Oxidative Stress Markers and Prediction of Severity With a Machine Learning Approach in Hospitalized Patients With COVID-19 and Severe Lung Disease: Observational, Retrospective, Single-Center Feasibility Study

The level of severity of pulmonary damage in patients hospitalized with COVID-19 was predicted using an SVM model; moderate to severe symptoms in patients were associated with low Zn, low plasma thiol, increased hs-CRP, and an increased Cu/Zn ratio among a panel of 10 biomarkers of OS. Since this panel does not require a complex preanalytical method, it can be used and studied in other pathologies associated with OS, such as infectious pathologies or chronic diseases.

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Publication Details

Journal
JMIR Formative Research
Published
2025-02-20
DOI
https://doi.org/10.2196/66509
Citations
3
Primary Topic
COVID-19 Clinical Research Studies
Type
article
Field-Weighted Citation Impact
4.19
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article

Oxidative Stress Markers and Prediction of Severity With a Machine Learning Approach in Hospitalized Patients With COVID-19 and Severe Lung Disease: Observational, Retrospective, Single-Center Feasibility Study

Mélanie Vivancos, Olivier Brack, A. Aouifi, O. Raspado et al.
3 citations
JMIR Formative Research
COVID-19 Clinical Research Studies
4.19
article

Oxidative Stress Markers and Prediction of Severity With a Machine Learning Approach in Hospitalized Patients With COVID-19 and Severe Lung Disease: Observational, Retrospective, Single-Center Feasibility Study

Mélanie Vivancos, Olivier Brack, A. Aouifi, O. Raspado, Emmanuelle Cart-Tanneur, Aurélie Esparcieux, Michel Brack
article en
3 citations

Abstract

The level of severity of pulmonary damage in patients hospitalized with COVID-19 was predicted using an SVM model; moderate to severe symptoms in patients were associated with low Zn, low plasma thiol, increased hs-CRP, and an increased Cu/Zn ratio among a panel of 10 biomarkers of OS. Since this panel does not require a complex preanalytical method, it can be used and studied in other pathologies associated with OS, such as infectious pathologies or chronic diseases.

JMIR Formative ResearchVol. 9
Institut d'Économie Industrielle (FR), UCB Pharma (France) (FR), Eurofins (France) (FR), Infirmerie Protestante (FR)
Openalex Percentile: Top 7%
COVID-19 Clinical Research Studies
4.19
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