Cargando…

Postprandial metabolite profiles associated with type 2 diabetes clearly stratify individuals with impaired fasting glucose

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 individ...

Descripción completa

Detalles Bibliográficos
Autores principales: Li-Gao, Ruifang, de Mutsert, Renée, Rensen, Patrick C. N., van Klinken, Jan Bert, Prehn, Cornelia, Adamski, Jerzy, van Hylckama Vlieg, Astrid, den Heijer, Martin, le Cessie, Saskia, Rosendaal, Frits R., Willems van Dijk, Ko, Mook-Kanamori, Dennis O.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer US 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5727148/
https://www.ncbi.nlm.nih.gov/pubmed/29249917
http://dx.doi.org/10.1007/s11306-017-1307-7
_version_ 1783285816184799232
author Li-Gao, Ruifang
de Mutsert, Renée
Rensen, Patrick C. N.
van Klinken, Jan Bert
Prehn, Cornelia
Adamski, Jerzy
van Hylckama Vlieg, Astrid
den Heijer, Martin
le Cessie, Saskia
Rosendaal, Frits R.
Willems van Dijk, Ko
Mook-Kanamori, Dennis O.
author_facet Li-Gao, Ruifang
de Mutsert, Renée
Rensen, Patrick C. N.
van Klinken, Jan Bert
Prehn, Cornelia
Adamski, Jerzy
van Hylckama Vlieg, Astrid
den Heijer, Martin
le Cessie, Saskia
Rosendaal, Frits R.
Willems van Dijk, Ko
Mook-Kanamori, Dennis O.
author_sort Li-Gao, Ruifang
collection PubMed
description 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. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1007/s11306-017-1307-7) contains supplementary material, which is available to authorized users.
format Online
Article
Text
id pubmed-5727148
institution National Center for Biotechnology Information
language English
publishDate 2017
publisher Springer US
record_format MEDLINE/PubMed
spelling pubmed-57271482017-12-14 Postprandial metabolite profiles associated with type 2 diabetes clearly stratify individuals with impaired fasting glucose Li-Gao, Ruifang de Mutsert, Renée Rensen, Patrick C. N. van Klinken, Jan Bert Prehn, Cornelia Adamski, Jerzy van Hylckama Vlieg, Astrid den Heijer, Martin le Cessie, Saskia Rosendaal, Frits R. Willems van Dijk, Ko Mook-Kanamori, Dennis O. Metabolomics Original Article 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. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1007/s11306-017-1307-7) contains supplementary material, which is available to authorized users. Springer US 2017-12-12 2018 /pmc/articles/PMC5727148/ /pubmed/29249917 http://dx.doi.org/10.1007/s11306-017-1307-7 Text en © The Author(s) 2017 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made.
spellingShingle Original Article
Li-Gao, Ruifang
de Mutsert, Renée
Rensen, Patrick C. N.
van Klinken, Jan Bert
Prehn, Cornelia
Adamski, Jerzy
van Hylckama Vlieg, Astrid
den Heijer, Martin
le Cessie, Saskia
Rosendaal, Frits R.
Willems van Dijk, Ko
Mook-Kanamori, Dennis O.
Postprandial metabolite profiles associated with type 2 diabetes clearly stratify individuals with impaired fasting glucose
title Postprandial metabolite profiles associated with type 2 diabetes clearly stratify individuals with impaired fasting glucose
title_full Postprandial metabolite profiles associated with type 2 diabetes clearly stratify individuals with impaired fasting glucose
title_fullStr Postprandial metabolite profiles associated with type 2 diabetes clearly stratify individuals with impaired fasting glucose
title_full_unstemmed Postprandial metabolite profiles associated with type 2 diabetes clearly stratify individuals with impaired fasting glucose
title_short Postprandial metabolite profiles associated with type 2 diabetes clearly stratify individuals with impaired fasting glucose
title_sort postprandial metabolite profiles associated with type 2 diabetes clearly stratify individuals with impaired fasting glucose
topic Original Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5727148/
https://www.ncbi.nlm.nih.gov/pubmed/29249917
http://dx.doi.org/10.1007/s11306-017-1307-7
work_keys_str_mv AT ligaoruifang postprandialmetaboliteprofilesassociatedwithtype2diabetesclearlystratifyindividualswithimpairedfastingglucose
AT demutsertrenee postprandialmetaboliteprofilesassociatedwithtype2diabetesclearlystratifyindividualswithimpairedfastingglucose
AT rensenpatrickcn postprandialmetaboliteprofilesassociatedwithtype2diabetesclearlystratifyindividualswithimpairedfastingglucose
AT vanklinkenjanbert postprandialmetaboliteprofilesassociatedwithtype2diabetesclearlystratifyindividualswithimpairedfastingglucose
AT prehncornelia postprandialmetaboliteprofilesassociatedwithtype2diabetesclearlystratifyindividualswithimpairedfastingglucose
AT adamskijerzy postprandialmetaboliteprofilesassociatedwithtype2diabetesclearlystratifyindividualswithimpairedfastingglucose
AT vanhylckamavliegastrid postprandialmetaboliteprofilesassociatedwithtype2diabetesclearlystratifyindividualswithimpairedfastingglucose
AT denheijermartin postprandialmetaboliteprofilesassociatedwithtype2diabetesclearlystratifyindividualswithimpairedfastingglucose
AT lecessiesaskia postprandialmetaboliteprofilesassociatedwithtype2diabetesclearlystratifyindividualswithimpairedfastingglucose
AT rosendaalfritsr postprandialmetaboliteprofilesassociatedwithtype2diabetesclearlystratifyindividualswithimpairedfastingglucose
AT willemsvandijkko postprandialmetaboliteprofilesassociatedwithtype2diabetesclearlystratifyindividualswithimpairedfastingglucose
AT mookkanamoridenniso postprandialmetaboliteprofilesassociatedwithtype2diabetesclearlystratifyindividualswithimpairedfastingglucose