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Development and Validation of a Targeted Metabolomic Tool for Metabotype Classification in Schoolchildren
Sheyla Karina Hernández-Ramírez1,2, Diego Arturo Velázquez-Trejo2,3, Eduardo Sandoval-Colín2
1Programa de Maestría y Doctorado en Ciencias Médicas, Odontológicas y de la Salud, Universidad Nacional Autónoma de México, Mexico City 04510, Mexico.
This study identified three distinct metabotypes (METBA, METLI, METAA) in schoolchildren using serum metabolomics. This classification tool shows potential for personalized medicine and early detection of metabolic disorder risks.
Area of Science:
- Metabolomics
- Biomarkers
- Personalized Medicine
Background:
- Metabolomic profiling reveals metabolic variations in healthy children.
- Identifies opportunities for personalized medicine and early risk detection of metabolic disorders.
Purpose of the Study:
- Identify and validate metabotypes in schoolchildren using targeted serum metabolomics.
- Assess the external validity of a metabotype classification tool in separate child cohorts.
Main Methods:
- Unsupervised clustering (self-organizing map) to identify metabotypes in children aged 6-11.
- Internal validation of cluster stability and classification accuracy.
- External validation in children post-physical activity intervention and with metabolic syndrome.
Main Results:
- Three metabotypes identified: METBA (balanced), METLI (high lipid/glucose), METAA (high amino acid).
- High internal validation: cluster stability (ARI=0.79), classification accuracy (0.95).
- Post-intervention: 55% reclassification; Metabolic syndrome group: 83% METLI, 13% METAA.
Conclusions:
- Serum metabolomic diversity allows classification into three distinct metabotypes.
- Tool detects metabotype changes with physical activity and identifies metabolic syndrome cases.
- Supports metabotypes as biomarkers for personalized interventions.
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