Evidence map›Paper›PMID 42730921›Full record

ArticleEuropean journal of nutrition2026

Serum metabolic signatures of nutritional status in early childhood: results from the Brazilian National Survey on Child Nutrition (ENANI-2019).

Samary da Silva Rosa Freire, Victor Nahuel Keller, Paula Normando, Raquel Machado Schincaglia, Nathalia Cristina Freitas-Costa, Inês Rugani Ribeiro de Castro, Zachary Kroezen, Meera Shanmuganathan, Philip Britz-McKibbin, Gilberto Kac

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Article in European journal of nutrition, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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4 · The record

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5 · Who and what money

Authors and funding

10 authors.

Samary da Silva Rosa FreireNutritional Epidemiology Observatory, Josué de Castro Nutrition Institute, Federal University of Rio de Janeiro, Rio de Janeiro, Brazil.
Victor Nahuel KellerNutritional Epidemiology Observatory, Josué de Castro Nutrition Institute, Federal University of Rio de Janeiro, Rio de Janeiro, Brazil.
Paula NormandoNutritional Epidemiology Observatory, Josué de Castro Nutrition Institute, Federal University of Rio de Janeiro, Rio de Janeiro, Brazil.
Raquel Machado SchincagliaNutrition Faculty, Federal University of Goiás, Goiânia, GO, Brazil.
Nathalia Cristina Freitas-CostaNutritional Epidemiology Observatory, Josué de Castro Nutrition Institute, Federal University of Rio de Janeiro, Rio de Janeiro, Brazil.
Inês Rugani Ribeiro de CastroInstitute of Nutrition, State University of Rio de Janeiro, Rio de Janeiro, Brazil.
Zachary KroezenDepartment of Chemistry and Chemical Biology, McMaster University, Hamilton, Canada.
Meera ShanmuganathanDepartment of Chemistry and Chemical Biology, McMaster University, Hamilton, Canada.
Philip Britz-McKibbinDepartment of Chemistry and Chemical Biology, McMaster University, Hamilton, Canada.
Gilberto KacNutritional Epidemiology Observatory, Josué de Castro Nutrition Institute, Federal University of Rio de Janeiro, Rio de Janeiro, Brazil. gilberto.kac@gmail.com.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundUntargeted metabolic profiling may provide biochemical insights into adverse growth outcomes in early childhood. We aimed to investigate the association between serum metabolic signatures and anthropometric indicators in young children.

methodsThe serum metabolome of 4978 children aged 6-59 months, studied by the 2019 Brazilian National Survey on Child Nutrition (ENANI-2019), was analyzed using multi-segment injection-capillary electrophoresis-mass spectrometry. WHO length/height-for-age (HAZ), weight-for-height (WHZ), body-mass-index-for-age (BMIZ), and weight-for-age (WAZ) indices, and stunting (HAZ <-2) and overweight (WHZ > 2) were the outcomes. Partial least squares regression was used to select serum metabolites with a variable importance projection ≥ 1. Linear and logistic regression models, adjusted for confounders and sex-stratified, were fitted. The Benjamini-Hochberg correction (adjusted p < 0.05) controlled the false discovery rate.

resultsTyrosine, creatinine, and 5-aminovaleric acid were consistently directly associated with all anthropometric indices. Threonine was directly associated with HAZ. The branched-chain amino acids were directly associated with WHZ. Leucine, valine, lysine, and carnitine were directly associated with BMIZ, whereas 3-hydroxybutyric acid was inversely associated with WAZ. Direct associations between methionine and WHZ, BMIZ, and WAZ, and between histidine and WHZ and BMIZ, were observed exclusively in girls, while hippuric acid and cresol sulfate were inversely associated with HAZ, and phenylacetylglutamine with WAZ, exclusively in boys. Further, 2-aminobutyric acid and creatinine were inversely associated with stunting, and proline betaine was inversely associated with being overweight.

conclusionSerum metabolomics offers a valuable tool for screening for childhood malnutrition, and key metabolites were associated with energy and muscle metabolism, the endocrine system, and aspects of the human diet.

Indexed as

Child Nutritional Physiological PhenomenaMetabolomeNutritional StatusBody Mass IndexBrazilChild, PreschoolCross-Sectional StudiesFemaleGrowth DisordersHumansInfantMaleMetabolomicsNutrition SurveysOverweightInfant nutritionMetabolomicsOverweightSex-specificityStunting

Identifiers

PMID42730921
PMCPMC13570930

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