Single-cell multi-omics reveals dyssynchrony of the innate and adaptive immune system in progressive COVID-19

被引:106
|
作者
Unterman, Avraham [1 ,2 ]
Sumida, Tomokazu S. [3 ,4 ]
Nouri, Nima [5 ,6 ,7 ]
Yan, Xiting [1 ,8 ]
Zhao, Amy Y. [1 ,9 ,10 ]
Gasque, Victor [11 ,12 ]
Schupp, Jonas C. [1 ,13 ,14 ]
Asashima, Hiromitsu [3 ,4 ]
Liu, Yunqing [8 ]
Cosme, Carlos [1 ]
Deng, Wenxuan [8 ]
Chen, Ming [8 ]
Raredon, Micha Sam Brickman [1 ,15 ,16 ]
Hoehn, Kenneth B. [5 ]
Wang, Guilin [17 ]
Wang, Zuoheng [8 ]
DeIuliis, Giuseppe [1 ]
Ravindra, Neal G. [11 ,12 ]
Li, Ningshan [8 ,18 ]
Castaldi, Christopher [19 ]
Wong, Patrick [4 ]
Fournier, John [20 ]
Bermejo, Santos [1 ]
Sharma, Lokesh [1 ]
Casanovas-Massana, Arnau [21 ]
Vogels, Chantal B. F. [21 ]
Wyllie, Anne L. [21 ]
Grubaugh, Nathan D. [21 ]
Melillo, Anthony [5 ]
Meng, Hailong [5 ]
Stein, Yan [2 ]
Minasyan, Maksym [1 ]
Mohanty, Subhasis [22 ]
Ruff, William E. [3 ,4 ]
Cohen, Inessa [3 ,4 ]
Raddassi, Khadir [3 ,4 ]
Niklason, Laura E. [15 ,23 ]
Ko, Albert, I [21 ]
Montgomery, Ruth R. [10 ]
Farhadian, Shelli F. [3 ,22 ]
Iwasaki, Akiko [4 ,24 ]
Shaw, Albert C. [22 ]
van Dijk, David [11 ,12 ]
Zhao, Hongyu [8 ,9 ,18 ,25 ]
Kleinstein, Steven H. [4 ,5 ,25 ]
Hafler, David A. [3 ,4 ]
Kaminski, Naftali [1 ]
Dela Cruz, Charles S. [1 ,26 ]
机构
[1] Yale Univ, Sch Med, Dept Internal Med, Sect Pulm Crit Care & Sleep Med, New Haven, CT 06510 USA
[2] Tel Aviv Univ, Tel Aviv Sourasky Med Ctr, Pulm Inst, Tel Aviv, Israel
[3] Yale Univ, Sch Med, Dept Neurol, New Haven, CT 06510 USA
[4] Yale Univ, Sch Med, Dept Immunobiol, New Haven, CT USA
[5] Yale Sch Med, Dept Pathol, New Haven, CT USA
[6] Yale Sch Med, Ctr Med Informat, New Haven, CT USA
[7] Jackson Lab Genom Med, Farmington, CT USA
[8] Yale Univ, Yale Sch Publ Hlth, Dept Biostat, New Haven, CT USA
[9] Yale Sch Med, Dept Genet, New Haven, CT USA
[10] Yale Sch Med, Dept Internal Med, New Haven, CT USA
[11] Yale Univ, Dept Comp Sci, POB 2158, New Haven, CT 06520 USA
[12] Yale Sch Med, Cardiovasc Res Ctr, Dept Internal Med, Sect Cardiovasc Med, New Haven, CT USA
[13] Hannover Med Sch, Dept Resp Med, Hannover, Germany
[14] German Lung Res Ctr DZL, Biomed Res End Stage & Obstruct Lung Dis Hannover, Hannover, Germany
[15] Yale Univ, Dept Biomed Engn, New Haven, CT USA
[16] Yale Sch Med, Med Scientist Training Program, New Haven, CT USA
[17] Yale Sch Med, Yale Ctr Genome Anal, Dept Mol Biophys & Biochem, Keck Biotechnol Resource Lab, New Haven, CT USA
[18] Shanghai Jiao Tong Univ, SJTU Yale Joint Ctr Biostat & Data Sci, Sch Life Sci & Biotechnol, Dept Bioinformat & Biostat, Shanghai, Peoples R China
[19] Yale Sch Med, Yale Ctr Genome Anal, New Haven, CT USA
[20] Yale Univ, Sch Med, New Haven, CT USA
[21] Yale Sch Publ Hlth, Dept Epidemiol Microbial Dis, New Haven, CT USA
[22] Yale Univ, Yale Sch Med, Dept Internal Med, Sect Infect Dis, New Haven, CT USA
[23] Yale Univ, Dept Anesthesiol, New Haven, CT USA
[24] Howard Hughes Med Inst, Chevy Chase, MD USA
[25] Yale Univ, Interdept Program Computat Biol & Bioinformat, New Haven, CT USA
[26] West Haven Vet Affair Med Ctr, West Haven, CT USA
基金
美国国家卫生研究院;
关键词
CD8(+) T-CELLS; SET ENRICHMENT ANALYSIS; SUPPRESSOR-CELLS; INFECTION; SIGNATURES; DYNAMICS; INFLAMMATION; ACTIVATION; RESPONSES; SEVERITY;
D O I
10.1038/s41467-021-27716-4
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Dysregulated immune responses against the SARS-CoV-2 virus are instrumental in severe COVID-19. However, the immune signatures associated with immunopathology are poorly understood. Here we use multi-omics single-cell analysis to probe the dynamic immune responses in hospitalized patients with stable or progressive course of COVID-19, explore V(D)J repertoires, and assess the cellular effects of tocilizumab. Coordinated profiling of gene expression and cell lineage protein markers shows that S100A(hi)/HLA-DRlo classical monocytes and activated LAG-3(hi) T cells are hallmarks of progressive disease and highlights the abnormal MHC-II/LAG-3 interaction on myeloid and T cells, respectively. We also find skewed T cell receptor repertories in expanded effector CD8(+) clones, unmutated IGHG(+) B cell clones, and mutated B cell clones with stable somatic hypermutation frequency over time. In conclusion, our in-depth immune profiling reveals dyssynchrony of the innate and adaptive immune interaction in progressive COVID-19. SARS-CoV-2 infection can lead to progressive pathology in patients with COVID-19, but information for this disease progression is sparse. Here the authors use multi-omics approach to profile the immune responses of patients, assessing immune repertoire and effects of tocilizumab treatments, to find a dyssynchrony between innate and adaptive immunity in progressive COVID-19.
引用
收藏
页数:23
相关论文
共 50 条
  • [1] Single-cell multi-omics analysis of the immune response in COVID-19
    Stephenson, Emily
    Reynolds, Gary
    Botting, Rachel A.
    Calero-Nieto, Fernando J.
    Morgan, Michael D.
    Tuong, Zewen Kelvin
    Bach, Karsten
    Sungnak, Waradon
    Worlock, Kaylee B.
    Yoshida, Masahiro
    Kumasaka, Natsuhiko
    Kania, Katarzyna
    Engelbert, Justin
    Olabi, Bayan
    Spegarova, Jarmila Stremenova
    Wilson, Nicola K.
    Mende, Nicole
    Jardine, Laura
    Gardner, Louis C. S.
    Goh, Issac
    Horsfall, Dave
    McGrath, Jim
    Webb, Simone
    Mather, Michael W.
    Lindeboom, Rik G. H.
    Dann, Emma
    Huang, Ni
    Polanski, Krzysztof
    Prigmore, Elena
    Gothe, Florian
    Scott, Jonathan
    Payne, Rebecca P.
    Baker, Kenneth F.
    Hanrath, Aidan T.
    van der Loeff, Ina C. D. Schim
    Barr, Andrew S.
    Sanchez-Gonzalez, Amada
    Bergamaschi, Laura
    Mescia, Federica
    Barnes, Josephine L.
    Kilich, Eliz
    de Wilton, Angus
    Saigal, Anita
    Saleh, Aarash
    Janes, Sam M.
    Smith, Claire M.
    Gopee, Nusayhah
    Wilson, Caroline
    Coupland, Paul
    Coxhead, Jonathan M.
    NATURE MEDICINE, 2021, 27 (05) : 904 - +
  • [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] ScImmOmics: a manually curated resource of single-cell multi-omics immune data
    Li, Yan-Yu
    Zhou, Li-Wei
    Qian, Feng-Cui
    Fang, Qiao-Li
    Yu, Zheng-Min
    Cui, Ting
    Dong, Fu-Juan
    Cai, Fu-Hong
    Yu, Ting-Ting
    Li, Li-Dong
    Wang, Qiu-Yu
    Zhu, Yan-Bing
    Tang, Hui-Fang
    Hu, Bao-Yang
    Li, Chun-Quan
    NUCLEIC ACIDS RESEARCH, 2024, 53 (D1) : D1162 - D1172
  • [4] High-dimensional single-cell analysis reveals the immune characteristics of COVID-19
    Shi, Wen
    Liu, Xiuxing
    Cao, Qiqi
    Ma, Pengjuan
    Le, Wenqing
    Xie, Lihui
    Ye, Jinguo
    Wen, Wen
    Tang, Hao
    Su, Wenru
    Zheng, Yingfeng
    Liu, Yizhi
    AMERICAN JOURNAL OF PHYSIOLOGY-LUNG CELLULAR AND MOLECULAR PHYSIOLOGY, 2021, 320 (01) : L84 - L98
  • [5] 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)
  • [6] Pathogenic Mechanism and Multi-omics Analysis of Oral Manifestations in COVID-19
    Hao, Ming
    Wang, Dongxu
    Xia, Qianyun
    Kan, Shaoning
    Chang, Lu
    Liu, Huimin
    Yang, Zhijing
    Liu, Weiwei
    FRONTIERS IN IMMUNOLOGY, 2022, 13
  • [7] Bronchoalveolar lavage single-cell transcriptomics reveals immune dysregulations driving COVID-19 severity
    Asaba, Clinton Njinju
    Bitazar, Razieh
    Labonte, Patrick
    Bukong, Terence Ndonyi
    PLOS ONE, 2025, 20 (02):
  • [8] Multi-omics for COVID-19: driving development of therapeutics and vaccines
    Guo, Mengyu
    Xiong, Muya
    Peng, Jinying
    Guan, Tong
    Su, Haixia
    Huang, Yanyi
    Yang, Cai-Guang
    Li, Yang
    Boraschi, Diana
    Pillaiyar, Thanigaimalai
    Wang, Guanbo
    Yi, Chengqi
    Xu, Yechun
    Chen, Chunying
    NATIONAL SCIENCE REVIEW, 2023, 10 (09)
  • [9] COVID-19 and the human innate immune system
    Schultze, Joachim L.
    Aschenbrenner, Anna C.
    CELL, 2021, 184 (07) : 1671 - 1692
  • [10] Single-cell landscape of bronchoalveolar immune cells in patients with COVID-19
    Liao, Mingfeng
    Liu, Yang
    Yuan, Jing
    Wen, Yanling
    Xu, Gang
    Zhao, Juanjuan
    Cheng, Lin
    Li, Jinxiu
    Wang, Xin
    Wang, Fuxiang
    Liu, Lei
    Amit, Ido
    Zhang, Shuye
    Zhang, Zheng
    NATURE MEDICINE, 2020, 26 (06) : 842 - +