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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 :
Azra Kurbasic
Femke Rutters
Markku Laakso
Joline W.J. Beulens
Caroline Brorsson
Mark Walker
Tarja Kokkola
Emmanouil T. Dermitzakis
Gary Frost
Andrew T. Hattersley
Hartmut Ruetten
Søren Brunak
Simone P. Rauh
Federico De Masi
Ramneek Gupta
Imre Pavo
Christopher J. Groves
Jerzy Adamski
Andrea Tura
Bernd Jablonka
Alison Heggie
Tue H. Hansen
Ana Viñuela
Martin Ridderstråle
Andrea Mari
Jane Kaye
Henrik Vestergaard
Robert W. Koivula
Kristine H. Allin
Harriet Teare
Michelle Hudson
Thomas E. White
Jochen M. Schwenk
Mark I. McCarthy
Maritta Siloaho
Mandy H Perry
Ewan R. Pearson
Oluf Pedersen
Ian M Forgie
Timothy J. McDonald
Soren Brage
Anubha Mahajan
E. Louise Thomas
Paul W. Franks
Anitra D.M. Koopman
Philippe Froguel
Torben Hansen
Jimmy D. Bell
Giuseppe N. Giordano
Adem Y. Dawed
Koivula, Robert W. [0000-0002-1646-4163]
Pearson, Ewan [0000-0001-9237-8585]
Franks, Paul W. [0000-0002-0520-7604]
Apollo - University of Cambridge Repository
Vinuela Rodriguez, Ana
Dermitzakis, Emmanouil
Epidemiology and Data Science
APH - Health Behaviors & Chronic Diseases
APH - Methodology
ACS - Diabetes & metabolism
APH - Aging & Later Life
ACS - Heart failure & arrhythmias
Koivula, Robert W [0000-0002-1646-4163]
Franks, Paul W [0000-0002-0520-7604]
Source :
Koivula, R W, Forgie, I M, Kurbasic, A, Viñuela, A, Heggie, A, Giordano, G N, Hansen, T H, Hudson, M, Koopman, A D M, Rutters, F, Siloaho, M, Allin, K H, Brage, S R, Brorsson, C A, Dawed, A Y, de Masi, F, Groves, C J, Kokkola, T, Mahajan, A, Perry, M H, Rauh, S P, Ridderstråle, M, Teare, H J A, Thomas, E L, Tura, A, Vestergaard, H, White, T, Adamski, J, Bell, J D, Beulens, J W, Brunak, S R, Dermitzakis, E T, Froguel, P, Frost, G, Gupta, R, Hansen, T, Hattersley, A, Jablonka, B, Kaye, J, Laakso, M, McDonald, T J, Pedersen, O, Schwenk, J M, Pavo, I, Mari, A, McCarthy, M I, Ruetten, H, Walker, M, Pearson, E, Franks, P W & IMI DIRECT Consortium 2019, ' 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 ', Diabetologia, vol. 62, no. 9, pp. 1601-1615 . https://doi.org/10.1007/s00125-019-4906-1, Koivula, R W, Forgie, I M, Kurbasic, A, Viñuela, A, Heggie, A, Giordano, G N, Hansen, T H, Hudson, M, Koopman, A D M, Rutters, F, Siloaho, M, Allin, K H, Brage, S, Brorsson, C A, Dawed, A Y, De Masi, F, Groves, C J, Kokkola, T, Mahajan, A, Perry, M H, Rauh, S P, Ridderstråle, M, Teare, H J A, Thomas, E L, Tura, A, Vestergaard, H, White, T, Adamski, J, Bell, J D, Beulens, J W, Brunak, S, Dermitzakis, E T, Froguel, P, Frost, G, Gupta, R, Hansen, T, Hattersley, A, Jablonka, B, Kaye, J, Laakso, M, McDonald, T J, Pedersen, O, Schwenk, J M, Pavo, I, Mari, A, McCarthy, M I, Ruetten, H, Walker, M, Pearson, E, Franks, P W & IMI-DIRECT consortium 2019, ' 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 ', Diabetologia, vol. 62, no. 9, pp. 1601-1615 . https://doi.org/10.1007/s00125-019-4906-1, Diabetologia, Diabetologia, Vol. 62, No 9 (2019) pp. 1601-1615, Diabetologia, 62(9), 1601-1615. Springer Verlag, Diabetologia 62, 1601-1615 (2019), Koivula, R W, Forgie, I M, Kurbasic, A, Viñuela, A, Heggie, A, Giordano, G N, Hansen, T H, Hudson, M, Koopman, A D M, Rutters, F, Siloaho, M, Allin, K H, Brage, S, Brorsson, C A, Dawed, A Y, De Masi, F, Groves, C J, Kokkola, T, Mahajan, A, Perry, M H, Rauh, S P, Ridderstråle, M, Teare, H J A, Thomas, E L, Tura, A, Vestergaard, H, White, T, Adamski, J, Bell, J D, Beulens, J W, Brunak, S, Dermitzakis, E T, Froguel, P, Frost, G, Gupta, R, Hansen, T, Hattersley, A, Jablonka, B, Kaye, J, Laakso, M, McDonald, T J, Pedersen, O, Schwenk, J M, Pavo, I, Mari, A, McCarthy, M I, Ruetten, H, Walker, M, Pearson, E, Franks, P W & the IMI-DIRECT consortium 2019, ' 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 ', Diabetologia, vol. 62, no. 9, pp. 1601-1615 . https://doi.org/10.1007/s00125-019-4906-1
Publication Year :
2019

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. Electronic supplementary material The online version of this article (10.1007/s00125-019-4906-1) contains peer-reviewed but unedited supplementary material, which is available to authorised users.

Details

Language :
English
ISSN :
0012186X
Database :
OpenAIRE
Journal :
Koivula, R W, Forgie, I M, Kurbasic, A, Viñuela, A, Heggie, A, Giordano, G N, Hansen, T H, Hudson, M, Koopman, A D M, Rutters, F, Siloaho, M, Allin, K H, Brage, S R, Brorsson, C A, Dawed, A Y, de Masi, F, Groves, C J, Kokkola, T, Mahajan, A, Perry, M H, Rauh, S P, Ridderstråle, M, Teare, H J A, Thomas, E L, Tura, A, Vestergaard, H, White, T, Adamski, J, Bell, J D, Beulens, J W, Brunak, S R, Dermitzakis, E T, Froguel, P, Frost, G, Gupta, R, Hansen, T, Hattersley, A, Jablonka, B, Kaye, J, Laakso, M, McDonald, T J, Pedersen, O, Schwenk, J M, Pavo, I, Mari, A, McCarthy, M I, Ruetten, H, Walker, M, Pearson, E, Franks, P W & IMI DIRECT Consortium 2019, ' 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 ', Diabetologia, vol. 62, no. 9, pp. 1601-1615 . https://doi.org/10.1007/s00125-019-4906-1, Koivula, R W, Forgie, I M, Kurbasic, A, Viñuela, A, Heggie, A, Giordano, G N, Hansen, T H, Hudson, M, Koopman, A D M, Rutters, F, Siloaho, M, Allin, K H, Brage, S, Brorsson, C A, Dawed, A Y, De Masi, F, Groves, C J, Kokkola, T, Mahajan, A, Perry, M H, Rauh, S P, Ridderstråle, M, Teare, H J A, Thomas, E L, Tura, A, Vestergaard, H, White, T, Adamski, J, Bell, J D, Beulens, J W, Brunak, S, Dermitzakis, E T, Froguel, P, Frost, G, Gupta, R, Hansen, T, Hattersley, A, Jablonka, B, Kaye, J, Laakso, M, McDonald, T J, Pedersen, O, Schwenk, J M, Pavo, I, Mari, A, McCarthy, M I, Ruetten, H, Walker, M, Pearson, E, Franks, P W & IMI-DIRECT consortium 2019, ' 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 ', Diabetologia, vol. 62, no. 9, pp. 1601-1615 . https://doi.org/10.1007/s00125-019-4906-1, Diabetologia, Diabetologia, Vol. 62, No 9 (2019) pp. 1601-1615, Diabetologia, 62(9), 1601-1615. Springer Verlag, Diabetologia 62, 1601-1615 (2019), Koivula, R W, Forgie, I M, Kurbasic, A, Viñuela, A, Heggie, A, Giordano, G N, Hansen, T H, Hudson, M, Koopman, A D M, Rutters, F, Siloaho, M, Allin, K H, Brage, S, Brorsson, C A, Dawed, A Y, De Masi, F, Groves, C J, Kokkola, T, Mahajan, A, Perry, M H, Rauh, S P, Ridderstråle, M, Teare, H J A, Thomas, E L, Tura, A, Vestergaard, H, White, T, Adamski, J, Bell, J D, Beulens, J W, Brunak, S, Dermitzakis, E T, Froguel, P, Frost, G, Gupta, R, Hansen, T, Hattersley, A, Jablonka, B, Kaye, J, Laakso, M, McDonald, T J, Pedersen, O, Schwenk, J M, Pavo, I, Mari, A, McCarthy, M I, Ruetten, H, Walker, M, Pearson, E, Franks, P W & the IMI-DIRECT consortium 2019, ' 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 ', Diabetologia, vol. 62, no. 9, pp. 1601-1615 . https://doi.org/10.1007/s00125-019-4906-1
Accession number :
edsair.doi.dedup.....91fc5bd3c22959b53a248befc4dd035d
Full Text :
https://doi.org/10.1007/s00125-019-4906-1