Post-load glucose subgroups and associated metabolic traits in individuals with type 2 diabetes: An IMI-DIRECT study.


Journal

PloS one
ISSN: 1932-6203
Titre abrégé: PLoS One
Pays: United States
ID NLM: 101285081

Informations de publication

Date de publication:
2020
Historique:
received: 04 06 2020
accepted: 31 10 2020
entrez: 30 11 2020
pubmed: 1 12 2020
medline: 7 1 2021
Statut: epublish

Résumé

Subclasses of different glycaemic disturbances could explain the variation in characteristics of individuals with type 2 diabetes (T2D). We aimed to examine the association between subgroups based on their glucose curves during a five-point mixed-meal tolerance test (MMT) and metabolic traits at baseline and glycaemic deterioration in individuals with T2D. The study included 787 individuals with newly diagnosed T2D from the Diabetes Research on Patient Stratification (IMI-DIRECT) Study. Latent class trajectory analysis (LCTA) was used to identify distinct glucose curve subgroups during a five-point MMT. Using general linear models, these subgroups were associated with metabolic traits at baseline and after 18 months of follow up, adjusted for potential confounders. At baseline, we identified three glucose curve subgroups, labelled in order of increasing glucose peak levels as subgroup 1-3. Individuals in subgroup 2 and 3 were more likely to have higher levels of HbA1c, triglycerides and BMI at baseline, compared to those in subgroup 1. At 18 months (n = 651), the beta coefficients (95% CI) for change in HbA1c (mmol/mol) increased across subgroups with 0.37 (-0.18-1.92) for subgroup 2 and 1.88 (-0.08-3.85) for subgroup 3, relative to subgroup 1. The same trend was observed for change in levels of triglycerides and fasting glucose. Different glycaemic profiles with different metabolic traits and different degrees of subsequent glycaemic deterioration can be identified using data from a frequently sampled mixed-meal tolerance test in individuals with T2D. Subgroups with the highest peaks had greater metabolic risk.

Identifiants

pubmed: 33253307
doi: 10.1371/journal.pone.0242360
pii: PONE-D-20-16974
pmc: PMC7703960
doi:

Substances chimiques

Blood Glucose 0
Glycated Hemoglobin A 0
Triglycerides 0
hemoglobin A1c protein, human 0

Types de publication

Journal Article Research Support, Non-U.S. Gov't

Langues

eng

Sous-ensembles de citation

IM

Pagination

e0242360

Déclaration de conflit d'intérêts

The authors have read the journal’s policy and have the following competing interests: IP is employed by Eli Lilly Regional Operations GmbH, Vienna, Austria and BJ and HR are employees of Sanofi-Aventis Deutschland GmbH, R&D, Frankfurt am Main, Germany. This does not alter our adherence to PLOS ONE policies on sharing data and materials. There are no patents, products in development or marketed products associated with this research to declare.

Références

Endocrine. 2016 Apr;52(1):172-5
pubmed: 26419850
Diabetes Care. 2009 Feb;32(2):281-6
pubmed: 19017778
Diabetologia. 2014 Jun;57(6):1132-42
pubmed: 24695864
BMC Med Res Methodol. 2014 Jun 05;14:75
pubmed: 24903709
Endocrine. 2017 Feb;55(2):427-434
pubmed: 27699707
Diabetes Metab Res Rev. 2010 May;26(4):280-6
pubmed: 20503260
Diabetes Metab Res Rev. 2015 May;31(4):368-75
pubmed: 25352076
Diabetes Care. 2006 May;29(5):1130-9
pubmed: 16644654
Diabetologia. 2015 Jan;58(1):87-97
pubmed: 25292440
Diabetes Care. 2007 Jun;30(6):1544-8
pubmed: 17384342
Diabetes Res Clin Pract. 2017 Apr;126:192-197
pubmed: 28259008
Diabetologia. 2017 Jul;60(7):1252-1260
pubmed: 28409212
Diabetologia. 2018 Jan;61(1):101-107
pubmed: 28983719
Diabetes Care. 2018 Aug;41(8):1740-1748
pubmed: 29853473

Auteurs

Morgan Obura (M)

Epidemiology and Data Science, Amsterdam Public Health Research Institute, Amsterdam University Medical Centre, Location VU University Medical Center, Amsterdam, The Netherlands.

Joline W J Beulens (JWJ)

Epidemiology and Data Science, Amsterdam Public Health Research Institute, Amsterdam University Medical Centre, Location VU University Medical Center, Amsterdam, The Netherlands.
Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, The Netherlands.

Roderick Slieker (R)

Epidemiology and Data Science, Amsterdam Public Health Research Institute, Amsterdam University Medical Centre, Location VU University Medical Center, Amsterdam, The Netherlands.
Department of Cell and Chemical Biology, Leiden University Medical Center, Leiden, The Netherlands.

Anitra D M Koopman (ADM)

Epidemiology and Data Science, Amsterdam Public Health Research Institute, Amsterdam University Medical Centre, Location VU University Medical Center, Amsterdam, The Netherlands.

Trynke Hoekstra (T)

Epidemiology and Data Science, Amsterdam Public Health Research Institute, Amsterdam University Medical Centre, Location VU University Medical Center, Amsterdam, The Netherlands.
Department of Health Sciences, Faculty of Science, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands.

Giel Nijpels (G)

Department of General Practice and Elderly Care Medicine, Amsterdam Public Health Research Institute, Amsterdam University Medical Centre, Location VU University Medical Center, Amsterdam, The Netherlands.

Petra Elders (P)

Department of General Practice and Elderly Care Medicine, Amsterdam Public Health Research Institute, Amsterdam University Medical Centre, Location VU University Medical Center, Amsterdam, The Netherlands.

Robert W Koivula (RW)

Department of Clinical Sciences, Genetic and Molecular Epidemiology Unit, Lund University, Malmö, Sweden.
Oxford Centre for Diabetes, Endocrinology and Metabolism (OCDEM), University of Oxford, Oxford, United Kingdom.

Azra Kurbasic (A)

Department of Clinical Sciences, Genetic and Molecular Epidemiology Unit, Lund University, Malmö, Sweden.

Markku Laakso (M)

Department of Medicine, University of Eastern Finland and Kuopio University Hospital, Kuopio, Finland.

Tue H Hansen (TH)

The Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark.
Department of Cardiology and Endocrinology, Slagelse Hospital, Slagelse, Denmark.

Martin Ridderstråle (M)

The Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark.

Torben Hansen (T)

The Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark.
Faculty of Health Sciences, University of Southern Denmark, Odense, Denmark.

Imre Pavo (I)

Eli Lilly Regional Operations GmbH, Vienna, Austria.

Ian Forgie (I)

Division of Cardiovascular & Diabetes Medicine, Medical Research Institute, University of Dundee, Dundee, United Kingdom.

Bernd Jablonka (B)

Sanofi-Aventis Deutschland GmbH, R&D, Frankfurt am Main, Germany.

Hartmut Ruetten (H)

Sanofi-Aventis Deutschland GmbH, R&D, Frankfurt am Main, Germany.

Andrea Mari (A)

Institute of Biomedical Engineering, National Research Council, Padova, Italy.

Mark I McCarthy (MI)

Oxford Centre for Diabetes, Endocrinology and Metabolism (OCDEM), University of Oxford, Oxford, United Kingdom.
Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, United Kingdom.

Mark Walker (M)

Institute of Cellular Medicine (Diabetes), Newcastle University, Newcastle upon Tyne, United Kingdom.

Alison Heggie (A)

Institute of Cellular Medicine (Diabetes), Newcastle University, Newcastle upon Tyne, United Kingdom.

Timothy J McDonald (TJ)

NIHR Exeter Clinical Research Facility, University of Exeter Medical School and Royal Devon and Exeter NHS Foundation Trust, Exeter, United Kingdom.

Mandy H Perry (MH)

Department of Blood Sciences, Royal Devon and Exeter NHS Foundation Trust, Exeter, United Kingdom.

Federico De Masi (F)

Department of Bio and Health Informatics, Technical University of Denmark, Kongens Lyngby, Denmark.

Søren Brunak (S)

Department of Bio and Health Informatics, Technical University of Denmark, Kongens Lyngby, Denmark.
Novo Nordisk Foundation Center for Protein Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark.

Anubha Mahajan (A)

Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, United Kingdom.

Giuseppe N Giordano (GN)

Department of Clinical Sciences, Genetic and Molecular Epidemiology Unit, Lund University, Malmö, Sweden.

Tarja Kokkola (T)

Department of Medicine, University of Eastern Finland and Kuopio University Hospital, Kuopio, Finland.

Emmanouil Dermitzakis (E)

Department of Genetic Medicine and Development, University of Geneva Medical School, Geneva, Switzerland.
Institute of Genetics and Genomics in Geneva (iGE3), University of Geneva, Geneva, Switzerland.
Swiss Institute of Bioinformatics, Geneva, Switzerland.

Ana Viñuela (A)

Department of Genetic Medicine and Development, University of Geneva Medical School, Geneva, Switzerland.
Institute of Genetics and Genomics in Geneva (iGE3), University of Geneva, Geneva, Switzerland.
Swiss Institute of Bioinformatics, Geneva, Switzerland.

Oluf Pedersen (O)

The Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark.

Jochen M Schwenk (JM)

Affinity Proteomics, Science for Life Laboratory, School of Engineering Sciences in Chemistry, Biotechnology and Health, KTH-Royal Institute of Technology, Solna, Sweden.

Jurek Adamski (J)

Research Unit Molecular Endocrinology and Metabolism, Helmholtz Zentrum Muenchen, German Research Center for Environmental Health, Neuherberg, Germany.
Lehrstuhl für Experimentelle Genetik, Technische Universität München, Freising-Weihenstephan, Germany.
Department of Biochemistry, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore.

Harriet J A Teare (HJA)

HeLEX, Nuffield Department of Population Health, University of Oxford, Headington, Oxford, United Kingdom.

Ewan R Pearson (ER)

Division of Population Health & Genomics, School of Medicine, University of Dundee, Dundee, United Kingdom.

Paul W Franks (PW)

Department of Clinical Sciences, Genetic and Molecular Epidemiology Unit, Lund University, Malmö, Sweden.
Oxford Centre for Diabetes, Endocrinology and Metabolism (OCDEM), University of Oxford, Oxford, United Kingdom.
Department of Nutrition, Harvard School of Public Health, Boston, MA, United States of America.

Leen M 't Hart (LM)

Epidemiology and Data Science, Amsterdam Public Health Research Institute, Amsterdam University Medical Centre, Location VU University Medical Center, Amsterdam, The Netherlands.
Department of Cell and Chemical Biology, Leiden University Medical Center, Leiden, The Netherlands.
Department of Biomedical Data Sciences, Molecular Epidemiology Section, Leiden University Medical Center, Leiden, The Netherlands.

Femke Rutters (F)

Epidemiology and Data Science, Amsterdam Public Health Research Institute, Amsterdam University Medical Centre, Location VU University Medical Center, Amsterdam, The Netherlands.

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