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Postprandial metabolite profiles associated with type 2 diabetes clearly stratify individuals with impaired fasting glucose.
Metabolomics 14:13 (2018)
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Forschungsdaten
DOI
PMC
Introduction Fasting metabolite profiles have been shown to distinguish type 2 diabetes (T2D) patients from normal glucose tolerance (NGT) individuals. Objectives We investigated whether, besides fasting metabolite profiles, postprandial metabolite profiles associated with T2D can stratify individuals with impaired fasting glucose (IFG) by their similarities to T2D. Methods Three groups of individuals (age 45-65 years) without any history of IFG or T2D were selected from the Netherlands Epidemiology of Obesity study and stratified by baseline fasting glucose concentrations (NGT (n = 176), IFG (n = 186), T2D (n = 171)). 163 metabolites were measured under fasting and postprandial states (150 min after a meal challenge). Metabolite profiles specific for a high risk of T2D were identified by LASSO regression for fasting and postprandial states. The selected profiles were utilised to stratify IFG group into high (T2D probability >= 0.7) and low (T2D probability <= 0.5) risk subgroups. The stratification performances were compared with clinically relevant metabolic traits. Results Two metabolite profiles specific for T2D (n(fasting) = 12 metabolites, n(postprandial) = 4 metabolites) were identified, with all four postprandial metabolites also being identified in the fasting state. Stratified by the postprandial profile, the high-risk subgroup of IFG individuals (n = 72) showed similar glucose concentrations to the low-risk subgroup (n = 57), yet a higher BMI (difference: 3.3 kg/m(2) (95% CI 1.7-5.0)) and postprandial insulin concentrations (21.5 mU/L (95% CI 1.8-41.2)). Conclusion Postprandial metabolites identified T2D patients as good as fasting metabolites and exhibited enhanced signals for IFG stratification, which offers a proof of concept that metabolomics research should not focus on the fasting state alone.
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Publikationstyp
Artikel: Journalartikel
Dokumenttyp
Wissenschaftlicher Artikel
Schlagwörter
Metabolomics ; Fasting ; Postprandial ; Lasso Regularised Logistic Regression ; Impaired Fasting Glucose ; Risk Stratification ; Type 2 Diabetes; Acylcarnitines; Obesity; Model; Risk
ISSN (print) / ISBN
1573-3882
e-ISSN
1573-3890
Zeitschrift
Metabolomics
Quellenangaben
Band: 14,
Heft: 1,
Artikelnummer: 13
Verlag
Springer
Verlagsort
New York, NY
Nichtpatentliteratur
Publikationen
Begutachtungsstatus
Peer reviewed
Institut(e)
Molekulare Endokrinologie und Metabolismus (MEM)