Development of a proteomic signature associated with severe disease for patients with COVID-19 using data from 5 multicenter, randomized, controlled, and prospective studies.


Journal

Scientific reports
ISSN: 2045-2322
Titre abrégé: Sci Rep
Pays: England
ID NLM: 101563288

Informations de publication

Date de publication:
20 Nov 2023
Historique:
received: 28 02 2023
accepted: 31 10 2023
medline: 22 11 2023
pubmed: 21 11 2023
entrez: 21 11 2023
Statut: epublish

Résumé

Significant progress has been made in preventing severe COVID-19 disease through the development of vaccines. However, we still lack a validated baseline predictive biologic signature for the development of more severe disease in both outpatients and inpatients infected with SARS-CoV-2. The objective of this study was to develop and externally validate, via 5 international outpatient and inpatient trials and/or prospective cohort studies, a novel baseline proteomic signature, which predicts the development of moderate or severe (vs mild) disease in patients with COVID-19 from a proteomic analysis of 7000 + proteins. The secondary objective was exploratory, to identify (1) individual baseline protein levels and/or (2) protein level changes within the first 2 weeks of acute infection that are associated with the development of moderate/severe (vs mild) disease. For model development, samples collected from 2 randomized controlled trials were used. Plasma was isolated and the SomaLogic SomaScan platform was used to characterize protein levels for 7301 proteins of interest for all studies. We dichotomized 113 patients as having mild or moderate/severe COVID-19 disease. An elastic net approach was used to develop a predictive proteomic signature. For validation, we applied our signature to data from three independent prospective biomarker studies. We found 4110 proteins measured at baseline that significantly differed between patients with mild COVID-19 and those with moderate/severe COVID-19 after adjusting for multiple hypothesis testing. Baseline protein expression was associated with predicted disease severity with an error rate of 4.7% (AUC = 0.964). We also found that five proteins (Afamin, I-309, NKG2A, PRS57, LIPK) and patient age serve as a signature that separates patients with mild COVID-19 and patients with moderate/severe COVID-19 with an error rate of 1.77% (AUC = 0.9804). This panel was validated using data from 3 external studies with AUCs of 0.764 (Harvard University), 0.696 (University of Colorado), and 0.893 (Karolinska Institutet). In this study we developed and externally validated a baseline COVID-19 proteomic signature associated with disease severity for potential use in both outpatients and inpatients with COVID-19.

Identifiants

pubmed: 37985892
doi: 10.1038/s41598-023-46343-1
pii: 10.1038/s41598-023-46343-1
pmc: PMC10661735
doi:

Substances chimiques

Biomarkers 0

Types de publication

Multicenter Study Journal Article

Langues

eng

Sous-ensembles de citation

IM

Pagination

20315

Subventions

Organisme : NIGMS NIH HHS
ID : R35 GM142695
Pays : United States

Informations de copyright

© 2023. The Author(s).

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Auteurs

Sandra Castro-Pearson (S)

Division of Biostatistics, School of Public Health, University of Minnesota, Minneapolis, MN, USA.

Sarah Samorodnitsky (S)

Division of Biostatistics, School of Public Health, University of Minnesota, Minneapolis, MN, USA.

Kaifeng Yang (K)

Division of Biostatistics, School of Public Health, University of Minnesota, Minneapolis, MN, USA.

Sahar Lotfi-Emran (S)

Department of Medicine, University of Minnesota, Minneapolis, MN, USA.

Nicholas E Ingraham (NE)

Department of Medicine, University of Minnesota, Minneapolis, MN, USA.

Carolyn Bramante (C)

Department of Medicine, University of Minnesota, Minneapolis, MN, USA.

Emma K Jones (EK)

Department of Surgery, University of Minnesota, 420 Delaware St SE, Minneapolis, MN, 55455, USA.

Sarah Greising (S)

School of Kinesiology, University of Minnesota, Minneapolis, MN, USA.

Meng Yu (M)

Division of Immunology and Allergy, Department of Medicine Solna, Center for Molecular Medicine, Karolinska Institutet and Karolinska University Hospital, Stockholm, Sweden.

Brian Steffen (B)

Department of Surgery, University of Minnesota, 420 Delaware St SE, Minneapolis, MN, 55455, USA.

Julia Svensson (J)

Division of Immunology and Allergy, Department of Medicine Solna, Center for Molecular Medicine, Karolinska Institutet and Karolinska University Hospital, Stockholm, Sweden.

Eric Åhlberg (E)

Division of Immunology and Allergy, Department of Medicine Solna, Center for Molecular Medicine, Karolinska Institutet and Karolinska University Hospital, Stockholm, Sweden.

Björn Österberg (B)

Division of Immunology and Allergy, Department of Medicine Solna, Center for Molecular Medicine, Karolinska Institutet and Karolinska University Hospital, Stockholm, Sweden.

David Wacker (D)

Department of Medicine, University of Minnesota, Minneapolis, MN, USA.

Weihua Guan (W)

Division of Biostatistics, School of Public Health, University of Minnesota, Minneapolis, MN, USA.

Michael Puskarich (M)

Department of Emergency Medicine, University of Minnesota, Minneapolis, MN, USA.
Department of Emergency Medicine, Hennepin County Medical Center, Minneapolis, MN, USA.

Anna Smed-Sörensen (A)

Division of Immunology and Allergy, Department of Medicine Solna, Center for Molecular Medicine, Karolinska Institutet and Karolinska University Hospital, Stockholm, Sweden.

Elizabeth Lusczek (E)

Department of Surgery, University of Minnesota, 420 Delaware St SE, Minneapolis, MN, 55455, USA.

Sandra E Safo (SE)

Division of Biostatistics, School of Public Health, University of Minnesota, Minneapolis, MN, USA.

Christopher J Tignanelli (CJ)

Department of Surgery, University of Minnesota, 420 Delaware St SE, Minneapolis, MN, 55455, USA. ctignane@umn.edu.
Institute for Health Informatics, University of Minnesota, Minneapolis, MN, USA. ctignane@umn.edu.

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Classifications MeSH