Metabolomics reveals sex-specific pathways associated with changes in adiposity and muscle mass in a cohort of Mexican adolescents

Yanelli Rodríguez-Carmona, Jennifer L. Meijer, Yiwang Zhou, Erica C. Jansen, Wei Perng, Margaret Banker, Peter X.K. Song, Martha María Téllez-Rojo, Alejandra Cantoral, Karen E. Peterson*

*Corresponding author for this work

Research output: Contribution to journalArticlepeer-review

6 Scopus citations

Abstract

Background: Alterations in body composition (BC) during adolescence relates to future metabolic risk, yet underlying mechanisms remain unclear. Objectives: To assess the association between the metabolome with changes in adiposity (body mass index [BMI], waist circumference [WC], triceps skinfold [TS], fat percentage [BF%]) and muscle mass (MM). Methods: In Mexican adolescents (n = 352), untargeted serum metabolomics was profiled at baseline. and data were reduced by pairing hierarchical clustering with confirmatory factor analysis, yielding 30 clusters with 51 singleton metabolites. At the baseline and follow-up visits (1.6–3.5 years apart), anthropometry was collected to identify associations between baseline metabolite clusters and change in BC (∆) using seemingly unrelated and linear regression. Results: Between visits, MM increased in boys and adiposity increased in girls. Sex differences were observed between metabolite clusters and changes in BC. In boys, aromatic amino acids (AAA), branched chain amino acids (BCAA) and fatty acid oxidation metabolites were associated with increases in ∆BMI, and ∆BF%. Phospholipids were associated with decreases in ∆TS and ∆MM. Negative associations were observed for ∆MM in boys with a cluster including AAA and BCAA, whereas positive associations were found for a cluster containing tryptophan metabolites. Few associations were observed between metabolites and BC change in girls, with one cluster comprising methionine, proline and lipids associated with decreases in ∆BMI, ∆WC and ∆MM. Conclusion: Sex-specific associations between the metabolome and change in BC were observed, highlighting metabolic pathways underlying adolescent physical growth.

Original languageEnglish (US)
Article numbere12887
JournalPediatric Obesity
Volume17
Issue number6
DOIs
StatePublished - Jun 2022

Funding

We would like to thank the research staff at participating hospitals and the American British Cowdray Hospital in Mexico City for providing research facilities. We would like to thank Maureen Kachman for their assistance with the untargeted metabolomics data processing. This work was supported by P01ES022844 and R24ES028502 from the National Institute for Environmental Health Sciences (NIEHS), and RD83543601 from the US Environmental Protection Agency (US EPA), Michigan Nutrition Obesity Research Center (P30 DK089503), CHEAR (U2CES026553), Michigan Regional Comprehensive Metabolomics Resource Core (R24 DK097153), the Robert C. and Veronica Atkins Foundation, and the University of Michigan Training Program in Endocrinology and Metabolism (T32 DK007245). This study was also supported by the National Institute of Public Health/Ministry of Health of Mexico. Its contents are solely the responsibility of the grantee and do not necessarily represent the official views of the US EPA. Further, the US EPA does not endorse the purchase any commercial products or services mentioned in the publication. Funding information

Keywords

  • adolescence
  • anthropometry
  • fatty acid oxidation
  • metabolomics
  • pubertal development
  • sex-stratified

ASJC Scopus subject areas

  • Public Health, Environmental and Occupational Health
  • Health Policy
  • Nutrition and Dietetics
  • Pediatrics, Perinatology, and Child Health

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