ArticlePeerJ2018
Metabolomic analysis of obesity, metabolic syndrome, and type 2 diabetes: amino acid and acylcarnitine levels change along a spectrum of metabolic wellness.
Article in PeerJ, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 87 papers, 2 of them syntheses that pooled it.
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Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
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Who cites it
87 citing papers in PubMed, 2 syntheses or guidelines pooled it, 136 citations in OpenAlex.
- An atlas of genome-wide gene expression and metabolite associations and possible mediation effects towards body mass index.Journal of molecular medicine (Berlin, Germany) · 2023Pooled it
- Are we close to defining a metabolomic signature of human obesity? A systematic review of metabolomics studies.Metabolomics : Official journal of the Metabolomic Society · 2019Pooled it
- Increased circulating butyrate and ursodeoxycholate during probiotic intervention in humans with type 2 diabetes.BMC microbiology · 2022Trial
- Trial
- Effects of phenylalanine supplementation on meat fatty acid composition, gut microbiota, and pork volatile organic compound profile in finishing pigs.Journal of animal science and biotechnology · 2026Article
- Beyond Feature Selection: Interpretable Machine Learning for Mechanistic Insights in Metabolomics.Biology · 2026Review
- ToF-SIMS Reveals Metformin-Driven Restoration of Hepatic Lipid and Amino Acid Profiles in a Type 2 Diabetes Rat Model.International journal of molecular sciences · 2025Article
- Amino acid metabolic signatures of dynapenic obesity in older adults: a (principal component analysis) PCA-based sex-stratified analysis in the Bushehr elderly health program.Journal of diabetes and metabolic disorders · 2025Article
- Metabolites and MRI-derived markers of dementia risk in a Puerto Rican cohort.Metabolomics : Official journal of the Metabolomic Society · 2025Article
- Shared Plasma Metabolites Mediate Causal Effects of Metabolic Diseases on Colorectal Cancer: A Two-Step Mendelian Randomization Study.Biomedicines · 2025Article
- Risk Factors for Chronic Kidney Disease in Patients With Crohn's Disease.Inflammatory bowel diseases · 2025Article
- Effects of high-intensity interval training on metabolic impairments in liver tissue of rats with type 2 diabetes: a metabolomics-based approach.Journal of physiology and biochemistry · 2025Article
- The Circulating Lipidome In Severe Obesity.medRxiv : the preprint server for health sciences · 2025Article
- Metabolomics in cardiometabolic diseases: Key biomarkers and therapeutic implications for insulin resistance and diabetes.Journal of internal medicine · 2025Review
- Anti-diabetes activity of (R)-gentiandiol in KKAy type 2 mice.Scientific reports · 2025Article
- Exploring the mediating effects of amino acids on BMI and gestational diabetes mellitus: a longitudinal population-based cohort study.Frontiers in endocrinology · 2025Article
- Urinary amino acid metabolomic profiling and its association with childhood obesity in prepubescent individuals.Frontiers in physiology · 2025Article
- Metabolomic Hallmarks of Obesity and Metabolic Dysfunction-Associated Steatotic Liver Disease.International journal of molecular sciences · 2024Review
- Longitudinal changes of serum metabolomic profile after laparoscopic sleeve gastrectomy in obesity.Endocrine connections · 2024Article
- Metabolite, Biochemical, and Dietary Intake Alterations Associated with Lifestyle Interventions in Obese and Overweight Malaysian Women.Nutrients · 2024Article
27 more citing papers are in PubMed but not listed here.
Corrections and comments
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Authors and funding
3 authors at 2 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundMetabolic syndrome (MS) is a construct used to separate "healthy" from "unhealthy" obese patients, and is a major risk factor for type 2 diabetes (T2D) and cardiovascular disease. There is controversy over whether obese "metabolically well" persons have a higher morbidity and mortality than lean counterparts, suggesting that MS criteria do not completely describe physiologic risk factors or consequences of obesity. We hypothesized that metabolomic analysis of plasma would distinguish obese individuals with and without MS and T2D along a spectrum of obesity-associated metabolic derangements, supporting metabolomic analysis as a tool for a more detailed assessment of metabolic wellness than currently used MS criteria.
methodsFasting plasma samples from 90 adults were assigned to groups based on BMI and ATP III criteria for MS: (1) lean metabolically well (LMW;
resultsAnalytes and ratios significantly increasing in obesity, T2D, and with worsening health include: branched-chain amino acids (BCAAs), cystine, alpha-aminoadipic acid, phenylalanine, leucine + lysine, and short-chain acylcarnitines/total carnitines. Tyrosine, alanine and propionylcarnitine increase with obesity and metabolic unwellness. Asparagine and the tryptophan/large neutral amino acid ratio decrease with T2D and metabolic unwellness. Malonylcarnitine decreases in obesity and 3-OHbutyrylcarnitine increases in T2D; neither correlates with unwellness. Cluster analysis did not separate subjects into discreet groups based on metabolic wellness. DISCUSSION: Levels of 15 species and metabolite ratios trend significantly with worsening metabolic health; some are newly recognized. BCAAs, aromatic amino acids, lysine, and its metabolite, alpha-aminoadipate, increase with worsening health. The lysine pathway is distinct from BCAA metabolism, indicating that biochemical derangements associated with MS involve pathways besides those affected by BCAAs. Even those considered "obese, metabolically well" had metabolite levels which significantly trended towards those found in obese diabetics. Overall, this analysis yields a more granular view of metabolic wellness than the sole use of cardiometabolic MS parameters. This, in turn, suggests the possible utility of plasma metabolomic analysis for research and public health applications.
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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.