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Identification and Quantification of Deranged Metabolites in Critically Ill Patients Using NMR-Based Metabolomics
Published on: November 29, 2024
Serum and Urine Metabolomic Profiles in Children With Growth Retardation: An Exploratory 1H-NMR Study
Mehtap Alim1,2, Metin Demirel2, Fatmanur Koktasoglu2
1Health Sciences Institute, Bezmialem Vakif University, Istanbul, Türkiye.
Insights
Children with growth retardation show subtle metabolic changes, particularly in serum, affecting energy and amino acid metabolism. Further research is needed to confirm these findings in larger, diverse groups.
Area of Science:
- Metabolomics
- Pediatric Endocrinology
- Biochemistry
Background:
- Growth retardation (GR) is characterized by impaired anthropometric development and can involve metabolic alterations.
- Understanding these metabolic changes is crucial for identifying potential biomarkers and therapeutic targets.
Purpose of the Study:
- To characterize serum and urine metabolomic profiles in children with growth retardation (GR) using proton nuclear magnetic resonance (1H-NMR) spectroscopy.
- To identify specific metabolites associated with GR and explore their relationship with clinical variables.
Main Methods:
- Cross-sectional study involving 30 children with GR and 24 controls.
- Serum and urine samples analyzed via 1H-NMR spectroscopy.
- Metabolomic data analyzed using univariate comparisons, principal component analysis (PCA), orthogonal partial least squares-discriminant analysis (OPLS-DA), and correlation analyses.
Main Results:
- The GR group exhibited lower age and body mass index (BMI), with higher serum iron and aspartate aminotransferase (AST).
- Serum metabolomic profiles showed more distinct alterations than urine profiles, with increased 3-hydroxybutyrate and glucuronate, and decreased N-acetylgalactosamine, alanine, glutamate, and glucose.
- Age-adjusted analysis revealed 4-ethylbenzoic acid as a significant serum metabolite. N-acetylgalactosamine and 4-ethylbenzoic acid (serum), and beta-alanine and creatinine (urine) showed potential for classification.
Conclusions:
- Children with GR present with modest metabolic differences, predominantly in serum, suggesting alterations in energy metabolism, amino acid turnover, and intermediary metabolism.
- The findings highlight potential serum biomarkers for GR but require validation in larger, age-stratified cohorts.
Abstract:
Growth retardation, defined by impaired anthropometric development relative to age-based population standards, may be accompanied by metabolic alterations. This study aimed to characterize serum and urine metabolomic profiles in children with growth retardation using exploratory 1H-NMR spectroscopy. Thirty children with growth retardation and 24 controls were included in this cross-sectional study. Serum and urine samples were analyzed by 1H-NMR spectroscopy, and annotated metabolites were evaluated using Chenomx, MetaboAnalyst, and R software. Clinical and laboratory variables were compared between groups. Metabolomic analysis included univariate comparisons, volcano plots, PCA, OPLS-DA, Spearman correlation analysis, age-adjusted regression, exploratory ROC analysis, and metabolite set enrichment analysis. The growth retardation group had lower age and BMI than controls, while serum iron and AST were higher. Volcano plot analysis showed a more distinct pattern of nominal metabolite alterations in serum than in urine. In serum, 3-hydroxybutyrate and glucuronate showed relative increases, whereas N-acetylgalactosamine, alanine, glutamate, and glucose showed relative decreases. In urine, metabolite differences were less pronounced. Multivariate analysis demonstrated a significant overall group effect in serum but not in urine. Within the growth retardation group, age was negatively correlated with serum 3-hydroxybutyrate and positively correlated with N-acetyl-L-aspartic acid, whereas several urinary metabolites showed negative correlations with age. After age adjustment, only 4-ethylbenzoic acid remained significant in serum after multiple testing correction. Exploratory ROC analysis identified N-acetylgalactosamine and 4-ethylbenzoic acid in serum and beta-alanine and creatinine in urine as the metabolites with the highest within cohort classification tendency. Children with growth retardation exhibited modest metabolic differences, with more consistent group-related alterations observed in serum than in urine. These findings mainly suggest changes related to energy metabolism, amino acid turnover, and intermediary metabolism. However, the results remain exploratory and require confirmation in larger, age-stratified and independently validated cohorts.
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