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A blood atlas of COVID-19 defines hallmarks of disease severity and specificity

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Updated January 27, 2025

Treatment of severe COVID-19 is currently limited by clinical heterogeneity and incomplete description of specific immune biomarkers. We present here a comprehensive multi-omic blood atlas for patients with varying COVID-19 severity in an integrated comparison with influenza and sepsis patients versus healthy volunteers. We identify immune signatures and correlates of host response. Hallmarks of disease severity involved cells, their inflammatory mediators and networks, including progenitor cells and specific myeloid and lymphocyte subsets, features of the immune repertoire, acute phase response, metabolism, and coagulation. Persisting immune activation involving AP-1/p38MAPK was a specific feature of COVID-19. The plasma proteome enabled sub-phenotyping into patient clusters, predictive of severity and outcome. Systems-based integrative analyses including tensor and matrix decomposition of all modalities revealed feature groupings linked with severity and specificity compared to influenza and sepsis. Our approach and blood atlas will support future drug development, clinical trial design, and personalized medicine approaches for COVID-19.

Julian C KnightUniversity of Oxfordjulian.knight@well.ox.ac.uk
David J Ahern1
Zhichao Ai1
Mark Ainsworth1
Chris Allan1
Alice Allcock1
Brian Angus1
M Azim Ansari1
Carolina V Arancibia-Cárcamo1
Dominik Aschenbrenner1
Moustafa Attar1
J Kenneth Baillie1
Eleanor Barnes1
Rachael Bashford-Rogers1
Archana Bashyal1
Sally Beer1
Georgina Berridge1
Amy Beveridge1
Sagida Bibi1
Tihana Bicanic1
Luke Blackwell1
Paul Bowness1
Andrew Brent1
Andrew Brown1
John Broxholme1
David Buck1
Katie L Burnham1
Helen Byrne1
Susana Camara1
Ivan Candido Ferreira1
Philip Charles1
Wentao Chen1
Yi-Ling Chen1
Amanda Chong1
Elizabeth A Clutterbuck1
Mark Coles1
Christopher P Conlon1
Richard Cornall1
Adam P Cribbs1
Fabiola Curion1
Emma E Davenport1
Neil Davidson1
Simon Davis1
Calliope A Dendrou1
Julie Dequaire1
Lea Dib1
James Docker1
Christina Dold1
Tao Dong1
Damien Downes1
Hal Drakesmith1
Susanna J Dunachie1
David A Duncan1
Chris Eijsbouts1
Robert Esnouf1
Alexis Espinosa1
Rachel Etherington1
Benjamin Fairfax1
Rory Fairhead1
Hai Fang1
Shayan Fassih1
Sally Felle1
Maria Fernandez Mendoza1
Ricardo Ferreira1
Roman Fischer1
Thomas Foord1
Aden Forrow1
John Frater1
Anastasia Fries1
Veronica Gallardo Sanchez1
Lucy C Garner1
Clementine Geeves1
Dominique Georgiou1
Leila Godfrey1
Tanya Golubchik1
Maria Gomez Vazquez1
Angie Green1
Hong Harper1
Heather A Harrington1
Raphael Heilig1
Svenja Hester1
Jennifer Hill1
Charles Hinds1
Clare Hird1
Ling-Pei Ho1
Renee Hoekzema1
Benjamin Hollis1
Jim Hughes1
Paula Hutton1
Matthew A Jackson-Wood1
Ashwin Jainarayanan1
Anna James-Bott1
Kathrin Jansen1
Katie Jeffery1
Elizabeth Jones1
Luke Jostins1
Georgina Kerr1
David Kim1
Paul Klenerman1
Julian C Knight1
Vinod Kumar1
Piyush Kumar Sharma1
Prathiba Kurupati1
Andrew Kwok1
Angela Lee1
Aline Linder1
Teresa Lockett1
Lorne Lonie1
Maria Lopopolo1
Martyna Lukoseviciute1
Jian Luo1
Spyridoula Marinou1
Brian Marsden1
Jose Martinez1
Philippa C Matthews1
Michalina Mazurczyk1
Simon McGowan1
Stuart McKechnie1
Adam Mead1
Alexander J Mentzer1
Yuxin Mi1
Claudia Monaco1
Ruddy Montadon1
Giorgio Napolitani1
Isar Nassiri1
Alex Novak1
Darragh P O'Brien1
Daniel O'Connor1
Denise O'Donnell1
Graham Ogg1
Lauren Overend1
Inhye Park1
Ian Pavord1
Yanchun Peng1
Frank Penkava1
Mariana Pereira Pinho1
Elena Perez1
Andrew J Pollard1
Fiona Powrie1
Bethan Psaila1
T Phuong Quan1
Emmanouela Repapi1
Santiago Revale1
Laura Silva-Reyes1
Jean-Baptiste Richard1
Charlotte Rich-Griffin1
Thomas Ritter1
Christine S Rollier1
Matthew Rowland1
Fabian Ruehle1
Mariolina Salio1
Stephen Nicholas Sansom1
Raphael Sanches Peres1
Alberto Santos Delgado1
Tatjana Sauka-Spengler1
Ron Schwessinger1
Giuseppe Scozzafava1
Gavin Screaton1
Anna Seigal1
Malcolm G Semple1
Martin Sergeant1
Christina Simoglou Karali1
David Sims1
Donal Skelly1
Hubert Slawinski1
Alberto Sobrinodiaz1
Nikolaos Sousos1
Lizzie Stafford1
Lisa Stockdale1
Marie Strickland1
Otto Sumray1
Bo Sun1
Chelsea Taylor1
Stephen Taylor1
Adan Taylor1
Supat Thongjuea1
Hannah Thraves1
John A Todd1
Adriana Tomic1
Orion Tong1
Amy Trebes1
Dominik Trzupek1
Felicia Anna Tucci1
Lance Turtle1
Irina Udalova1
Holm Uhlig1
Erinke van Grinsven1
Iolanda Vendrell1
Marije Verheul1
Alexandru Voda1
Guanlin Wang1
Lihui Wang1
Dapeng Wang1
Peter Watkinson1
Robert Watson1
Michael Weinberger1
Justin Whalley1
Lorna Witty1
Katherine Wray1
Luzheng Xue1
Hing Yuen Yeung1
Zixi Yin1
Rebecca K Young1
Jonathan Youngs1
Ping Zhang1
Yasemin-Xiomara Zurke1
ISARIC4C Consortium1
1University of Oxford
Rachel Schwartz
Arsenios Chatzigeorgiou

To reference this project, please use the following link:

https://explore.data.humancellatlas.org/projects/cdabcf0b-7602-4abf-9afb-3b410e545703
None
EGA Accessions:

Atlas

ImmuneImmune v1.0

Analysis Portals

CZ CELLxGENECZ CELLxGENE
UCSC Cell BrowserUCSC Cell Browser

Project Label

COMBAT2022

Species

Homo sapiens

Sample Type

specimens

Anatomical Entity

blood

Organ Part

Unspecified

Selected Cell Types

peripheral blood mononuclear cell

Disease Status (Specimen)

4 disease statuses

Disease Status (Donor)

4 disease statuses

Development Stage

8 development stages

Library Construction Method

2 library construction methods

Nucleic Acid Source

single cell

Paired End

false

Analysis Protocol

analysis_protocol_1, analysis_protocol_2, analysis_protocol_3

File Format

2 file formats

Cell Count Estimate

836.1k

Donor Count

124
h5ad1 file(s)xlsx2 file(s)
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