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

BACKGROUND: Untargeted 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. METHODS: The 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. RESULTS: Tyrosine, 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. CONCLUSION: Serum 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.

Authors

Institutions

Publication Details

Journal
European Journal of Nutrition
Published
2026-09-12
DOI
https://doi.org/10.1007/s00394-026-04101-9
Primary Topic
Metabolomics and Mass Spectrometry Studies
Type
article
Field-Weighted Citation Impact
0.00

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

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

Victor N. Keller, Gilberto Kac, Paula Normando, Meera Shanmuganathan et al.
European Journal of Nutrition
Metabolomics and Mass Spectrometry Studies
article

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

Victor N. Keller, Gilberto Kac, Paula Normando, Meera Shanmuganathan, Samary da Silva Rosa Freire, Raquel Machado Schincaglia, Nathalia Freitas-Costa, Indiana Castro, Philip Britz-McKibbin, Zachary Kroezen
article en

Abstract

BACKGROUND: Untargeted 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. METHODS: The 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. RESULTS: Tyrosine, 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. CONCLUSION: Serum 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.

European Journal of NutritionVol. 65(7)
Universidade Federal do Rio de Janeiro (BR), Universidade do Estado do Rio de Janeiro (BR), Fundação Carlos Chagas Filho de Amparo à Pesquisa do Estado do Rio de Janeiro (BR), Fundação Carlos Chagas (BR), Universidade Federal de Goiás (BR), Universidade Federal do Estado do Rio de Janeiro (BR), McMaster University (CA)
Universidade Federal do Rio de Janeiro
Zero hunger
Openalex Percentile: Top 18%
Metabolomics and Mass Spectrometry Studies
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.