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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
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...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Berlin Heidelberg
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6677872/ https://www.ncbi.nlm.nih.gov/pubmed/31203377 http://dx.doi.org/10.1007/s00125-019-4906-1 |
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author | Koivula, Robert W. Forgie, Ian M. Kurbasic, Azra Viñuela, Ana Heggie, Alison Giordano, Giuseppe N. Hansen, Tue H. Hudson, Michelle Koopman, Anitra D. M. Rutters, Femke Siloaho, Maritta Allin, Kristine H. Brage, Søren Brorsson, Caroline A. Dawed, Adem Y. De Masi, Federico Groves, Christopher J. Kokkola, Tarja Mahajan, Anubha Perry, Mandy H. Rauh, Simone P. Ridderstråle, Martin Teare, Harriet J. A. Thomas, E. Louise Tura, Andrea Vestergaard, Henrik White, Tom Adamski, Jerzy Bell, Jimmy D. Beulens, Joline W. Brunak, Søren Dermitzakis, Emmanouil T. Froguel, Philippe Frost, Gary Gupta, Ramneek Hansen, Torben Hattersley, Andrew Jablonka, Bernd Kaye, Jane Laakso, Markku McDonald, Timothy J. Pedersen, Oluf Schwenk, Jochen M. Pavo, Imre Mari, Andrea McCarthy, Mark I. Ruetten, Hartmut Walker, Mark Pearson, Ewan Franks, Paul W. |
author_facet | Koivula, Robert W. Forgie, Ian M. Kurbasic, Azra Viñuela, Ana Heggie, Alison Giordano, Giuseppe N. Hansen, Tue H. Hudson, Michelle Koopman, Anitra D. M. Rutters, Femke Siloaho, Maritta Allin, Kristine H. Brage, Søren Brorsson, Caroline A. Dawed, Adem Y. De Masi, Federico Groves, Christopher J. Kokkola, Tarja Mahajan, Anubha Perry, Mandy H. Rauh, Simone P. Ridderstråle, Martin Teare, Harriet J. A. Thomas, E. Louise Tura, Andrea Vestergaard, Henrik White, Tom Adamski, Jerzy Bell, Jimmy D. Beulens, Joline W. Brunak, Søren Dermitzakis, Emmanouil T. Froguel, Philippe Frost, Gary Gupta, Ramneek Hansen, Torben Hattersley, Andrew Jablonka, Bernd Kaye, Jane Laakso, Markku McDonald, Timothy J. Pedersen, Oluf Schwenk, Jochen M. Pavo, Imre Mari, Andrea McCarthy, Mark I. Ruetten, Hartmut Walker, Mark Pearson, Ewan Franks, Paul W. |
author_sort | Koivula, Robert W. |
collection | PubMed |
description | 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/m(2); 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/m(2); 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. |
format | Online Article Text |
id | pubmed-6677872 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Springer Berlin Heidelberg |
record_format | MEDLINE/PubMed |
spelling | pubmed-66778722019-08-16 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 Koivula, Robert W. Forgie, Ian M. Kurbasic, Azra Viñuela, Ana Heggie, Alison Giordano, Giuseppe N. Hansen, Tue H. Hudson, Michelle Koopman, Anitra D. M. Rutters, Femke Siloaho, Maritta Allin, Kristine H. Brage, Søren Brorsson, Caroline A. Dawed, Adem Y. De Masi, Federico Groves, Christopher J. Kokkola, Tarja Mahajan, Anubha Perry, Mandy H. Rauh, Simone P. Ridderstråle, Martin Teare, Harriet J. A. Thomas, E. Louise Tura, Andrea Vestergaard, Henrik White, Tom Adamski, Jerzy Bell, Jimmy D. Beulens, Joline W. Brunak, Søren Dermitzakis, Emmanouil T. Froguel, Philippe Frost, Gary Gupta, Ramneek Hansen, Torben Hattersley, Andrew Jablonka, Bernd Kaye, Jane Laakso, Markku McDonald, Timothy J. Pedersen, Oluf Schwenk, Jochen M. Pavo, Imre Mari, Andrea McCarthy, Mark I. Ruetten, Hartmut Walker, Mark Pearson, Ewan Franks, Paul W. Diabetologia Article 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/m(2); 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/m(2); 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. Springer Berlin Heidelberg 2019-06-15 2019 /pmc/articles/PMC6677872/ /pubmed/31203377 http://dx.doi.org/10.1007/s00125-019-4906-1 Text en © The Author(s) 2019 Open Access This 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 | Article Koivula, Robert W. Forgie, Ian M. Kurbasic, Azra Viñuela, Ana Heggie, Alison Giordano, Giuseppe N. Hansen, Tue H. Hudson, Michelle Koopman, Anitra D. M. Rutters, Femke Siloaho, Maritta Allin, Kristine H. Brage, Søren Brorsson, Caroline A. Dawed, Adem Y. De Masi, Federico Groves, Christopher J. Kokkola, Tarja Mahajan, Anubha Perry, Mandy H. Rauh, Simone P. Ridderstråle, Martin Teare, Harriet J. A. Thomas, E. Louise Tura, Andrea Vestergaard, Henrik White, Tom Adamski, Jerzy Bell, Jimmy D. Beulens, Joline W. Brunak, Søren Dermitzakis, Emmanouil T. Froguel, Philippe Frost, Gary Gupta, Ramneek Hansen, Torben Hattersley, Andrew Jablonka, Bernd Kaye, Jane Laakso, Markku McDonald, Timothy J. Pedersen, Oluf Schwenk, Jochen M. Pavo, Imre Mari, Andrea McCarthy, Mark I. Ruetten, Hartmut Walker, Mark Pearson, Ewan Franks, Paul W. 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 |
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 |
title_full | 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 |
title_fullStr | 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 |
title_full_unstemmed | 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 |
title_short | 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 |
title_sort | 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 |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6677872/ https://www.ncbi.nlm.nih.gov/pubmed/31203377 http://dx.doi.org/10.1007/s00125-019-4906-1 |
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