Journal
DIABETOLOGIA
Volume 55, Issue 2, Pages 321-330Publisher
SPRINGER
DOI: 10.1007/s00125-011-2356-5
Keywords
Amino acids; Biomarker; Insulin resistance; Metabolites; Weight loss
Categories
Funding
- Measurement to Understand Re-Classification of Disease of Cabarrus and Kannapolis (MURDOCK) Study
- National Center for Research Resources (NCRR), a component of the National Institutes of Health (NIH) [1UL1 RR024128-01]
- NIH Roadmap for Medical Research
- American Diabetes Association [CR-7-05 CR-18]
- NIH [R01-DK67561]
- GCRC [1 UL1 RR024156-02]
- ORC [DK-26687]
- DERC [DK-63068-05]
- NIMH [MH-48858]
- [HL68734]
- [HL68676]
- [HL68790]
- [HL68920]
- [HL68955]
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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. Targeted mass spectrometry-based profiling of 60 metabolites, plus biochemical assays of NEFA, beta-hydroxybutyrate, ketones, insulin and glucose were performed in baseline and 6 month plasma samples from 500 participants who had lost a parts per thousand yen4 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 (a dagger 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). Mean weight loss was 8.67 +/- 4.28 kg; mean a dagger 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 a dagger HOMA-IR (p < 0.0001). a dagger HOMA-IR increased in a linear fashion with increasing baseline factor 3 quartiles. Amount of weight loss was only modestly correlated with a dagger HOMA-IR (r = 0.24). These findings were validated in the independent cohort, with a factor composed of BCAAs and related metabolites predicting a dagger HOMA-IR (p = 0.007). 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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