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Multi-omic profiling of plasma reveals molecular alterations in children with COVID-19
- Source :
- Theranostics
- Publication Year :
- 2021
-
Abstract
- Rationale: Children usually develop less severe symptoms responding to Coronavirus Disease 2019 (COVID-19) than adults. However, little is known about the molecular alterations and pathogenesis of COVID-19 in children. Methods: We conducted plasma proteomic and metabolomic profilings of the blood samples of a cohort containing 18 COVID-19-children with mild symptoms and 12 healthy children, which were enrolled from hospital admissions and outpatients, respectively. Statistical analyses were performed to identify molecules specifically altered in COVID-19-children. We also developed a machine learning-based pipeline named inference of biomolecular combinations with minimal bias (iBM) to prioritize proteins and metabolites strongly altered in COVID-19-children, and experimentally validated the predictions. Results: By comparing to the multi-omic data in adults, we identified 44 proteins and 249 metabolites differentially altered in COVID-19-children against healthy children or COVID-19-adults. Further analyses demonstrated that both deteriorative immune response/inflammation processes and protective antioxidant or anti-inflammatory processes were markedly induced in COVID-19-children. Using iBM, we prioritized two combinations that contained 5 proteins and 5 metabolites, respectively, each exhibiting a total area under curve (AUC) value of 100% to accurately distinguish COVID-19-children from healthy children or COVID-19-adults. Further experiments validated that all the 5 proteins were up-regulated upon coronavirus infection. Interestingly, we found that the prioritized metabolites inhibited the expression of pro-inflammatory factors, and two of them, methylmalonic acid (MMA) and mannitol, also suppressed coronaviral replication, implying a protective role of these metabolites in COVID-19-children. Conclusion: The finding of a strong antagonism of deteriorative and protective effects provided new insights on the mechanism and pathogenesis of COVID-19 in children that mostly underwent mild symptoms. The identified metabolites strongly altered in COVID-19-children could serve as potential therapeutic agents of COVID-19.
- Subjects :
- Adult
Male
Proteomics
China
Methylmalonic acid
Medicine (miscellaneous)
Inflammation
medicine.disease_cause
Pathogenesis
chemistry.chemical_compound
Metabolomics
Immune system
Medicine
Humans
Child
Pharmacology, Toxicology and Pharmaceutics (miscellaneous)
Coronavirus
Mechanism (biology)
business.industry
SARS-CoV-2
COVID-19
Middle Aged
Omics
Hospitalization
chemistry
Child, Preschool
Immunology
Female
medicine.symptom
business
Research Paper
Subjects
Details
- ISSN :
- 18387640
- Volume :
- 11
- Issue :
- 16
- Database :
- OpenAIRE
- Journal :
- Theranostics
- Accession number :
- edsair.doi.dedup.....ae73db35f5c065caf17e499fa249ad94