Immunological Biomarkers of Fatal COVID-19: A Study of 868 Patients.


Journal

Frontiers in immunology
ISSN: 1664-3224
Titre abrégé: Front Immunol
Pays: Switzerland
ID NLM: 101560960

Informations de publication

Date de publication:
2021
Historique:
received: 26 01 2021
accepted: 09 04 2021
entrez: 20 5 2021
pubmed: 21 5 2021
medline: 2 6 2021
Statut: epublish

Résumé

Information on the immunopathobiology of coronavirus disease 2019 (COVID-19) is rapidly increasing; however, there remains a need to identify immune features predictive of fatal outcome. This large-scale study characterized immune responses to severe acute respiratory syndrome coronavirus-2 (SARS-CoV-2) infection using multidimensional flow cytometry, with the aim of identifying high-risk immune biomarkers. Holistic and unbiased analyses of 17 immune cell-types were conducted on 1,075 peripheral blood samples obtained from 868 COVID-19 patients and on samples from 24 patients presenting with non-SARS-CoV-2 infections and 36 healthy donors. Immune profiles of COVID-19 patients were significantly different from those of age-matched healthy donors but generally similar to those of patients with non-SARS-CoV-2 infections. Unsupervised clustering analysis revealed three immunotypes during SARS-CoV-2 infection; immunotype 1 (14% of patients) was characterized by significantly lower percentages of all immune cell-types except neutrophils and circulating plasma cells, and was significantly associated with severe disease. Reduced B-cell percentage was most strongly associated with risk of death. On multivariate analysis incorporating age and comorbidities, B-cell and non-classical monocyte percentages were independent prognostic factors for survival in training (n=513) and validation (n=355) cohorts. Therefore, reduced percentages of B-cells and non-classical monocytes are high-risk immune biomarkers for risk-stratification of COVID-19 patients.

Identifiants

pubmed: 34012444
doi: 10.3389/fimmu.2021.659018
pmc: PMC8126711
doi:

Substances chimiques

Biomarkers 0

Types de publication

Journal Article Research Support, Non-U.S. Gov't

Langues

eng

Sous-ensembles de citation

IM

Pagination

659018

Informations de copyright

Copyright © 2021 Martín-Sánchez, Garcés, Maia, Inogés, López-Díaz de Cerio, Carmona-Torre, Marin-Oto, Alegre, Molano, Fernandez-Alonso, Perez, Botta, Zabaleta, Alcaide, Landecho, Rua, Pérez-Warnisher, Blanco, Sarvide, Vilas-Zornoza, Alignani, Moreno, Pineda, Sogbe, Argemi, Paiva and Yuste.

Déclaration de conflit d'intérêts

The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.

Références

Immunity. 2020 Jun 16;52(6):905-909
pubmed: 32497522
Cell Discov. 2020 Jun 20;6:41
pubmed: 32595980
Cell. 2020 Jul 9;182(1):73-84.e16
pubmed: 32425270
J Infect Dis. 2021 Jan 4;223(1):47-55
pubmed: 33104179
Immunity. 2020 Jun 16;52(6):910-941
pubmed: 32505227
Sci Rep. 2021 Mar 29;11(1):7052
pubmed: 33782412
J Transl Med. 2020 May 20;18(1):206
pubmed: 32434518
Nature. 2020 Jul;583(7816):366-368
pubmed: 32661414
Nat Med. 2020 Oct;26(10):1623-1635
pubmed: 32807934
Sci Immunol. 2020 Jul 15;5(49):
pubmed: 32669287
Cell Host Microbe. 2020 Jun 10;27(6):879-882.e2
pubmed: 32359396
Science. 2020 Aug 7;369(6504):718-724
pubmed: 32661059
Nature. 2020 Jul;583(7816):437-440
pubmed: 32434211
Bioinformatics. 2015 Jan 15;31(2):166-9
pubmed: 25260700
J Clin Invest. 2020 May 1;130(5):2620-2629
pubmed: 32217835
JAMA Netw Open. 2020 Jun 1;3(6):e2010895
pubmed: 32492165
Nature. 2020 Jul;583(7815):290-295
pubmed: 32422645
Br J Haematol. 2020 Sep;190(5):e279-e282
pubmed: 32526039
JAMA. 2020 Mar 17;323(11):1061-1069
pubmed: 32031570
Nat Med. 2020 Jun;26(6):842-844
pubmed: 32398875
Sci Immunol. 2020 Jul 10;5(49):
pubmed: 32651212
N Engl J Med. 2020 Apr 30;382(18):1708-1720
pubmed: 32109013
Bioinformatics. 2010 Jun 15;26(12):1572-3
pubmed: 20427518
JAMA Intern Med. 2020 Aug 1;180(8):1081-1089
pubmed: 32396163
Nat Commun. 2021 Mar 5;12(1):1428
pubmed: 33674591
Immunity. 2020 Sep 15;53(3):685-696.e3
pubmed: 32783921
OMICS. 2012 May;16(5):284-7
pubmed: 22455463
Genome Biol. 2014;15(12):550
pubmed: 25516281
Front Mol Biosci. 2020 Jul 03;7:157
pubmed: 32719810
Front Immunol. 2021 Feb 18;12:631226
pubmed: 33679778
Science. 2020 Jul 17;369(6501):256-257
pubmed: 32675364
Immunity. 2020 Jul 14;53(1):19-25
pubmed: 32610079
Science. 2020 Sep 4;369(6508):
pubmed: 32669297
Immunity. 2020 Aug 18;53(2):442-455.e4
pubmed: 32668194
Nat Rev Immunol. 2020 Jul;20(7):448
pubmed: 32488203
Cell Mol Immunol. 2020 May;17(5):533-535
pubmed: 32203188
Nat Med. 2020 Jul;26(7):1070-1076
pubmed: 32514174
Cytometry A. 2015 Jul;87(7):636-45
pubmed: 25573116
Bioinformatics. 2013 Jan 1;29(1):15-21
pubmed: 23104886
Acta Biomed. 2020 Sep 07;91(3):e2020008
pubmed: 32921706
Lancet. 2020 Feb 15;395(10223):497-506
pubmed: 31986264
Front Immunol. 2020 May 01;11:827
pubmed: 32425950
J Clin Invest. 2020 Sep 1;130(9):4694-4703
pubmed: 32463803
Science. 2014 Feb 14;343(6172):776-9
pubmed: 24531970
Front Immunol. 2019 Jun 13;10:1271
pubmed: 31263462
Signal Transduct Target Ther. 2020 Apr 29;5:61
pubmed: 32377400
Cell. 2020 Sep 17;182(6):1419-1440.e23
pubmed: 32810438
Cell. 2020 Sep 17;182(6):1401-1418.e18
pubmed: 32810439
Nat Biotechnol. 2020 Aug;38(8):970-979
pubmed: 32591762
Cell. 2020 May 28;181(5):1036-1045.e9
pubmed: 32416070
Cell Rep. 2021 Mar 30;34(13):108943
pubmed: 33789116
EBioMedicine. 2020 May;55:102763
pubmed: 32361250
Nat Rev Immunol. 2009 Mar;9(3):185-94
pubmed: 19240757
Lancet. 2020 Mar 28;395(10229):1033-1034
pubmed: 32192578
Science. 2020 Sep 4;369(6508):1210-1220
pubmed: 32788292
Front Immunol. 2021 Mar 11;12:655934
pubmed: 33777054
J Clin Immunol. 2020 Oct;40(7):970-973
pubmed: 32594342

Auteurs

Esperanza Martín-Sánchez (E)

Hematology Department, Clínica Universidad de Navarra, Pamplona, Spain.
Hemato-Oncology Department, Centro de Investigación Médica Aplicada (CIMA), Pamplona, Spain.
Hemato-Oncology Department, Instituto de Investigación Sanitaria de Navarra (IdiSNA), Pamplona, Spain.
Centro de Investigación Biomédica en Red, Pamplona, Spain.

Juan José Garcés (JJ)

Hematology Department, Clínica Universidad de Navarra, Pamplona, Spain.
Hemato-Oncology Department, Centro de Investigación Médica Aplicada (CIMA), Pamplona, Spain.
Hemato-Oncology Department, Instituto de Investigación Sanitaria de Navarra (IdiSNA), Pamplona, Spain.
Centro de Investigación Biomédica en Red, Pamplona, Spain.

Catarina Maia (C)

Hematology Department, Clínica Universidad de Navarra, Pamplona, Spain.
Hemato-Oncology Department, Centro de Investigación Médica Aplicada (CIMA), Pamplona, Spain.
Hemato-Oncology Department, Instituto de Investigación Sanitaria de Navarra (IdiSNA), Pamplona, Spain.
Centro de Investigación Biomédica en Red, Pamplona, Spain.

Susana Inogés (S)

Centro de Investigación Biomédica en Red, Pamplona, Spain.
Immunology and Immunotherapy Department, Clínica Universidad de Navarra, Pamplona, Spain.
Hematology Service and Cell Therapy Area, Clínica Universidad de Navarra, Pamplona, Spain.

Ascensión López-Díaz de Cerio (A)

Centro de Investigación Biomédica en Red, Pamplona, Spain.
Immunology and Immunotherapy Department, Clínica Universidad de Navarra, Pamplona, Spain.
Hematology Service and Cell Therapy Area, Clínica Universidad de Navarra, Pamplona, Spain.

Francisco Carmona-Torre (F)

Internal Medicine Department, Clínica Universidad de Navarra, Pamplona, Spain.
Division of Infectious Diseases, Clínica Universidad de Navarra, Pamplona, Spain.
Immune and Infectious Inflammatory Diseases Research, Instituto de Investigación Sanitaria de Navarra (IdiSNA), Pamplona, Spain.

Marta Marin-Oto (M)

Neumology Department, Clínica Universidad de Navarra, Pamplona, Spain.

Félix Alegre (F)

Internal Medicine Department, Clínica Universidad de Navarra, Pamplona, Spain.

Elvira Molano (E)

Internal Medicine Department, Clínica Universidad de Navarra, Madrid, Spain.

Mirian Fernandez-Alonso (M)

Immune and Infectious Inflammatory Diseases Research, Instituto de Investigación Sanitaria de Navarra (IdiSNA), Pamplona, Spain.
Microbiology Department, Clínica Universidad de Navarra, Pamplona, Spain.

Cristina Perez (C)

Hemato-Oncology Department, Centro de Investigación Médica Aplicada (CIMA), Pamplona, Spain.
Hemato-Oncology Department, Instituto de Investigación Sanitaria de Navarra (IdiSNA), Pamplona, Spain.
Centro de Investigación Biomédica en Red, Pamplona, Spain.

Cirino Botta (C)

Hematology Department, Hospital "Annunziata", Cosenza, Italy.

Aintzane Zabaleta (A)

Hematology Department, Clínica Universidad de Navarra, Pamplona, Spain.
Hemato-Oncology Department, Centro de Investigación Médica Aplicada (CIMA), Pamplona, Spain.
Hemato-Oncology Department, Instituto de Investigación Sanitaria de Navarra (IdiSNA), Pamplona, Spain.
Centro de Investigación Biomédica en Red, Pamplona, Spain.

Ana Belen Alcaide (AB)

Neumology Department, Clínica Universidad de Navarra, Pamplona, Spain.

Manuel F Landecho (MF)

Internal Medicine Department, Clínica Universidad de Navarra, Pamplona, Spain.

Marta Rua (M)

Microbiology Department, Clínica Universidad de Navarra, Pamplona, Spain.

Teresa Pérez-Warnisher (T)

Neumology Department, Clínica Universidad de Navarra, Madrid, Spain.

Laura Blanco (L)

Hemato-Oncology Department, Instituto de Investigación Sanitaria de Navarra (IdiSNA), Pamplona, Spain.
Centro de Investigación Biomédica en Red, Pamplona, Spain.

Sarai Sarvide (S)

Hemato-Oncology Department, Centro de Investigación Médica Aplicada (CIMA), Pamplona, Spain.
Hemato-Oncology Department, Instituto de Investigación Sanitaria de Navarra (IdiSNA), Pamplona, Spain.
Centro de Investigación Biomédica en Red, Pamplona, Spain.

Amaia Vilas-Zornoza (A)

Hemato-Oncology Department, Centro de Investigación Médica Aplicada (CIMA), Pamplona, Spain.
Hemato-Oncology Department, Instituto de Investigación Sanitaria de Navarra (IdiSNA), Pamplona, Spain.
Centro de Investigación Biomédica en Red, Pamplona, Spain.

Diego Alignani (D)

Hematology Department, Clínica Universidad de Navarra, Pamplona, Spain.
Hemato-Oncology Department, Centro de Investigación Médica Aplicada (CIMA), Pamplona, Spain.
Hemato-Oncology Department, Instituto de Investigación Sanitaria de Navarra (IdiSNA), Pamplona, Spain.
Centro de Investigación Biomédica en Red, Pamplona, Spain.

Cristina Moreno (C)

Hematology Department, Clínica Universidad de Navarra, Pamplona, Spain.
Hemato-Oncology Department, Instituto de Investigación Sanitaria de Navarra (IdiSNA), Pamplona, Spain.
Centro de Investigación Biomédica en Red, Pamplona, Spain.

Iñigo Pineda (I)

Internal Medicine Department, Clínica Universidad de Navarra, Pamplona, Spain.

Miguel Sogbe (M)

Internal Medicine Department, Clínica Universidad de Navarra, Pamplona, Spain.

Josepmaria Argemi (J)

Internal Medicine Department, Clínica Universidad de Navarra, Pamplona, Spain.

Bruno Paiva (B)

Hematology Department, Clínica Universidad de Navarra, Pamplona, Spain.
Hemato-Oncology Department, Centro de Investigación Médica Aplicada (CIMA), Pamplona, Spain.
Hemato-Oncology Department, Instituto de Investigación Sanitaria de Navarra (IdiSNA), Pamplona, Spain.
Centro de Investigación Biomédica en Red, Pamplona, Spain.

José Ramón Yuste (JR)

Internal Medicine Department, Clínica Universidad de Navarra, Pamplona, Spain.
Division of Infectious Diseases, Clínica Universidad de Navarra, Pamplona, Spain.
Immune and Infectious Inflammatory Diseases Research, Instituto de Investigación Sanitaria de Navarra (IdiSNA), Pamplona, Spain.

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