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

Publication ,  Journal Article
Newbern, D; Gumus Balikcioglu, P; Balikcioglu, M; Bain, J; Muehlbauer, M; Stevens, R; Ilkayeva, O; Dolinsky, D; Armstrong, S; Irizarry, K; Freemark, M
Published in: J Clin Endocrinol Metab
December 2014

OBJECTIVE: Obesity 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 METHODS: Fasting 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. RESULTS: Branched-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. CONCLUSIONS: BCAA 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.

Duke Scholars

Published In

J Clin Endocrinol Metab

DOI

EISSN

1945-7197

Publication Date

December 2014

Volume

99

Issue

12

Start / End Page

4730 / 4739

Location

United States

Related Subject Headings

  • Triglycerides
  • Sex Characteristics
  • Principal Component Analysis
  • Obesity
  • Metabolome
  • Male
  • Lipoproteins, HDL
  • Leptin
  • Insulin Resistance
  • Humans
 

Citation

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Newbern, D., Gumus Balikcioglu, P., Balikcioglu, M., Bain, J., Muehlbauer, M., Stevens, R., … Freemark, M. (2014). Sex differences in biomarkers associated with insulin resistance in obese adolescents: metabolomic profiling and principal components analysis. J Clin Endocrinol Metab, 99(12), 4730–4739. https://doi.org/10.1210/jc.2014-2080
Newbern, Dorothee, Pinar Gumus Balikcioglu, Metin Balikcioglu, James Bain, Michael Muehlbauer, Robert Stevens, Olga Ilkayeva, et al. “Sex differences in biomarkers associated with insulin resistance in obese adolescents: metabolomic profiling and principal components analysis.J Clin Endocrinol Metab 99, no. 12 (December 2014): 4730–39. https://doi.org/10.1210/jc.2014-2080.
Newbern D, Gumus Balikcioglu P, Balikcioglu M, Bain J, Muehlbauer M, Stevens R, et al. Sex differences in biomarkers associated with insulin resistance in obese adolescents: metabolomic profiling and principal components analysis. J Clin Endocrinol Metab. 2014 Dec;99(12):4730–9.
Newbern, Dorothee, et al. “Sex differences in biomarkers associated with insulin resistance in obese adolescents: metabolomic profiling and principal components analysis.J Clin Endocrinol Metab, vol. 99, no. 12, Dec. 2014, pp. 4730–39. Pubmed, doi:10.1210/jc.2014-2080.
Newbern D, Gumus Balikcioglu P, Balikcioglu M, Bain J, Muehlbauer M, Stevens R, Ilkayeva O, Dolinsky D, Armstrong S, Irizarry K, Freemark M. Sex differences in biomarkers associated with insulin resistance in obese adolescents: metabolomic profiling and principal components analysis. J Clin Endocrinol Metab. 2014 Dec;99(12):4730–4739.
Journal cover image

Published In

J Clin Endocrinol Metab

DOI

EISSN

1945-7197

Publication Date

December 2014

Volume

99

Issue

12

Start / End Page

4730 / 4739

Location

United States

Related Subject Headings

  • Triglycerides
  • Sex Characteristics
  • Principal Component Analysis
  • Obesity
  • Metabolome
  • Male
  • Lipoproteins, HDL
  • Leptin
  • Insulin Resistance
  • Humans