matarese
- Department of Molecular Biology, Radboud Institute for Molecular Life Sciences, Geert Grooteplein Zuid 30, 6525GA Nijmegen, The Netherlands
| | - Anneloes Mensinga
- From the Department of Molecular Cancer Research, University Medical Center Utrecht, Universiteitsweg 100, 3584CG Utrecht, The Netherlands
| | - Arne H Smits
- From the Department of Molecular Cancer Research, University Medical Center Utrecht, Universiteitsweg 100, 3584CG Utrecht, The Netherlands, Department of Molecular Biology, Radboud Institute for Molecular Life Sciences, Geert Grooteplein Zuid 30, 6525GA Nijmegen, The Netherlands
| | - Raghu Ram Edupuganti
- Department of Molecular Biology, Radboud Institute for Molecular Life Sciences, Geert Grooteplein Zuid 30, 6525GA Nijmegen, The Netherlands
| | - Marijke P Baltissen
- Department of Molecular Biology, Radboud Institute for Molecular Life Sciences, Geert Grooteplein Zuid 30, 6525GA Nijmegen, The Netherlands
| | - Pascal W T C Jansen
- From the Department of Molecular Cancer Research, University Medical Center Utrecht, Universiteitsweg 100, 3584CG Utrecht, The Netherlands, Department of Molecular Biology, Radboud Institute for Molecular Life Sciences, Geert Grooteplein Zuid 30, 6525GA Nijmegen, The Netherlands
| | - Natalie Ter Hoeve
- Department of Pathology, University Medical Center Utrecht Heidelberglaan 100, 3584CX Utrecht, The Netherlands, and
| | - Danny R van Weely
- From the Department of Molecular Cancer Research, University Medical Center Utrecht, Universiteitsweg 100, 3584CG Utrecht, The Netherlands
| | - Ina Poser
- Max Planck Institute of Molecular Biology and Genetics, Pfotenhauerstrasse 108, 01307 Dresden, Germany
| | - Paul J van Diest
- Department of Pathology, University Medical Center Utrecht Heidelberglaan 100, 3584CX Utrecht, The Netherlands, and
| | - Hendrik G Stunnenberg
- Department of Molecular Biology, Radboud Institute for Molecular Life Sciences, Geert Grooteplein Zuid 30, 6525GA Nijmegen, The Netherlands
| | - Michiel Vermeulen
- From the Department of Molecular Cancer Research, University Medical Center Utrecht, Universiteitsweg 100, 3584CG Utrecht, The Netherlands, Department of Molecular Biology, Radboud Institute for Molecular Life Sciences, Geert Grooteplein Zuid 30, 6525GA Nijmegen, The Netherlands,
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22
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Smits AH, Lindeboom RGH, Perino M, van Heeringen SJ, Veenstra GJC, Vermeulen M. Global absolute quantification reveals tight regulation of protein expression in single Xenopus eggs. Nucleic Acids Res 2014; 42:9880-91. [PMID: 25056316 PMCID: PMC4150773 DOI: 10.1093/nar/gku661] [Citation(s) in RCA: 50] [Impact Index Per Article: 5.0] [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] [Indexed: 01/09/2023] Open
Abstract
While recent developments in genomic sequencing technology have enabled comprehensive transcriptome analyses of single cells, single cell proteomics has thus far been restricted to targeted studies. Here, we perform global absolute protein quantification of fertilized Xenopus laevis eggs using mass spectrometry-based proteomics, quantifying over 5800 proteins in the largest single cell proteome characterized to date. Absolute protein amounts in single eggs are highly consistent, thus indicating a tight regulation of global protein abundance. Protein copy numbers in single eggs range from tens of thousands to ten trillion copies per cell. Comparison between the single-cell proteome and transcriptome reveal poor expression correlation. Finally, we identify 439 proteins that significantly change in abundance during early embryogenesis. Downregulated proteins include ribosomal proteins and upregulated proteins include basal transcription factors, among others. Many of these proteins do not show regulation at the transcript level. Altogether, our data reveal that the transcriptome is a poor indicator of the proteome and that protein levels are tightly controlled in X. laevis eggs.
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Affiliation(s)
- Arne H Smits
- Department of Molecular Biology, Faculty of Science, Radboud Institute for Molecular Life Sciences, Radboud University Nijmegen, Nijmegen, The Netherlands Cancer Genomics Netherlands, Faculty of Science, Radboud Institute for Molecular Life Sciences, Radboud University Nijmegen, Nijmegen, The Netherlands
| | - Rik G H Lindeboom
- Department of Molecular Biology, Faculty of Science, Radboud Institute for Molecular Life Sciences, Radboud University Nijmegen, Nijmegen, The Netherlands Cancer Genomics Netherlands, Faculty of Science, Radboud Institute for Molecular Life Sciences, Radboud University Nijmegen, Nijmegen, The Netherlands
| | - Matteo Perino
- Department of Developmental Molecular Biology, Faculty of Science, Radboud Institute for Molecular Life Sciences, Radboud University Nijmegen, Nijmegen, The Netherlands
| | - Simon J van Heeringen
- Department of Developmental Molecular Biology, Faculty of Science, Radboud Institute for Molecular Life Sciences, Radboud University Nijmegen, Nijmegen, The Netherlands
| | - Gert Jan C Veenstra
- Department of Developmental Molecular Biology, Faculty of Science, Radboud Institute for Molecular Life Sciences, Radboud University Nijmegen, Nijmegen, The Netherlands
| | - Michiel Vermeulen
- Department of Molecular Biology, Faculty of Science, Radboud Institute for Molecular Life Sciences, Radboud University Nijmegen, Nijmegen, The Netherlands Cancer Genomics Netherlands, Faculty of Science, Radboud Institute for Molecular Life Sciences, Radboud University Nijmegen, Nijmegen, The Netherlands
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