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Published in: Diabetologia 2/2012

01-02-2012 | Article

Branched-chain amino acid levels are associated with improvement in insulin resistance with weight loss

Authors: S. H. Shah, D. R. Crosslin, C. S. Haynes, S. Nelson, C. B. Turer, R. D. Stevens, M. J. Muehlbauer, B. R. Wenner, J. R. Bain, B. Laferrère, P. Gorroochurn, J. Teixeira, P. J. Brantley, V. J. Stevens, J. F. Hollis, L. J. Appel, L. F. Lien, B. Batch, C. B. Newgard, L. P. Svetkey

Published in: Diabetologia | Issue 2/2012

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Abstract

Aims/hypothesis

Insulin resistance (IR) improves with weight loss, but this response is heterogeneous. We hypothesised that metabolomic profiling would identify biomarkers predicting changes in IR with weight loss.

Methods

Targeted mass spectrometry-based profiling of 60 metabolites, plus biochemical assays of NEFA, β-hydroxybutyrate, ketones, insulin and glucose were performed in baseline and 6 month plasma samples from 500 participants who had lost ≥4 kg during Phase I of the Weight Loss Maintenance (WLM) trial. Homeostatic model assessment of insulin resistance (HOMA-IR) and change in HOMA-IR with weight loss (∆HOMA-IR) were calculated. Principal components analysis (PCA) and mixed models adjusted for race, sex, baseline weight, and amount of weight loss were used; findings were validated in an independent cohort of patients (n = 22).

Results

Mean weight loss was 8.67 ± 4.28 kg; mean ∆HOMA-IR was −0.80 ± 1.73, range −28.9 to 4.82). Baseline PCA-derived factor 3 (branched chain amino acids [BCAAs] and associated catabolites) correlated with baseline HOMA-IR (r = 0.50, p < 0.0001) and independently associated with ∆HOMA-IR (p < 0.0001). ∆HOMA-IR increased in a linear fashion with increasing baseline factor 3 quartiles. Amount of weight loss was only modestly correlated with ∆HOMA-IR (r = 0.24). These findings were validated in the independent cohort, with a factor composed of BCAAs and related metabolites predicting ∆HOMA-IR (p = 0.007).

Conclusions/interpretation

A cluster of metabolites comprising BCAAs and related analytes predicts improvement in HOMA-IR independent of the amount of weight lost. These results may help identify individuals most likely to benefit from moderate weight loss and elucidate novel mechanisms of IR in obesity.
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Literature
1.
go back to reference Knowler WC, Barrett-Connor E, Fowler SE et al (2002) Reduction in the incidence of type 2 diabetes with lifestyle intervention or metformin. N Engl J Med 346:393–403PubMedCrossRef Knowler WC, Barrett-Connor E, Fowler SE et al (2002) Reduction in the incidence of type 2 diabetes with lifestyle intervention or metformin. N Engl J Med 346:393–403PubMedCrossRef
2.
go back to reference Tuomilehto J, Lindstrom J, Eriksson JG et al (2001) Prevention of type 2 diabetes mellitus by changes in lifestyle among subjects with impaired glucose tolerance. N Engl J Med 344:1343–1350PubMedCrossRef Tuomilehto J, Lindstrom J, Eriksson JG et al (2001) Prevention of type 2 diabetes mellitus by changes in lifestyle among subjects with impaired glucose tolerance. N Engl J Med 344:1343–1350PubMedCrossRef
3.
go back to reference Svetkey LP, Stevens VJ, Brantley PJ et al (2008) Comparison of strategies for sustaining weight loss: the weight loss maintenance randomized controlled trial. JAMA 299:1139–1148PubMedCrossRef Svetkey LP, Stevens VJ, Brantley PJ et al (2008) Comparison of strategies for sustaining weight loss: the weight loss maintenance randomized controlled trial. JAMA 299:1139–1148PubMedCrossRef
4.
go back to reference Harlan LC, Block G (1990) Use of adjustment factors with a brief food frequency questionnaire to obtain nutrient values. Epidemiology 1:224–231PubMedCrossRef Harlan LC, Block G (1990) Use of adjustment factors with a brief food frequency questionnaire to obtain nutrient values. Epidemiology 1:224–231PubMedCrossRef
5.
go back to reference McCullough ML, Feskanich D, Stampfer MJ et al (2002) Diet quality and major chronic disease risk in men and women: moving toward improved dietary guidance. Am J Clin Nutr 76:1261–1271PubMed McCullough ML, Feskanich D, Stampfer MJ et al (2002) Diet quality and major chronic disease risk in men and women: moving toward improved dietary guidance. Am J Clin Nutr 76:1261–1271PubMed
6.
go back to reference Laferrere B, Teixeira J, McGinty J et al (2008) Effect of weight loss by gastric bypass surgery versus hypocaloric diet on glucose and incretin levels in patients with type 2 diabetes. J Clin Endocrinol Metab 93:2479–2485PubMedCrossRef Laferrere B, Teixeira J, McGinty J et al (2008) Effect of weight loss by gastric bypass surgery versus hypocaloric diet on glucose and incretin levels in patients with type 2 diabetes. J Clin Endocrinol Metab 93:2479–2485PubMedCrossRef
7.
go back to reference Newgard CB, An J, Bain JR et al (2009) A branched-chain amino acid-related metabolic signature that differentiates obese and lean humans and contributes to insulin resistance. Cell Metab 9:311–326PubMedCrossRef Newgard CB, An J, Bain JR et al (2009) A branched-chain amino acid-related metabolic signature that differentiates obese and lean humans and contributes to insulin resistance. Cell Metab 9:311–326PubMedCrossRef
8.
go back to reference Shah SH, Bain JR, Muehlbauer MJ et al (2010) Association of a peripheral blood metabolic profile with coronary artery disease and risk of subsequent cardiovascular events. Circ Cardiovasc Genet 3:207–214PubMedCrossRef Shah SH, Bain JR, Muehlbauer MJ et al (2010) Association of a peripheral blood metabolic profile with coronary artery disease and risk of subsequent cardiovascular events. Circ Cardiovasc Genet 3:207–214PubMedCrossRef
9.
go back to reference Shah SH, Hauser ER, Bain JR et al (2009) High heritability of metabolomic profiles in families burdened with premature cardiovascular disease. Mol Syst Biol 5:258PubMedCrossRef Shah SH, Hauser ER, Bain JR et al (2009) High heritability of metabolomic profiles in families burdened with premature cardiovascular disease. Mol Syst Biol 5:258PubMedCrossRef
10.
go back to reference Matthews DR, Hosker JP, Rudenski AS, Naylor BA, Treacher DF, Turner RC (1985) Homeostasis model assessment: insulin resistance and beta-cell function from fasting plasma glucose and insulin concentrations in man. Diabetologia 28:412–419PubMedCrossRef Matthews DR, Hosker JP, Rudenski AS, Naylor BA, Treacher DF, Turner RC (1985) Homeostasis model assessment: insulin resistance and beta-cell function from fasting plasma glucose and insulin concentrations in man. Diabetologia 28:412–419PubMedCrossRef
11.
go back to reference Huffman KM, Shah SH, Stevens RD et al (2009) Relationships between circulating metabolic intermediates and insulin action in overweight to obese, inactive men and women. Diabetes Care 32:1678–1683PubMedCrossRef Huffman KM, Shah SH, Stevens RD et al (2009) Relationships between circulating metabolic intermediates and insulin action in overweight to obese, inactive men and women. Diabetes Care 32:1678–1683PubMedCrossRef
12.
go back to reference Tai ES, Tan ML, Stevens RD et al (2010) Insulin resistance is associated with a metabolic profile of altered protein metabolism in Chinese and Asian-Indian men. Diabetologia 53:757–767PubMedCrossRef Tai ES, Tan ML, Stevens RD et al (2010) Insulin resistance is associated with a metabolic profile of altered protein metabolism in Chinese and Asian-Indian men. Diabetologia 53:757–767PubMedCrossRef
13.
go back to reference Laferrere B, Reilly D, Arias S et al (2011) Differential metabolic impact of gastric bypass surgery versus dietary intervention in obese diabetic subjects despite identical weight loss. Sci Transl Med 3:80re82CrossRef Laferrere B, Reilly D, Arias S et al (2011) Differential metabolic impact of gastric bypass surgery versus dietary intervention in obese diabetic subjects despite identical weight loss. Sci Transl Med 3:80re82CrossRef
14.
go back to reference Fernstrom JD (2005) Branched-chain amino acids and brain function. J Nutr 135:1539S–1546SPubMed Fernstrom JD (2005) Branched-chain amino acids and brain function. J Nutr 135:1539S–1546SPubMed
15.
go back to reference Shaham O, Wei R, Wang TJ et al (2008) Metabolic profiling of the human response to a glucose challenge reveals distinct axes of insulin sensitivity. Mol Syst Biol 4:214PubMedCrossRef Shaham O, Wei R, Wang TJ et al (2008) Metabolic profiling of the human response to a glucose challenge reveals distinct axes of insulin sensitivity. Mol Syst Biol 4:214PubMedCrossRef
16.
go back to reference Wang TJ, Larson MG, Vasan RS et al (2011) Metabolite profiles and the risk of developing diabetes. Nat Med 17:448–453PubMedCrossRef Wang TJ, Larson MG, Vasan RS et al (2011) Metabolite profiles and the risk of developing diabetes. Nat Med 17:448–453PubMedCrossRef
17.
go back to reference Hsiao G, Chapman J, Ofrecio JM et al (2011) Multi-tissue, selective PPARgamma modulation of insulin sensitivity and metabolic pathways in obese rats. Am J Physiol Endocrinol Metab 300:E164–E174PubMedCrossRef Hsiao G, Chapman J, Ofrecio JM et al (2011) Multi-tissue, selective PPARgamma modulation of insulin sensitivity and metabolic pathways in obese rats. Am J Physiol Endocrinol Metab 300:E164–E174PubMedCrossRef
18.
go back to reference Sears DD, Hsiao G, Hsiao A et al (2009) Mechanisms of human insulin resistance and thiazolidinedione-mediated insulin sensitization. Proc Natl Acad Sci USA 106:18745–18750PubMedCrossRef Sears DD, Hsiao G, Hsiao A et al (2009) Mechanisms of human insulin resistance and thiazolidinedione-mediated insulin sensitization. Proc Natl Acad Sci USA 106:18745–18750PubMedCrossRef
19.
go back to reference Herman MA, She P, Peroni OD, Lynch CJ, Kahn BB (2010) Adipose tissue branched chain amino acid (BCAA) metabolism modulates circulating BCAA levels. J Biol Chem 285:11348–11356PubMedCrossRef Herman MA, She P, Peroni OD, Lynch CJ, Kahn BB (2010) Adipose tissue branched chain amino acid (BCAA) metabolism modulates circulating BCAA levels. J Biol Chem 285:11348–11356PubMedCrossRef
20.
go back to reference She P, van Horn C, Reid T, Hutson SM, Cooney RN, Lynch CJ (2007) Obesity-related elevations in plasma leucine are associated with alterations in enzymes involved in branched-chain amino acid metabolism. Am J Physiol Endocrinol Metab 293:E1552–E1563PubMedCrossRef She P, van Horn C, Reid T, Hutson SM, Cooney RN, Lynch CJ (2007) Obesity-related elevations in plasma leucine are associated with alterations in enzymes involved in branched-chain amino acid metabolism. Am J Physiol Endocrinol Metab 293:E1552–E1563PubMedCrossRef
21.
go back to reference Anderson RL, Hamman RF, Savage PJ et al (1995) Exploration of simple insulin sensitivity measures derived from frequently sampled intravenous glucose tolerance (FSIGT) tests. The Insulin Resistance Atherosclerosis Study. Am J Epidemiol 142:724–732PubMed Anderson RL, Hamman RF, Savage PJ et al (1995) Exploration of simple insulin sensitivity measures derived from frequently sampled intravenous glucose tolerance (FSIGT) tests. The Insulin Resistance Atherosclerosis Study. Am J Epidemiol 142:724–732PubMed
Metadata
Title
Branched-chain amino acid levels are associated with improvement in insulin resistance with weight loss
Authors
S. H. Shah
D. R. Crosslin
C. S. Haynes
S. Nelson
C. B. Turer
R. D. Stevens
M. J. Muehlbauer
B. R. Wenner
J. R. Bain
B. Laferrère
P. Gorroochurn
J. Teixeira
P. J. Brantley
V. J. Stevens
J. F. Hollis
L. J. Appel
L. F. Lien
B. Batch
C. B. Newgard
L. P. Svetkey
Publication date
01-02-2012
Publisher
Springer-Verlag
Published in
Diabetologia / Issue 2/2012
Print ISSN: 0012-186X
Electronic ISSN: 1432-0428
DOI
https://doi.org/10.1007/s00125-011-2356-5

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