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Discovery and systematic assessment of early biomarkers that predict progression to severe COVID-19 disease

Medicine and Health

Discovery and systematic assessment of early biomarkers that predict progression to severe COVID-19 disease

K. Hufnagel, A. Fathi, et al.

This groundbreaking study by Katrin Hufnagel and her team uncovers plasma protein biomarkers that could forecast the progression of COVID-19 to severe illness during its early stages. Through innovative antibody microarrays and machine learning, they identified multi-marker panels that hold promise for timely patient interventions.

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~3 min • Beginner • English
Abstract
Background: COVID-19 has a wide clinical spectrum from asymptomatic to severe and fatal disease. Early biomarkers that predict progression to severe disease could guide care and enable early intervention. Methods: Plasma protein biomarkers were measured using antibody microarrays (up to 998 proteins) in independent cohorts of SARS-CoV-2–infected individuals early after infection to identify markers predicting severe/critical versus mild/moderate disease. Results: Eleven protein biomarkers consistently differentiated severity groups across two cohorts. Machine learning selected multi-marker panels with strong prognostic performance, including a four-protein panel and two three-protein panels. Selected biomarkers were validated on orthogonal platforms (clinical CRP and ELISA for S100A8/A9). Conclusions: Early biomarker panels can stratify patients at high risk for severe COVID-19 to prioritize early therapeutic interventions (e.g., antivirals, neutralizing antibodies), potentially improving outcomes and reducing hospital burden in future pandemics.
Publisher
Communications Medicine
Published On
Apr 27, 2023
Authors
Katrin Hufnagel, Anahita Fathi, Nadine Stroh, Marco Klein, Florian Skwirtblies, Ramy Girgis, Christine Dahlke, Jörg D. Hoheisel, Camille Lowy, Ronny Schmidt, Anne Griesbeck, Uta Merle, Marylyn M. Addo, Christoph Schröder
Tags
COVID-19
biomarkers
plasma proteins
machine learning
early intervention
neutralizing antibodies
severe disease
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