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Cluster analysis and profiling of airway fluid metabolites in pediatric acute hypoxemic respiratory failure

Hierarchal clustering of amino acid metabolites may identify a metabolic signature in children with pediatric acute hypoxemic respiratory failure. Seventy-four immunocompetent children, 41 (55.4%) with pediatric acute respiratory distress syndrome (PARDS), who were between 2 days to 18 years of age...

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Autores principales: Grunwell, Jocelyn R., Rad, Milad G., Stephenson, Susan T., Mohammad, Ahmad F., Opolka, Cydney, Fitzpatrick, Anne M., Kamaleswaran, Rishikesan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8626441/
https://www.ncbi.nlm.nih.gov/pubmed/34836982
http://dx.doi.org/10.1038/s41598-021-02354-4
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author Grunwell, Jocelyn R.
Rad, Milad G.
Stephenson, Susan T.
Mohammad, Ahmad F.
Opolka, Cydney
Fitzpatrick, Anne M.
Kamaleswaran, Rishikesan
author_facet Grunwell, Jocelyn R.
Rad, Milad G.
Stephenson, Susan T.
Mohammad, Ahmad F.
Opolka, Cydney
Fitzpatrick, Anne M.
Kamaleswaran, Rishikesan
author_sort Grunwell, Jocelyn R.
collection PubMed
description Hierarchal clustering of amino acid metabolites may identify a metabolic signature in children with pediatric acute hypoxemic respiratory failure. Seventy-four immunocompetent children, 41 (55.4%) with pediatric acute respiratory distress syndrome (PARDS), who were between 2 days to 18 years of age and within 72 h of intubation for acute hypoxemic respiratory failure, were enrolled. We used hierarchal clustering and partial least squares-discriminant analysis to profile the tracheal aspirate airway fluid using quantitative LC–MS/MS to explore clusters of metabolites that correlated with acute hypoxemia severity and ventilator-free days. Three clusters of children that differed by severity of hypoxemia and ventilator-free days were identified. Quantitative pathway enrichment analysis showed that cysteine and methionine metabolism, selenocompound metabolism, glycine, serine and threonine metabolism, arginine biosynthesis, and valine, leucine, and isoleucine biosynthesis were the top five enriched, impactful pathways. We identified three clusters of amino acid metabolites found in the airway fluid of intubated children important to acute hypoxemia severity that correlated with ventilator-free days < 21 days. Further studies are needed to validate our findings and to test our models.
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spelling pubmed-86264412021-11-29 Cluster analysis and profiling of airway fluid metabolites in pediatric acute hypoxemic respiratory failure Grunwell, Jocelyn R. Rad, Milad G. Stephenson, Susan T. Mohammad, Ahmad F. Opolka, Cydney Fitzpatrick, Anne M. Kamaleswaran, Rishikesan Sci Rep Article Hierarchal clustering of amino acid metabolites may identify a metabolic signature in children with pediatric acute hypoxemic respiratory failure. Seventy-four immunocompetent children, 41 (55.4%) with pediatric acute respiratory distress syndrome (PARDS), who were between 2 days to 18 years of age and within 72 h of intubation for acute hypoxemic respiratory failure, were enrolled. We used hierarchal clustering and partial least squares-discriminant analysis to profile the tracheal aspirate airway fluid using quantitative LC–MS/MS to explore clusters of metabolites that correlated with acute hypoxemia severity and ventilator-free days. Three clusters of children that differed by severity of hypoxemia and ventilator-free days were identified. Quantitative pathway enrichment analysis showed that cysteine and methionine metabolism, selenocompound metabolism, glycine, serine and threonine metabolism, arginine biosynthesis, and valine, leucine, and isoleucine biosynthesis were the top five enriched, impactful pathways. We identified three clusters of amino acid metabolites found in the airway fluid of intubated children important to acute hypoxemia severity that correlated with ventilator-free days < 21 days. Further studies are needed to validate our findings and to test our models. Nature Publishing Group UK 2021-11-26 /pmc/articles/PMC8626441/ /pubmed/34836982 http://dx.doi.org/10.1038/s41598-021-02354-4 Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Grunwell, Jocelyn R.
Rad, Milad G.
Stephenson, Susan T.
Mohammad, Ahmad F.
Opolka, Cydney
Fitzpatrick, Anne M.
Kamaleswaran, Rishikesan
Cluster analysis and profiling of airway fluid metabolites in pediatric acute hypoxemic respiratory failure
title Cluster analysis and profiling of airway fluid metabolites in pediatric acute hypoxemic respiratory failure
title_full Cluster analysis and profiling of airway fluid metabolites in pediatric acute hypoxemic respiratory failure
title_fullStr Cluster analysis and profiling of airway fluid metabolites in pediatric acute hypoxemic respiratory failure
title_full_unstemmed Cluster analysis and profiling of airway fluid metabolites in pediatric acute hypoxemic respiratory failure
title_short Cluster analysis and profiling of airway fluid metabolites in pediatric acute hypoxemic respiratory failure
title_sort cluster analysis and profiling of airway fluid metabolites in pediatric acute hypoxemic respiratory failure
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8626441/
https://www.ncbi.nlm.nih.gov/pubmed/34836982
http://dx.doi.org/10.1038/s41598-021-02354-4
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