TY - JOUR
T1 - Discovery of biomarkers for glycaemic deterioration before and after the onset of type 2 diabetes
T2 - descriptive characteristics of the epidemiological studies within the IMI DIRECT Consortium
AU - Koivula, Robert W.
AU - Forgie, Ian M.
AU - Kurbasic, Azra
AU - Viñuela, Ana
AU - Heggie, Alison
AU - Giordano, Giuseppe N.
AU - Hansen, Tue H.
AU - Hudson, Michelle
AU - Koopman, Anitra D. M.
AU - Rutters, Femke
AU - Siloaho, Maritta
AU - Allin, Kristine H.
AU - Brage, Søren
AU - Brorsson, Caroline A.
AU - Dawed, Adem Y.
AU - De Masi, Federico
AU - Groves, Christopher J.
AU - Kokkola, Tarja
AU - Mahajan, Anubha
AU - Perry, Mandy H.
AU - Rauh, Simone P.
AU - Ridderstråle, Martin
AU - Teare, Harriet J. A.
AU - Thomas, E. Louise
AU - Tura, Andrea
AU - Vestergaard, Henrik
AU - White, Tom
AU - Adamski, Jerzy
AU - Bell, Jimmy D.
AU - Beulens, Joline W.
AU - Brunak, Søren
AU - Dermitzakis, Emmanouil T.
AU - Froguel, Philippe
AU - Frost, Gary
AU - Gupta, Ramneek
AU - Hansen, Torben
AU - Hattersley, Andrew
AU - Jablonka, Bernd
AU - Kaye, Jane
AU - Laakso, Markku
AU - McDonald, Timothy J.
AU - Pedersen, Oluf
AU - Schwenk, Jochen M.
AU - Pavo, Imre
AU - Mari, Andrea
AU - McCarthy, Mark I.
AU - Ruetten, Hartmut
AU - Walker, Mark
AU - Pearson, Ewan
AU - Franks, Paul W.
N1 - This work was supported by the Innovative Medicines Initiative Joint Undertaking under grant agreement no. 115317 (DIRECT), resources of which are composed of financial contribution from the European Union’s Seventh Framework Programme (FP7/2007-2013) and EFPIA companies in kind contribution. RWK was funded by a STAR Award Novo Nordisk co-financed PhD fellowship. The work undertaken by PWF was supported in part by programme grants from the ERC-2015-CoG_NASCENT_681742 and the Swedish Research Council; strategic funding for Lund University Diabetes Centre, where some of the work described herein was performed, was provided by the Swedish Research Council, Strategic Research Area Exodiab, (Dnr 2009-1039), the Swedish Foundation for Strategic Research (IRC15-0067), the Swedish Research Council, Linnaeus grant (Dnr 349-2006-237). EP holds a Wellcome Trust Investigator award (grant reference 102820/Z/13/Z). Contributions to this work by SBru. were co-financed by the Novo Nordisk Foundation (grants NNF17OC0027594 and NNF14CC0001).
PY - 2019/9/1
Y1 - 2019/9/1
N2 - 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.
AB - 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.
KW - Diet
KW - Ectopic fat
KW - Genome
KW - Glycaemic control
KW - Insulin secretion
KW - Insulin sensitivity
KW - Personalised medicine
KW - Physical activity
KW - Prediabetes
KW - Type 2 diabetes
UR - http://www.scopus.com/inward/record.url?scp=85067006221&partnerID=8YFLogxK
U2 - 10.1007/s00125-019-4906-1
DO - 10.1007/s00125-019-4906-1
M3 - Article
C2 - 31203377
AN - SCOPUS:85067006221
SN - 0012-186X
VL - 62
SP - 1601
EP - 1615
JO - Diabetologia
JF - Diabetologia
IS - 9
ER -