Evidence map›Paper›PMID 25202817›Full record

ArticleThe Journal of clinical endocrinology and metabolism2014

Sex differences in biomarkers associated with insulin resistance in obese adolescents: metabolomic profiling and principal components analysis.

Dorothee Newbern, Pinar Gumus Balikcioglu, Metin Balikcioglu, James Bain, Michael Muehlbauer, Robert Stevens, Olga Ilkayeva, Diana Dolinsky, Sarah Armstrong, Krystal Irizarry and 1 more

Erratum issuedOpen access · bronzeAbstract read
In one paragraph

Article in The Journal of clinical endocrinology and metabolism, 2014. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. Cited by 69 papers, 3 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
69citing papers in PubMed, 3 pooled it
4.6field-weighted citation impact, top 4% of its field
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

69 citing papers in PubMed, 3 syntheses or guidelines pooled it, 114 citations in OpenAlex.

  1. Pooled it
  2. Pooled it
  3. Pooled it
  4. Observational
  5. Article
  6. Review
  7. Review
  8. UltrasoundFrontiers in pediatrics · 2026
    Article
  9. Article
  10. Review
  11. Article
  12. Metabolomics: Uncovering Insights into Obesity and Diabetes.International journal of molecular sciences · 2025
    Article
  13. Article
  14. Article
  15. Article
  16. Article
  17. Article
  18. Article
  19. Review
  20. Review

9 more citing papers are in PubMed but not listed here.

4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

11 authors at 3 institutions in 1 country.

Dorothee NewbernDivisions of Pediatric Endocrinology and Diabetes (D.N., P.G.B., K.I., M.F.), the Duke Molecular Physiology Institute (J.B., M.M., R.S., O.I., M.F.), the Division of General Pediatrics (D.D., S.A.), Duke University Medical Center, Durham, North Carolina 27710, and Advanced Analytics Division, SAS Institute Inc (M. B.), Cary, North Carolina 27513.
Pinar Gumus Balikcioglu
Metin Balikcioglu
James Bain
Michael Muehlbauer
Robert Stevens
Olga Ilkayeva
Diana Dolinsky
Sarah Armstrong
Krystal Irizarry
Michael Freemark
Duke Medical Center · USDuke University Hospital · USSAS Institute (United States) · US

Funding

Duke Research Training Program for PediatriciansT32HD043029 · NICHD · DUKE UNIVERSITY · PI BENJAMIN, DANIEL K. · 2002 to 2017
$3.7M
NICHD NIH HHS T32 HD043029
6 · The paper itself

Abstract

objectiveObesity and insulin resistance (IR) predispose to type 2 diabetes mellitus. Yet only half of obese adolescents have IR and far fewer progress to type 2 diabetes mellitus. We hypothesized that amino acid and fatty acid metabolites may serve as biomarkers or determinants of IR in obese teens. RESEARCH DESIGN AND

methodsFasting blood samples were analyzed by tandem mass spectrometry in 82 obese adolescents. A principal components analysis and multiple linear regression models were used to correlate metabolic components with surrogate measures of IR: homeostasis model assessment index of insulin resistance (HOMA-IR), adiponectin, and triglyceride (TG) to high-density lipoprotein (HDL) ratio.

resultsBranched-chain amino acid (BCAA) levels and products of BCAA catabolism were higher (P < .01) in males than females with comparable body mass index (BMI) z-score. In multivariate analyses, HOMA-IR in males correlated positively with BMI z-score and a metabolic signature containing BCAA, uric acid, and long-chain acylcarnitines and negatively with byproducts of complete fatty acid oxidation (R(2) = 0.659, P < .0001). In contrast, only BMI z-score correlated with HOMA-IR in females. Adiponectin correlated inversely with BCAA and uric acid (R(2) = 0.268, P = .0212) in males but not females. TG to HDL ratio correlated with BMI z-score and the BCAA signature in females but not males.

conclusionsBCAA levels and byproducts of BCAA catabolism are higher in obese teenage boys than girls of comparable BMI z-score. A metabolic signature comprising BCAA and uric acid correlates positively with HOMA-IR in males and TG to HDL ratio in females and inversely with adiponectin in males but not females. Likewise, byproducts of fatty acid oxidation associate inversely with HOMA-IR in males but not females. Our findings underscore the roles of sex differences in metabolic function and outcomes in pediatric obesity.

Indexed as

Insulin ResistanceMetabolomeAdiponectinAdolescentAmino Acids, Branched-ChainAnthropometryBiomarkersChildFemaleHumansLeptinLipoproteins, HDLMaleObesityPrincipal Component AnalysisSex CharacteristicsAdiponectinAmino Acids, Branched-ChainBiomarkersLeptinLipoproteins, HDLTriglycerides

Identifiers

PMID25202817
PMCPMC4328030
OpenAlexW2148898254

What OpenQuestion holds

Textmetadata
Read underepoch 390

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.