Longitudinal Multi-omics Analyses Identify Responses of Megakaryocytes, Erythroid Cells, and Plasmablasts as Hallmarks of Severe COVID-19

被引:245
作者
Bernardes, Joana P. [1 ,2 ]
Mishra, Neha [1 ,2 ]
Tran, Florian [1 ,2 ,3 ]
Bahmer, Thomas [3 ]
Best, Lena [2 ,4 ]
Blase, Johanna, I [1 ,2 ]
Bordoni, Dora [1 ,2 ]
Franzenburg, Jeanette [1 ,2 ,5 ,6 ]
Geisen, Ulf [7 ]
Josephs-Spaulding, Jonathan [2 ,4 ]
Koehler, Philipp [8 ,9 ,10 ,11 ,13 ]
Kuenstner, Axel [12 ]
Rosati, Elisa [1 ,2 ]
Aschenbrenner, Anna C. [15 ,17 ,18 ,32 ,33 ,34 ]
Bacher, Petra [1 ,2 ,16 ]
Baran, Nathan [1 ,2 ]
Boysen, Teide [1 ,2 ]
Brandt, Burkhard [5 ,6 ]
Bruse, Niklas [17 ,18 ]
Doerr, Jonathan [7 ]
Draeger, Andreas [19 ,20 ]
Elke, Gunnar [21 ]
Ellinghaus, David [1 ,2 ]
Fischer, Julia [8 ,9 ,10 ,11 ,12 ]
Forster, Michael [1 ,2 ]
Franke, Andre [1 ,2 ]
Franzenburg, Soeren [1 ,2 ]
Frey, Norbert [22 ]
Friedrichs, Anette [3 ]
Fuss, Janina [1 ,2 ]
Glueck, Andreas [3 ]
Hamm, Jacob [1 ,2 ]
Hinrichsen, Finn [1 ,2 ]
Hoeppner, Marc P. [1 ,2 ]
Imm, Simon [1 ,2 ]
Junker, Ralf [5 ,6 ]
Kaiser, Sina [7 ]
Kan, Ying H. [1 ,2 ]
Knoll, Rainer [32 ,33 ,34 ]
Lange, Christoph [23 ,24 ]
Laue, Georg [1 ,2 ]
Lier, Clemens [5 ,6 ]
Lindner, Matthias [21 ]
Marinos, Georgios [2 ,4 ]
Markewitz, Robert [5 ,6 ]
Nattermann, Jacob [25 ,26 ]
Noth, Rainer [3 ]
Pickkers, Peter [17 ,18 ]
Rabe, Klaus F. [3 ,27 ]
Renz, Alina [19 ,20 ]
机构
[1] Univ Kiel, Inst Clin Mol Biol, D-24105 Kiel, Germany
[2] Univ Med Ctr Schleswig Holstein, D-24105 Kiel, Germany
[3] Univ Med Ctr Schleswig Holstein, Dept Internal Med 1, D-24105 Kiel, Germany
[4] Univ Kiel, Inst Expt Med, D-24105 Kiel, Germany
[5] Univ Med Ctr Schleswig Holstein, Inst Clin Chem, D-24105 Kiel, Germany
[6] Univ Med Ctr Schleswig Holstein, Inst Clin Chem, D-23562 Lubeck, Germany
[7] Univ Med Ctr Schleswig Holstein, Dept Internal Med 1, Sect Rheumatol, D-24105 Kiel, Germany
[8] Univ Cologne, Dept Internal Med 1, D-50931 Cologne, Germany
[9] Univ Hosp Cologne, D-50931 Cologne, Germany
[10] German Ctr Infect Res, Partner Site Bonn Cologne, D-50931 Cologne, Germany
[11] Univ Cologne, Ctr Mol Med Cologne, D-50931 Cologne, Germany
[12] Univ Cologne, Ctr Mol Med Cologne CMMC, D-50931 Cologne, Germany
[13] Cologne Excellence Cluster Cellular Stress Respon, D-50937 Cologne, Germany
[14] Univ Lubeck, Lubeck Inst Expt Dermatol, D-23562 Lubeck, Germany
[15] Univ Bonn, Life & Med Sci LIMES Inst, Genom & Immunoregulat, D-53115 Bonn, Germany
[16] Univ Med Ctr Schleswig Holstein, Inst Immunol, D-24105 Kiel, Germany
[17] Radboud Univ Nijmegen, Dept Intens Care Med, Med Ctr, NL-6500 HB Nijmegen, Netherlands
[18] Radboud Univ Nijmegen, Radboud Ctr Infect Dis RCI, Med Ctr, NL-6500 HB Nijmegen, Netherlands
[19] Univ Tubingen, Inst Bioinformat & Med Informat IBMI, Dept Comp Sci, D-72076 Tubingen, Germany
[20] German Ctr Infect Res DZIF, Partner Site Tubingen, D-72076 Tubingen, Germany
[21] Univ Med Ctr Schleswig Holstein, Dept Anaesthesiol & Intens Care Med, D-24105 Kiel, Germany
[22] Univ Med Ctr Schleswig Holstein, Dept Internal Med 3, D-24105 Kiel, Germany
[23] Res Ctr Borstel, Div Clin Infect Dis, D-23845 Borstel, Germany
[24] TTU TB, German Ctr Infect Res DZIF, D-23845 Borstel, Germany
[25] Univ Bonn, Dept Internal Med 1, D-53217 Bonn, Germany
[26] Univ Bonn, German Ctr Infect Res DZIF, D-53217 Bonn, Germany
[27] German Ctr Lung Res, Airway Res Ctr North, LungenClin Grosshansdorf, D-22927 Grosshansdorf, Germany
[28] Univ Med Ctr Schleswig Holstein, Dept Pathol, D-24105 Kiel, Germany
[29] Univ Lubeck, Dept Infect Dis & Microbiol, D-23562 Lubeck, Germany
[30] Univ Med Ctr Schleswig Holstein, Dept Emergency Med, D-24105 Kiel, Germany
[31] Univ Hosp Bonn, Dept Internal Med 2, Sect Pneumol, D-53127 Bonn, Germany
[32] German Ctr Neurodegenerat Dis DZNE, Syst Med, D-53127 Bonn, Germany
[33] DZNE, German Ctr Neurodegenerat Dis DZNE, PRECISE Platform Genom & Epigen, D-53127 Bonn, Germany
[34] Univ Bonn, D-53127 Bonn, Germany
关键词
CORONAVIRUS DISEASE 2019; HEMATOPOIETIC STEM; INNATE IMMUNITY; HYPOXIA; DATABASE; DIFFERENTIATION; RECONSTRUCTION; INHIBITION; METABOLISM; EXPRESSION;
D O I
10.1016/j.immuni.2020.11.017
中图分类号
R392 [医学免疫学]; Q939.91 [免疫学];
学科分类号
100102 ;
摘要
Temporal resolution of cellular features associated with a severe COVID-19 disease trajectory is needed for understanding skewed immune responses and defining predictors of outcome. Here, we performed a longitudinal multi-omics study using a two-center cohort of 14 patients. We analyzed the bulk transcriptome, bulk DNA methylome, and single-cell transcriptome (>358,000 cells, including BCR profiles) of peripheral blood samples harvested from up to 5 time points. Validation was performed in two independent cohorts of COVID-19 patients. Severe COVID-19 was characterized by an increase of proliferating, metabolically hyperactive plasmablasts. Coinciding with critical illness, we also identified an expansion of interferon-activated circulating megakaryocytes and increased erythropoiesis with features of hypoxic signaling. Megakaryocyte- and erythroid-cell-derived co-expression modules were predictive of fatal disease outcome. The study demonstrates broad cellular effects of SARS-CoV-2 infection beyond adaptive immune cells and provides an entry point toward developing biomarkers and targeted treatments of patients with COVID-19.
引用
收藏
页码:1296 / +
页数:28
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