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

Publication ,  Journal Article
Grunwell, JR; Rad, MG; Stephenson, ST; Mohammad, AF; Opolka, C; Fitzpatrick, AM; Kamaleswaran, R
Published in: Sci Rep
November 26, 2021

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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Published In

Sci Rep

DOI

EISSN

2045-2322

Publication Date

November 26, 2021

Volume

11

Issue

1

Start / End Page

23019

Location

England

Related Subject Headings

  • Respiratory Insufficiency
  • Respiratory Distress Syndrome
  • Male
  • Infant, Newborn
  • Infant
  • Humans
  • Female
  • Cluster Analysis
  • Child, Preschool
  • Child
 

Citation

APA
Chicago
ICMJE
MLA
NLM
Grunwell, J. R., Rad, M. G., Stephenson, S. T., Mohammad, A. F., Opolka, C., Fitzpatrick, A. M., & Kamaleswaran, R. (2021). Cluster analysis and profiling of airway fluid metabolites in pediatric acute hypoxemic respiratory failure. Sci Rep, 11(1), 23019. https://doi.org/10.1038/s41598-021-02354-4
Grunwell, Jocelyn R., Milad G. Rad, Susan T. Stephenson, Ahmad F. Mohammad, Cydney Opolka, Anne M. Fitzpatrick, and Rishikesan Kamaleswaran. “Cluster analysis and profiling of airway fluid metabolites in pediatric acute hypoxemic respiratory failure.Sci Rep 11, no. 1 (November 26, 2021): 23019. https://doi.org/10.1038/s41598-021-02354-4.
Grunwell JR, Rad MG, Stephenson ST, Mohammad AF, Opolka C, Fitzpatrick AM, et al. Cluster analysis and profiling of airway fluid metabolites in pediatric acute hypoxemic respiratory failure. Sci Rep. 2021 Nov 26;11(1):23019.
Grunwell, Jocelyn R., et al. “Cluster analysis and profiling of airway fluid metabolites in pediatric acute hypoxemic respiratory failure.Sci Rep, vol. 11, no. 1, Nov. 2021, p. 23019. Pubmed, doi:10.1038/s41598-021-02354-4.
Grunwell JR, Rad MG, Stephenson ST, Mohammad AF, Opolka C, Fitzpatrick AM, Kamaleswaran R. Cluster analysis and profiling of airway fluid metabolites in pediatric acute hypoxemic respiratory failure. Sci Rep. 2021 Nov 26;11(1):23019.

Published In

Sci Rep

DOI

EISSN

2045-2322

Publication Date

November 26, 2021

Volume

11

Issue

1

Start / End Page

23019

Location

England

Related Subject Headings

  • Respiratory Insufficiency
  • Respiratory Distress Syndrome
  • Male
  • Infant, Newborn
  • Infant
  • Humans
  • Female
  • Cluster Analysis
  • Child, Preschool
  • Child