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Published in: Diabetologia 9/2019

Open Access 01-09-2019 | Insulins | Article

Discovery of biomarkers for glycaemic deterioration before and after the onset of type 2 diabetes: descriptive characteristics of the epidemiological studies within the IMI DIRECT Consortium

Authors: Robert W. Koivula, Ian M. Forgie, Azra Kurbasic, Ana Viñuela, Alison Heggie, Giuseppe N. Giordano, Tue H. Hansen, Michelle Hudson, Anitra D. M. Koopman, Femke Rutters, Maritta Siloaho, Kristine H. Allin, Søren Brage, Caroline A. Brorsson, Adem Y. Dawed, Federico De Masi, Christopher J. Groves, Tarja Kokkola, Anubha Mahajan, Mandy H. Perry, Simone P. Rauh, Martin Ridderstråle, Harriet J. A. Teare, E. Louise Thomas, Andrea Tura, Henrik Vestergaard, Tom White, Jerzy Adamski, Jimmy D. Bell, Joline W. Beulens, Søren Brunak, Emmanouil T. Dermitzakis, Philippe Froguel, Gary Frost, Ramneek Gupta, Torben Hansen, Andrew Hattersley, Bernd Jablonka, Jane Kaye, Markku Laakso, Timothy J. McDonald, Oluf Pedersen, Jochen M. Schwenk, Imre Pavo, Andrea Mari, Mark I. McCarthy, Hartmut Ruetten, Mark Walker, Ewan Pearson, Paul W. Franks, for the IMI DIRECT Consortium

Published in: Diabetologia | Issue 9/2019

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Abstract

Aims/hypothesis

Here, we describe the characteristics of the Innovative Medicines Initiative (IMI) Diabetes Research on Patient Stratification (DIRECT) epidemiological cohorts at baseline and follow-up examinations (18, 36 and 48 months of follow-up).

Methods

From a sampling frame of 24,682 adults of European ancestry enrolled in population-based cohorts across Europe, participants at varying risk of glycaemic deterioration were identified using a risk prediction algorithm (based on age, BMI, waist circumference, use of antihypertensive medication, smoking status and parental history of type 2 diabetes) and enrolled into a prospective cohort study (n = 2127) (cohort 1, prediabetes risk). We also recruited people from clinical registries with type 2 diabetes diagnosed 6–24 months previously (n = 789) into a second cohort study (cohort 2, diabetes). Follow-up examinations took place at ~18 months (both cohorts) and at ~48 months (cohort 1) or ~36 months (cohort 2) after baseline examinations. The cohorts were studied in parallel using matched protocols across seven clinical centres in northern Europe.

Results

Using ADA 2011 glycaemic categories, 33% (n = 693) of cohort 1 (prediabetes risk) had normal glucose regulation and 67% (n = 1419) had impaired glucose regulation. Seventy-six per cent of participants in cohort 1 was male. Cohort 1 participants had the following characteristics (mean ± SD) at baseline: age 62 (6.2) years; BMI 27.9 (4.0) kg/m2; fasting glucose 5.7 (0.6) mmol/l; 2 h glucose 5.9 (1.6) mmol/l. At the final follow-up examination the participants’ clinical characteristics were as follows: fasting glucose 6.0 (0.6) mmol/l; 2 h OGTT glucose 6.5 (2.0) mmol/l. In cohort 2 (diabetes), 66% (n = 517) were treated by lifestyle modification and 34% (n = 272) were treated with metformin plus lifestyle modification at enrolment. Fifty-eight per cent of participants in cohort 2 was male. Cohort 2 participants had the following characteristics at baseline: age 62 (8.1) years; BMI 30.5 (5.0) kg/m2; fasting glucose 7.2 (1.4) mmol/l; 2 h glucose 8.6 (2.8) mmol/l. At the final follow-up examination, the participants’ clinical characteristics were as follows: fasting glucose 7.9 (2.0) mmol/l; 2 h mixed-meal tolerance test glucose 9.9 (3.4) mmol/l.

Conclusions/interpretation

The IMI DIRECT cohorts are intensely characterised, with a wide-variety of metabolically relevant measures assessed prospectively. We anticipate that the cohorts, made available through managed access, will provide a powerful resource for biomarker discovery, multivariate aetiological analyses and reclassification of patients for the prevention and treatment of type 2 diabetes.
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Literature
14.
go back to reference Roager HM, Vogt JK, Kristensen M et al (2019) Whole grain-rich diet reduces body weight and systemic low-grade inflammation without inducing major changes of the gut microbiome: a randomised cross-over trial. Gut 68(1):83–93 Roager HM, Vogt JK, Kristensen M et al (2019) Whole grain-rich diet reduces body weight and systemic low-grade inflammation without inducing major changes of the gut microbiome: a randomised cross-over trial. Gut 68(1):83–93
22.
go back to reference R-Core-Team (2014) R: A language and environment for statistical computing. R Foundation for Statistical Computing, Vienna, Austria R-Core-Team (2014) R: A language and environment for statistical computing. R Foundation for Statistical Computing, Vienna, Austria
30.
go back to reference Byrne MM, Sturis J, Sobel RJ, Polonsky KS (1996) Elevated plasma glucose 2 h postchallenge predicts defects in beta-cell function. Am J Phys 270:E572–E579 Byrne MM, Sturis J, Sobel RJ, Polonsky KS (1996) Elevated plasma glucose 2 h postchallenge predicts defects in beta-cell function. Am J Phys 270:E572–E579
Metadata
Title
Discovery of biomarkers for glycaemic deterioration before and after the onset of type 2 diabetes: descriptive characteristics of the epidemiological studies within the IMI DIRECT Consortium
Authors
Robert W. Koivula
Ian M. Forgie
Azra Kurbasic
Ana Viñuela
Alison Heggie
Giuseppe N. Giordano
Tue H. Hansen
Michelle Hudson
Anitra D. M. Koopman
Femke Rutters
Maritta Siloaho
Kristine H. Allin
Søren Brage
Caroline A. Brorsson
Adem Y. Dawed
Federico De Masi
Christopher J. Groves
Tarja Kokkola
Anubha Mahajan
Mandy H. Perry
Simone P. Rauh
Martin Ridderstråle
Harriet J. A. Teare
E. Louise Thomas
Andrea Tura
Henrik Vestergaard
Tom White
Jerzy Adamski
Jimmy D. Bell
Joline W. Beulens
Søren Brunak
Emmanouil T. Dermitzakis
Philippe Froguel
Gary Frost
Ramneek Gupta
Torben Hansen
Andrew Hattersley
Bernd Jablonka
Jane Kaye
Markku Laakso
Timothy J. McDonald
Oluf Pedersen
Jochen M. Schwenk
Imre Pavo
Andrea Mari
Mark I. McCarthy
Hartmut Ruetten
Mark Walker
Ewan Pearson
Paul W. Franks
for the IMI DIRECT Consortium
Publication date
01-09-2019
Publisher
Springer Berlin Heidelberg
Published in
Diabetologia / Issue 9/2019
Print ISSN: 0012-186X
Electronic ISSN: 1432-0428
DOI
https://doi.org/10.1007/s00125-019-4906-1

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