Evidence map›Paper›PMID 40441382›Full record

ArticleThe Journal of nutrition2025

Amino Acid Associations in Healthy and Unhealthy Obesity.

Gahyun Lim, Zachery R Jarrell, Young-Mi Go, Dean P Jones

Abstract read
In one paragraph

Article in The Journal of nutrition, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

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.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

4 citing papers in PubMed.

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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

4 authors.

Gahyun LimNutrition and Heath Sciences, Laney Graduate School, Rollins School of Public Health, Emory University, Atlanta, GA, United States; Division of Pulmonary, Allergy, Critical Care, and Sleep Medicine, Department of Medicine, Emory University, Atlanta, GA, United States.
Zachery R JarrellDivision of Pulmonary, Allergy, Critical Care, and Sleep Medicine, Department of Medicine, Emory University, Atlanta, GA, United States.
Young-Mi GoNutrition and Heath Sciences, Laney Graduate School, Rollins School of Public Health, Emory University, Atlanta, GA, United States; Division of Pulmonary, Allergy, Critical Care, and Sleep Medicine, Department of Medicine, Emory University, Atlanta, GA, United States. Electronic address: ygo@emory.edu.
Dean P JonesNutrition and Heath Sciences, Laney Graduate School, Rollins School of Public Health, Emory University, Atlanta, GA, United States; Division of Pulmonary, Allergy, Critical Care, and Sleep Medicine, Department of Medicine, Emory University, Atlanta, GA, United States. Electronic address: dpjones@emory.edu.

Funding

Pilot Project ProgramP30ES019776 · NIEHS · EMORY UNIVERSITY · PI William Michael Caudle · 2013 to 2026
$22.6M
SPPACE INSTI Study: Sex-specific Predictors, Pathways, And Cardiometabolic Effects of Weight Gain Associated with Integrase Strand-Transfer InhibitorsR01DK125246 · NIDDK · EMORY UNIVERSITY · PI ALVAREZ, JESSICA ALEJANDRA, LAHIRI, CECILE DELILLE · 2021 to 2025
$4.2M
Cadmium-potentiated metabolic reprogramming in pathogenesis of lung fibrosisR01ES031980 · NIEHS · EMORY UNIVERSITY · PI GO KANG, YOUNG-MI · 2021 to 2025
$2.2M
Microbiome Metabolite Valerobetaine: Mechanisms in AgingR21AG080247 · NIA · EMORY UNIVERSITY · PI GO KANG, YOUNG-MI, JONES, DEAN PAUL · 2023 to 2023
$430k
NIA NIH HHS R21 AG080247NIDDK NIH HHS R01 DK125246NIEHS NIH HHS P30 ES019776NIEHS NIH HHS R01 ES031980
6 · The paper itself

Abstract

backgroundPrior research shows that amino acid metabolism plays a role in the biological processes distinguishing metabolically healthy nonobese (MHN), metabolically healthy obese (MHO), and metabolically unhealthy obese (MUO) phenotypes. Metabolic network analysis tools are available to test for differences in amino acid associations but have not been applied to MHN, MHO, and MUO.

objectivesWe aimed to characterize amino acid metabolic networks and identify key metabolic shifts distinguishing MHN, MHO, and MUO phenotypes through metabolomics and network analysis.

methodsThe plasma metabolome was analyzed by liquid chromatography with high-resolution mass spectrometry in a cross-sectional study of 213 middle-aged adults classified as MHN, MHO, or MUO based on body mass index, blood pressure, blood lipids, and blood glucose. Differential metabolic network and pathway enrichment analyses were used to measure the centrality of amino acid metabolism and associated metabolic pathways.

resultsPartial least squares-discriminant analysis showed that amino acids were among the top discriminatory metabolites (variable importance in projection >2) for MHN, MHO, and MUO and included tryptophan (Trp), phenylalanine (Phe), tyrosine, cystine (disulfide of cysteine), alanine, glutamate, valine, and leucine/isoleucine. Network analyses with these discriminatory amino acids showed that Trp had a high network centrality in all groups, with the highest value in MHN and MHO. Phe gained centrality in obese phenotypes and became the central amino acid in MUO. Pathway enrichment analyses revealed that Phe-centered metabolic communities in obese groups (MHO and MUO) were enriched fatty acid oxidation pathways. Network and pathway analyses using all amino acids showed comparable results.

conclusionsAmino acid networks differ in healthy and unhealthy obesity phenotypes, with the most central amino acid Trp in MHN and MHO shifting to Phe in MUO. Mechanistic studies are needed to determine whether increased Phe centrality is a cause or effect of metabolic dysfunctions in obesity.

Indexed as

Amino AcidsObesityObesity, Metabolically BenignAdultBlood GlucoseBody Mass IndexCross-Sectional StudiesFemaleHumansMaleMetabolic Networks and PathwaysMetabolomeMetabolomicsMiddle AgedPhenotypeAmino AcidsBlood Glucoseamino acid dysregulationEigenvector Centrality Scorehealthy obesitymetabolic obesity phenotypesmetabolic shiftnetwork analysis

Identifiers

PMID40441382
PMCPMC12405905

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LicenceCC BY-NC-ND
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Registered trials

None linked

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.