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

AIM: 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 a...

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Autores principales: Obura, Morgan, Beulens, Joline W. J., Slieker, Roderick, Koopman, Anitra D. M., Hoekstra, Trynke, Nijpels, Giel, Elders, Petra, Koivula, Robert W., Kurbasic, Azra, Laakso, Markku, Hansen, Tue H., Ridderstråle, Martin, Hansen, Torben, Pavo, Imre, Forgie, Ian, Jablonka, Bernd, Ruetten, Hartmut, Mari, Andrea, McCarthy, Mark I., Walker, Mark, Heggie, Alison, McDonald, Timothy J., Perry, Mandy H., De Masi, Federico, Brunak, Søren, Mahajan, Anubha, Giordano, Giuseppe N., Kokkola, Tarja, Dermitzakis, Emmanouil, Viñuela, Ana, Pedersen, Oluf, Schwenk, Jochen M., Adamski, Jurek, Teare, Harriet J. A., Pearson, Ewan R., Franks, Paul W., ‘t Hart, Leen M., Rutters, Femke
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7703960/
https://www.ncbi.nlm.nih.gov/pubmed/33253307
http://dx.doi.org/10.1371/journal.pone.0242360
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author Obura, Morgan
Beulens, Joline W. J.
Slieker, Roderick
Koopman, Anitra D. M.
Hoekstra, Trynke
Nijpels, Giel
Elders, Petra
Koivula, Robert W.
Kurbasic, Azra
Laakso, Markku
Hansen, Tue H.
Ridderstråle, Martin
Hansen, Torben
Pavo, Imre
Forgie, Ian
Jablonka, Bernd
Ruetten, Hartmut
Mari, Andrea
McCarthy, Mark I.
Walker, Mark
Heggie, Alison
McDonald, Timothy J.
Perry, Mandy H.
De Masi, Federico
Brunak, Søren
Mahajan, Anubha
Giordano, Giuseppe N.
Kokkola, Tarja
Dermitzakis, Emmanouil
Viñuela, Ana
Pedersen, Oluf
Schwenk, Jochen M.
Adamski, Jurek
Teare, Harriet J. A.
Pearson, Ewan R.
Franks, Paul W.
‘t Hart, Leen M.
Rutters, Femke
author_facet Obura, Morgan
Beulens, Joline W. J.
Slieker, Roderick
Koopman, Anitra D. M.
Hoekstra, Trynke
Nijpels, Giel
Elders, Petra
Koivula, Robert W.
Kurbasic, Azra
Laakso, Markku
Hansen, Tue H.
Ridderstråle, Martin
Hansen, Torben
Pavo, Imre
Forgie, Ian
Jablonka, Bernd
Ruetten, Hartmut
Mari, Andrea
McCarthy, Mark I.
Walker, Mark
Heggie, Alison
McDonald, Timothy J.
Perry, Mandy H.
De Masi, Federico
Brunak, Søren
Mahajan, Anubha
Giordano, Giuseppe N.
Kokkola, Tarja
Dermitzakis, Emmanouil
Viñuela, Ana
Pedersen, Oluf
Schwenk, Jochen M.
Adamski, Jurek
Teare, Harriet J. A.
Pearson, Ewan R.
Franks, Paul W.
‘t Hart, Leen M.
Rutters, Femke
author_sort Obura, Morgan
collection PubMed
description AIM: 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. METHODS: 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. RESULTS: 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. CONCLUSIONS: 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.
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spelling pubmed-77039602020-12-03 Post-load glucose subgroups and associated metabolic traits in individuals with type 2 diabetes: An IMI-DIRECT study Obura, Morgan Beulens, Joline W. J. Slieker, Roderick Koopman, Anitra D. M. Hoekstra, Trynke Nijpels, Giel Elders, Petra Koivula, Robert W. Kurbasic, Azra Laakso, Markku Hansen, Tue H. Ridderstråle, Martin Hansen, Torben Pavo, Imre Forgie, Ian Jablonka, Bernd Ruetten, Hartmut Mari, Andrea McCarthy, Mark I. Walker, Mark Heggie, Alison McDonald, Timothy J. Perry, Mandy H. De Masi, Federico Brunak, Søren Mahajan, Anubha Giordano, Giuseppe N. Kokkola, Tarja Dermitzakis, Emmanouil Viñuela, Ana Pedersen, Oluf Schwenk, Jochen M. Adamski, Jurek Teare, Harriet J. A. Pearson, Ewan R. Franks, Paul W. ‘t Hart, Leen M. Rutters, Femke PLoS One Research Article AIM: 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. METHODS: 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. RESULTS: 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. CONCLUSIONS: 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. Public Library of Science 2020-11-30 /pmc/articles/PMC7703960/ /pubmed/33253307 http://dx.doi.org/10.1371/journal.pone.0242360 Text en https://creativecommons.org/publicdomain/zero/1.0/ This is an open access article, free of all copyright, and may be freely reproduced, distributed, transmitted, modified, built upon, or otherwise used by anyone for any lawful purpose. The work is made available under the Creative Commons CC0 (https://creativecommons.org/publicdomain/zero/1.0/) public domain dedication.
spellingShingle Research Article
Obura, Morgan
Beulens, Joline W. J.
Slieker, Roderick
Koopman, Anitra D. M.
Hoekstra, Trynke
Nijpels, Giel
Elders, Petra
Koivula, Robert W.
Kurbasic, Azra
Laakso, Markku
Hansen, Tue H.
Ridderstråle, Martin
Hansen, Torben
Pavo, Imre
Forgie, Ian
Jablonka, Bernd
Ruetten, Hartmut
Mari, Andrea
McCarthy, Mark I.
Walker, Mark
Heggie, Alison
McDonald, Timothy J.
Perry, Mandy H.
De Masi, Federico
Brunak, Søren
Mahajan, Anubha
Giordano, Giuseppe N.
Kokkola, Tarja
Dermitzakis, Emmanouil
Viñuela, Ana
Pedersen, Oluf
Schwenk, Jochen M.
Adamski, Jurek
Teare, Harriet J. A.
Pearson, Ewan R.
Franks, Paul W.
‘t Hart, Leen M.
Rutters, Femke
Post-load glucose subgroups and associated metabolic traits in individuals with type 2 diabetes: An IMI-DIRECT study
title Post-load glucose subgroups and associated metabolic traits in individuals with type 2 diabetes: An IMI-DIRECT study
title_full Post-load glucose subgroups and associated metabolic traits in individuals with type 2 diabetes: An IMI-DIRECT study
title_fullStr Post-load glucose subgroups and associated metabolic traits in individuals with type 2 diabetes: An IMI-DIRECT study
title_full_unstemmed Post-load glucose subgroups and associated metabolic traits in individuals with type 2 diabetes: An IMI-DIRECT study
title_short Post-load glucose subgroups and associated metabolic traits in individuals with type 2 diabetes: An IMI-DIRECT study
title_sort post-load glucose subgroups and associated metabolic traits in individuals with type 2 diabetes: an imi-direct study
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7703960/
https://www.ncbi.nlm.nih.gov/pubmed/33253307
http://dx.doi.org/10.1371/journal.pone.0242360
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