Single-cell multi-omics analysis of the immune response in COVID-19

被引:398
|
作者
Stephenson, Emily [1 ]
Reynolds, Gary [1 ]
Botting, Rachel A. [1 ]
Calero-Nieto, Fernando J. [2 ]
Morgan, Michael D. [3 ,4 ]
Tuong, Zewen Kelvin [5 ,6 ]
Bach, Karsten [3 ,4 ]
Sungnak, Waradon [6 ]
Worlock, Kaylee B. [7 ]
Yoshida, Masahiro [7 ]
Kumasaka, Natsuhiko [6 ]
Kania, Katarzyna [4 ]
Engelbert, Justin [1 ]
Olabi, Bayan [1 ]
Spegarova, Jarmila Stremenova [8 ]
Wilson, Nicola K. [2 ]
Mende, Nicole [2 ]
Jardine, Laura [1 ]
Gardner, Louis C. S. [1 ]
Goh, Issac [1 ]
Horsfall, Dave [1 ]
McGrath, Jim [1 ]
Webb, Simone [1 ]
Mather, Michael W. [1 ]
Lindeboom, Rik G. H. [6 ]
Dann, Emma [6 ]
Huang, Ni [6 ]
Polanski, Krzysztof [6 ]
Prigmore, Elena [6 ]
Gothe, Florian [8 ]
Scott, Jonathan [8 ]
Payne, Rebecca P. [8 ]
Baker, Kenneth F. [8 ,9 ]
Hanrath, Aidan T. [8 ,10 ]
van der Loeff, Ina C. D. Schim [8 ]
Barr, Andrew S. [10 ]
Sanchez-Gonzalez, Amada [10 ]
Bergamaschi, Laura [11 ,12 ]
Mescia, Federica [11 ,12 ]
Barnes, Josephine L. [7 ]
Kilich, Eliz [13 ]
de Wilton, Angus [13 ]
Saigal, Anita [14 ]
Saleh, Aarash [14 ]
Janes, Sam M. [7 ,13 ]
Smith, Claire M. [15 ]
Gopee, Nusayhah [1 ,16 ]
Wilson, Caroline [1 ,17 ]
Coupland, Paul [4 ]
Coxhead, Jonathan M. [1 ]
机构
[1] Newcastle Univ, Biosci Inst, Newcastle Upon Tyne, Tyne & Wear, England
[2] Univ Cambridge, Wellcome MRC Cambridge Stem Cell Inst, Cambridge, England
[3] European Bioinformat Inst EMBL EBI, European Mol Biol Lab, Wellcome Genome Campus, Cambridge, England
[4] Univ Cambridge, Canc Res UK Cambridge Inst, Cambridge, England
[5] Univ Cambridge, Dept Med, Mol Immun Unit, Cambridge, England
[6] Wellcome Sanger Inst, Wellcome Genome Campus, Cambridge, England
[7] UCL, Div Med, UCL Resp, London, England
[8] Newcastle Univ, Translat & Clin Res Inst, Newcastle Upon Tyne, Tyne & Wear, England
[9] Newcastle Hosp NHS Fdn Trust, NIHR Newcastle Biomed Res Ctr, Newcastle Upon Tyne, Tyne & Wear, England
[10] Newcastle Upon Tyne Hosp NHS Fdn, Dept Infect & Trop Med, Newcastle Upon Tyne, Tyne & Wear, England
[11] Jeffrey Cheah Biomed Ctr, Cambridge Inst Therapeut Immunol & Infect Dis, Cambridge Biomed Campus, Cambridge, England
[12] Univ Cambridge, Dept Med, Cambridge Biomed Campus, Cambridge, England
[13] Univ Coll London Hosp NHS Fdn Trust, London, England
[14] Royal Free Hosp NHS Fdn Trust, London, England
[15] UCL Great Ormond St Inst Child Hlth, London, England
[16] Newcastle Hosp NHS Fdn Trust, Dept Dermatol, Newcastle Upon Tyne, Tyne & Wear, England
[17] Innovat Lab Integrated COVID Hub North East, Newcastle Upon Tyne, Tyne & Wear, England
[18] Newcastle Univ, Sch Comp, Newcastle Upon Tyne, Tyne & Wear, England
[19] Queen Mary Univ London, Blizard Inst, Ctr Immunobiol, London, England
[20] South Tyneside & Sunderland NHS Fdn Trust, Sunderland Royal Hosp, Integrated Crit Care Unit, Sunderland, England
[21] Univ Cambridge, Dept Phys, Theory Condensed Matter Grp, Cavendish Lab, Cambridge, England
[22] Cambridge Inst Therapeut Immunol & Infect Dis, Cambridge Biomed Campus, Cambridge, England
[23] NIHR Cambridge Biomed Res Ctr, Cambridge, England
[24] Ludwig Maximilians Univ Munchen, Univ Hosp, Dr von Hauner Childrens Hosp, Dept Pediat, Munich, Germany
基金
英国惠康基金; 英国生物技术与生命科学研究理事会; 英国医学研究理事会;
关键词
DIFFERENTIAL EXPRESSION ANALYSIS; VIRUS-INFECTION; SEQUENCING DATA; INFLAMMATION; DISCOVERY; ABUNDANCE; DEPENDS;
D O I
10.1038/s41591-021-01329-2
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
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. Transcriptomic and proteomic profiling of blood samples from individuals with COVID-19 reveals immune cell and hematopoietic progenitor cell alterations that are differentially associated with disease severity.
引用
收藏
页码:904 / +
页数:41
相关论文
共 50 条
  • [1] Single-cell multi-omics analysis of the immune response in COVID-19
    Emily Stephenson
    Gary Reynolds
    Rachel A. Botting
    Fernando J. Calero-Nieto
    Michael D. Morgan
    Zewen Kelvin Tuong
    Karsten Bach
    Waradon Sungnak
    Kaylee B. Worlock
    Masahiro Yoshida
    Natsuhiko Kumasaka
    Katarzyna Kania
    Justin Engelbert
    Bayanne Olabi
    Jarmila Stremenova Spegarova
    Nicola K. Wilson
    Nicole Mende
    Laura Jardine
    Louis C. S. Gardner
    Issac Goh
    Dave Horsfall
    Jim McGrath
    Simone Webb
    Michael W. Mather
    Rik G. H. Lindeboom
    Emma Dann
    Ni Huang
    Krzysztof Polanski
    Elena Prigmore
    Florian Gothe
    Jonathan Scott
    Rebecca P. Payne
    Kenneth F. Baker
    Aidan T. Hanrath
    Ina C. D. Schim van der Loeff
    Andrew S. Barr
    Amada Sanchez-Gonzalez
    Laura Bergamaschi
    Federica Mescia
    Josephine L. Barnes
    Eliz Kilich
    Angus de Wilton
    Anita Saigal
    Aarash Saleh
    Sam M. Janes
    Claire M. Smith
    Nusayhah Gopee
    Caroline Wilson
    Paul Coupland
    Jonathan M. Coxhead
    Nature Medicine, 2021, 27 : 904 - 916
  • [2] Innate immune response in COVID-19: single-cell multi-omics profile of NK lymphocytes in a clinical case series
    Barbon, Silvia
    Armellin, Fabrizio
    Passerini, Verena
    De Angeli, Sergio
    Primerano, Simona
    Del Pup, Laura
    Durante, Elisabetta
    Macchi, Veronica
    De Caro, Raffaele
    Parnigotto, Pier Paolo
    Veronesi, Arianna
    Porzionato, Andrea
    CELL COMMUNICATION AND SIGNALING, 2024, 22 (01)
  • [3] Single-cell multi-omics reveals dyssynchrony of the innate and adaptive immune system in progressive COVID-19
    Unterman, Avraham
    Sumida, Tomokazu S.
    Nouri, Nima
    Yan, Xiting
    Zhao, Amy Y.
    Gasque, Victor
    Schupp, Jonas C.
    Asashima, Hiromitsu
    Liu, Yunqing
    Cosme, Carlos
    Deng, Wenxuan
    Chen, Ming
    Raredon, Micha Sam Brickman
    Hoehn, Kenneth B.
    Wang, Guilin
    Wang, Zuoheng
    DeIuliis, Giuseppe
    Ravindra, Neal G.
    Li, Ningshan
    Castaldi, Christopher
    Wong, Patrick
    Fournier, John
    Bermejo, Santos
    Sharma, Lokesh
    Casanovas-Massana, Arnau
    Vogels, Chantal B. F.
    Wyllie, Anne L.
    Grubaugh, Nathan D.
    Melillo, Anthony
    Meng, Hailong
    Stein, Yan
    Minasyan, Maksym
    Mohanty, Subhasis
    Ruff, William E.
    Cohen, Inessa
    Raddassi, Khadir
    Niklason, Laura E.
    Ko, Albert, I
    Montgomery, Ruth R.
    Farhadian, Shelli F.
    Iwasaki, Akiko
    Shaw, Albert C.
    van Dijk, David
    Zhao, Hongyu
    Kleinstein, Steven H.
    Hafler, David A.
    Kaminski, Naftali
    Dela Cruz, Charles S.
    NATURE COMMUNICATIONS, 2022, 13 (01)
  • [4] Single-cell multi-omics reveals dyssynchrony of the innate and adaptive immune system in progressive COVID-19
    Avraham Unterman
    Tomokazu S. Sumida
    Nima Nouri
    Xiting Yan
    Amy Y. Zhao
    Victor Gasque
    Jonas C. Schupp
    Hiromitsu Asashima
    Yunqing Liu
    Carlos Cosme
    Wenxuan Deng
    Ming Chen
    Micha Sam Brickman Raredon
    Kenneth B. Hoehn
    Guilin Wang
    Zuoheng Wang
    Giuseppe DeIuliis
    Neal G. Ravindra
    Ningshan Li
    Christopher Castaldi
    Patrick Wong
    John Fournier
    Santos Bermejo
    Lokesh Sharma
    Arnau Casanovas-Massana
    Chantal B. F. Vogels
    Anne L. Wyllie
    Nathan D. Grubaugh
    Anthony Melillo
    Hailong Meng
    Yan Stein
    Maksym Minasyan
    Subhasis Mohanty
    William E. Ruff
    Inessa Cohen
    Khadir Raddassi
    Laura E. Niklason
    Albert I. Ko
    Ruth R. Montgomery
    Shelli F. Farhadian
    Akiko Iwasaki
    Albert C. Shaw
    David van Dijk
    Hongyu Zhao
    Steven H. Kleinstein
    David A. Hafler
    Naftali Kaminski
    Charles S. Dela Cruz
    Nature Communications, 13
  • [5] Multi-omics single-cell analysis
    Nicole Rusk
    Nature Methods, 2019, 16 : 679 - 679
  • [6] Multi-omics single-cell analysis
    Rusk, Nicole
    NATURE METHODS, 2019, 16 (08) : 679 - 679
  • [7] Single-cell multi-omics analysis revealing immune features of inactivated COVID-19 vaccination in systemic lupus erythematosus patients
    Zheng, Yuxuan
    Wang, Siyuan
    Zhou, Xingyu
    Qiao, Shitong
    Zhao, Xin
    Chen, Yuan
    Li, Zijun
    Li, Zhanguo
    Sun, Xiaolin
    Tan, Shuguang
    He, Jing
    Gao, George Fu
    SCIENCE BULLETIN, 2025, 70 (01) : 42 - 46
  • [8] Single-cell multi-omics sequencing: application trends, COVID-19, data analysis issues and prospects
    Huo, Lu
    Li, Jiao Jiao
    Chen, Ling
    Yu, Zuguo
    Hutvagner, Gyorgy
    Li, Jinyan
    BRIEFINGS IN BIOINFORMATICS, 2021, 22 (06)
  • [9] Single-cell multi-omics analysis of COVID-19 patients with pre-existing autoimmune diseases shows aberrant immune responses to infection
    Barmada, Anis
    Handfield, Louis-Francois
    Godoy-Tena, Gerard
    de la Calle-Fabregat, Carlos
    Ciudad, Laura
    Arutyunyan, Anna
    Andres-Leon, Eduardo
    Hoo, Regina
    Porter, Tarryn
    Oszlanczi, Agnes
    Richardson, Laura
    Calero-Nieto, Fernando J.
    Wilson, Nicola K.
    Marchese, Domenica
    Sancho-Serra, Carmen
    Carrillo, Jorge
    Presas-Rodriguez, Silvia
    Ramo-Tello, Cristina
    Ruiz-Sanmartin, Adolfo
    Ferrer, Ricard
    Ruiz-Rodriguez, Juan Carlos
    Martinez-Gallo, Monica
    Munera-Campos, Monica
    Carrascosa, Jose Manuel
    Gottgens, Berthold
    Heyn, Holger
    Prigmore, Elena
    Casafont-Sole, Ivette
    Solanich, Xavier
    Sanchez-Cerrillo, Ildefonso
    Gonzalez-Alvaro, Isidoro
    Raimondo, Maria Gabriella
    Ramming, Andreas
    Martin, Javier
    Martinez-Caceres, Eva
    Ballestar, Esteban
    Vento-Tormo, Roser
    Rodriguez-Ubreva, Javier
    EUROPEAN JOURNAL OF IMMUNOLOGY, 2024, 54 (01)
  • [10] Single-cell multi-omics topic embedding reveals cell-type-specific and COVID-19 severity-related immune signatures
    Zhou, Manqi
    Zhang, Hao
    Bai, Zilong
    Mann-Krzisnik, Dylan
    Wang, Fei
    Li, Yue
    CELL REPORTS METHODS, 2023, 3 (08):