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Metabolomics Analysis Reveals Molecular Signatures of Metabolic Complexity in Children with Hypercholesterolemia
Pei-Shin Gu1,2, Kuan-Wen Su3, Kuo-Wei Yeh4
1Division of Pediatric Endocrinology, Department of Pediatrics, Chang Gung Memorial Hospital at Linkou, Chang Gung University College of Medicine, Taoyuan 333, Taiwan.
Insights
Childhood hypercholesterolemia is often overlooked. This study identifies glutamic acid and tyrosine as key metabolites linked to high cholesterol levels in children, highlighting their role in lipid metabolism.
Area of Science:
- Metabolomics
- Pediatric Health
- Biochemistry
Background:
- Childhood hypercholesterolemia (high cholesterol) is a significant health concern, affecting up to 25% of children.
- Molecular mechanisms underlying pediatric hypercholesterolemia are poorly understood, with limited metabolomics-based research.
- Early identification and understanding of hypercholesterolemia in children are crucial for long-term cardiovascular health.
Purpose of the Study:
- To identify specific metabolites associated with different cholesterol levels in children.
- To elucidate the molecular biological pathways involved in childhood hypercholesterolemia.
- To investigate the role of key metabolites in lipid metabolism and cholesterol regulation.
Main Methods:
- Plasma metabolomic profiles were analyzed using 1H-nuclear magnetic resonance (NMR) spectroscopy in 125 children stratified by cholesterol levels.
- Partial least squares-discriminant analysis (PLS-DA) and random forest classifier models were employed to identify and rank significant metabolites.
- Associations between identified metabolites, serum lipid profiles, and functional metabolic pathways were assessed.
Main Results:
- Eight metabolites, including glutamic acid and tyrosine, were significantly associated with varying cholesterol statuses.
- Glutamic acid and tyrosine demonstrated the highest importance in distinguishing cholesterol levels.
- Carbohydrate and amino acid metabolism, particularly glutamic acid's role, were significantly linked to cholesterol status.
Conclusions:
- Childhood hypercholesterolemia requires greater attention, with metabolomics offering insights into its mechanisms.
- Glutamic acid and tyrosine are critical metabolites in pediatric lipid metabolism and cholesterol regulation.
- Targeting amino acid metabolism pathways may offer novel strategies for managing childhood hypercholesterolemia.
Abstract:
Despite the importance of hypercholesterolemia in children, it is overlooked, and there are currently few metabolomics-based approaches available to understand its molecular mechanisms. Children from a birth cohort had their cholesterol levels measured with the aim of identifying the metabolites for the molecular biological pathways of childhood hypercholesterolemia. One hundred and twenty-five children were enrolled and stratified into three groups according to cholesterol levels (acceptable, <170 mg/dL, n = 42; borderline, 170-200 mg/dL, n = 52; and high, >200 mg/dL, n = 31). Plasma metabolomic profiles were obtained by using 1H-nuclear magnetic resonance (NMR) spectroscopy, and partial least squares-discriminant analysis (PLS-DA) was applied using the MetaboAnalyst 5.0 platform. Metabolites significantly associated with different cholesterol statuses were identified, and random forest classifier models were used to rank the importance of these metabolites. Their associations with serum lipid profile and functional metabolic pathways related to hypercholesterolemia were also assessed. Cholesterol level was significantly positively correlated with LDL-C and Apo-B level, as well as HDL-C and Apo-A1 level separately, whereas HDL-C was negatively correlated with triglyceride level (p < 0.01). Eight metabolites including tyrosine, glutamic acid, ornithine, lysine, alanine, creatinine, oxoglutaric acid, and creatine were significantly associated with the different statuses of cholesterol level. Among them, glutamic acid and tyrosine had the highest importance for different cholesterol statuses using random forest regression models. Carbohydrate and amino acid metabolisms were significantly associated with different cholesterol statuses, with glutamic acid being involved in all amino acid metabolic pathways (FDR-adjusted p < 0.01). Hypercholesterolemia is a significant health concern among children, with up to 25% having high cholesterol levels. Glutamic acid and tyrosine are crucial amino acids in lipid metabolism, with glutamic-acid-related amino acid metabolism playing a significant role in regulating cholesterol levels.
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