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Four groups of type 2 diabetes contribute to the etiological and clinical heterogeneity in newly diagnosed individuals: An IMI DIRECT study

The presentation and underlying pathophysiology of type 2 diabetes (T2D) is complex and heterogeneous. Recent studies attempted to stratify T2D into distinct subgroups using data-driven approaches, but their clinical utility may be limited if categorical representations of complex phenotypes are sub...

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Autores principales: Wesolowska-Andersen, Agata, Brorsson, Caroline A., Bizzotto, Roberto, Mari, Andrea, Tura, Andrea, Koivula, Robert, Mahajan, Anubha, Vinuela, Ana, Tajes, Juan Fernandez, Sharma, Sapna, Haid, Mark, Prehn, Cornelia, Artati, Anna, Hong, Mun-Gwan, Musholt, Petra B., Kurbasic, Azra, De Masi, Federico, Tsirigos, Kostas, Pedersen, Helle Krogh, Gudmundsdottir, Valborg, Thomas, Cecilia Engel, Banasik, Karina, Jennison, Chrisopher, Jones, Angus, Kennedy, Gwen, Bell, Jimmy, Thomas, Louise, Frost, Gary, Thomsen, Henrik, Allin, Kristine, Hansen, Tue Haldor, Vestergaard, Henrik, Hansen, Torben, Rutters, Femke, Elders, Petra, t’Hart, Leen, Bonnefond, Amelie, Canouil, Mickaël, Brage, Soren, Kokkola, Tarja, Heggie, Alison, McEvoy, Donna, Hattersley, Andrew, McDonald, Timothy, Teare, Harriet, Ridderstrale, Martin, Walker, Mark, Forgie, Ian, Giordano, Giuseppe N., Froguel, Philippe, Pavo, Imre, Ruetten, Hartmut, Pedersen, Oluf, Dermitzakis, Emmanouil, Franks, Paul W., Schwenk, Jochen M., Adamski, Jerzy, Pearson, Ewan, McCarthy, Mark I., Brunak, Søren
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8784706/
https://www.ncbi.nlm.nih.gov/pubmed/35106505
http://dx.doi.org/10.1016/j.xcrm.2021.100477
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author Wesolowska-Andersen, Agata
Brorsson, Caroline A.
Bizzotto, Roberto
Mari, Andrea
Tura, Andrea
Koivula, Robert
Mahajan, Anubha
Vinuela, Ana
Tajes, Juan Fernandez
Sharma, Sapna
Haid, Mark
Prehn, Cornelia
Artati, Anna
Hong, Mun-Gwan
Musholt, Petra B.
Kurbasic, Azra
De Masi, Federico
Tsirigos, Kostas
Pedersen, Helle Krogh
Gudmundsdottir, Valborg
Thomas, Cecilia Engel
Banasik, Karina
Jennison, Chrisopher
Jones, Angus
Kennedy, Gwen
Bell, Jimmy
Thomas, Louise
Frost, Gary
Thomsen, Henrik
Allin, Kristine
Hansen, Tue Haldor
Vestergaard, Henrik
Hansen, Torben
Rutters, Femke
Elders, Petra
t’Hart, Leen
Bonnefond, Amelie
Canouil, Mickaël
Brage, Soren
Kokkola, Tarja
Heggie, Alison
McEvoy, Donna
Hattersley, Andrew
McDonald, Timothy
Teare, Harriet
Ridderstrale, Martin
Walker, Mark
Forgie, Ian
Giordano, Giuseppe N.
Froguel, Philippe
Pavo, Imre
Ruetten, Hartmut
Pedersen, Oluf
Dermitzakis, Emmanouil
Franks, Paul W.
Schwenk, Jochen M.
Adamski, Jerzy
Pearson, Ewan
McCarthy, Mark I.
Brunak, Søren
author_facet Wesolowska-Andersen, Agata
Brorsson, Caroline A.
Bizzotto, Roberto
Mari, Andrea
Tura, Andrea
Koivula, Robert
Mahajan, Anubha
Vinuela, Ana
Tajes, Juan Fernandez
Sharma, Sapna
Haid, Mark
Prehn, Cornelia
Artati, Anna
Hong, Mun-Gwan
Musholt, Petra B.
Kurbasic, Azra
De Masi, Federico
Tsirigos, Kostas
Pedersen, Helle Krogh
Gudmundsdottir, Valborg
Thomas, Cecilia Engel
Banasik, Karina
Jennison, Chrisopher
Jones, Angus
Kennedy, Gwen
Bell, Jimmy
Thomas, Louise
Frost, Gary
Thomsen, Henrik
Allin, Kristine
Hansen, Tue Haldor
Vestergaard, Henrik
Hansen, Torben
Rutters, Femke
Elders, Petra
t’Hart, Leen
Bonnefond, Amelie
Canouil, Mickaël
Brage, Soren
Kokkola, Tarja
Heggie, Alison
McEvoy, Donna
Hattersley, Andrew
McDonald, Timothy
Teare, Harriet
Ridderstrale, Martin
Walker, Mark
Forgie, Ian
Giordano, Giuseppe N.
Froguel, Philippe
Pavo, Imre
Ruetten, Hartmut
Pedersen, Oluf
Dermitzakis, Emmanouil
Franks, Paul W.
Schwenk, Jochen M.
Adamski, Jerzy
Pearson, Ewan
McCarthy, Mark I.
Brunak, Søren
author_sort Wesolowska-Andersen, Agata
collection PubMed
description The presentation and underlying pathophysiology of type 2 diabetes (T2D) is complex and heterogeneous. Recent studies attempted to stratify T2D into distinct subgroups using data-driven approaches, but their clinical utility may be limited if categorical representations of complex phenotypes are suboptimal. We apply a soft-clustering (archetype) method to characterize newly diagnosed T2D based on 32 clinical variables. We assign quantitative clustering scores for individuals and investigate the associations with glycemic deterioration, genetic risk scores, circulating omics biomarkers, and phenotypic stability over 36 months. Four archetype profiles represent dysfunction patterns across combinations of T2D etiological processes and correlate with multiple circulating biomarkers. One archetype associated with obesity, insulin resistance, dyslipidemia, and impaired β cell glucose sensitivity corresponds with the fastest disease progression and highest demand for anti-diabetic treatment. We demonstrate that clinical heterogeneity in T2D can be mapped to heterogeneity in individual etiological processes, providing a potential route to personalized treatments.
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spelling pubmed-87847062022-01-31 Four groups of type 2 diabetes contribute to the etiological and clinical heterogeneity in newly diagnosed individuals: An IMI DIRECT study Wesolowska-Andersen, Agata Brorsson, Caroline A. Bizzotto, Roberto Mari, Andrea Tura, Andrea Koivula, Robert Mahajan, Anubha Vinuela, Ana Tajes, Juan Fernandez Sharma, Sapna Haid, Mark Prehn, Cornelia Artati, Anna Hong, Mun-Gwan Musholt, Petra B. Kurbasic, Azra De Masi, Federico Tsirigos, Kostas Pedersen, Helle Krogh Gudmundsdottir, Valborg Thomas, Cecilia Engel Banasik, Karina Jennison, Chrisopher Jones, Angus Kennedy, Gwen Bell, Jimmy Thomas, Louise Frost, Gary Thomsen, Henrik Allin, Kristine Hansen, Tue Haldor Vestergaard, Henrik Hansen, Torben Rutters, Femke Elders, Petra t’Hart, Leen Bonnefond, Amelie Canouil, Mickaël Brage, Soren Kokkola, Tarja Heggie, Alison McEvoy, Donna Hattersley, Andrew McDonald, Timothy Teare, Harriet Ridderstrale, Martin Walker, Mark Forgie, Ian Giordano, Giuseppe N. Froguel, Philippe Pavo, Imre Ruetten, Hartmut Pedersen, Oluf Dermitzakis, Emmanouil Franks, Paul W. Schwenk, Jochen M. Adamski, Jerzy Pearson, Ewan McCarthy, Mark I. Brunak, Søren Cell Rep Med Article The presentation and underlying pathophysiology of type 2 diabetes (T2D) is complex and heterogeneous. Recent studies attempted to stratify T2D into distinct subgroups using data-driven approaches, but their clinical utility may be limited if categorical representations of complex phenotypes are suboptimal. We apply a soft-clustering (archetype) method to characterize newly diagnosed T2D based on 32 clinical variables. We assign quantitative clustering scores for individuals and investigate the associations with glycemic deterioration, genetic risk scores, circulating omics biomarkers, and phenotypic stability over 36 months. Four archetype profiles represent dysfunction patterns across combinations of T2D etiological processes and correlate with multiple circulating biomarkers. One archetype associated with obesity, insulin resistance, dyslipidemia, and impaired β cell glucose sensitivity corresponds with the fastest disease progression and highest demand for anti-diabetic treatment. We demonstrate that clinical heterogeneity in T2D can be mapped to heterogeneity in individual etiological processes, providing a potential route to personalized treatments. Elsevier 2022-01-04 /pmc/articles/PMC8784706/ /pubmed/35106505 http://dx.doi.org/10.1016/j.xcrm.2021.100477 Text en © 2021 The Authors https://creativecommons.org/licenses/by/4.0/This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Wesolowska-Andersen, Agata
Brorsson, Caroline A.
Bizzotto, Roberto
Mari, Andrea
Tura, Andrea
Koivula, Robert
Mahajan, Anubha
Vinuela, Ana
Tajes, Juan Fernandez
Sharma, Sapna
Haid, Mark
Prehn, Cornelia
Artati, Anna
Hong, Mun-Gwan
Musholt, Petra B.
Kurbasic, Azra
De Masi, Federico
Tsirigos, Kostas
Pedersen, Helle Krogh
Gudmundsdottir, Valborg
Thomas, Cecilia Engel
Banasik, Karina
Jennison, Chrisopher
Jones, Angus
Kennedy, Gwen
Bell, Jimmy
Thomas, Louise
Frost, Gary
Thomsen, Henrik
Allin, Kristine
Hansen, Tue Haldor
Vestergaard, Henrik
Hansen, Torben
Rutters, Femke
Elders, Petra
t’Hart, Leen
Bonnefond, Amelie
Canouil, Mickaël
Brage, Soren
Kokkola, Tarja
Heggie, Alison
McEvoy, Donna
Hattersley, Andrew
McDonald, Timothy
Teare, Harriet
Ridderstrale, Martin
Walker, Mark
Forgie, Ian
Giordano, Giuseppe N.
Froguel, Philippe
Pavo, Imre
Ruetten, Hartmut
Pedersen, Oluf
Dermitzakis, Emmanouil
Franks, Paul W.
Schwenk, Jochen M.
Adamski, Jerzy
Pearson, Ewan
McCarthy, Mark I.
Brunak, Søren
Four groups of type 2 diabetes contribute to the etiological and clinical heterogeneity in newly diagnosed individuals: An IMI DIRECT study
title Four groups of type 2 diabetes contribute to the etiological and clinical heterogeneity in newly diagnosed individuals: An IMI DIRECT study
title_full Four groups of type 2 diabetes contribute to the etiological and clinical heterogeneity in newly diagnosed individuals: An IMI DIRECT study
title_fullStr Four groups of type 2 diabetes contribute to the etiological and clinical heterogeneity in newly diagnosed individuals: An IMI DIRECT study
title_full_unstemmed Four groups of type 2 diabetes contribute to the etiological and clinical heterogeneity in newly diagnosed individuals: An IMI DIRECT study
title_short Four groups of type 2 diabetes contribute to the etiological and clinical heterogeneity in newly diagnosed individuals: An IMI DIRECT study
title_sort four groups of type 2 diabetes contribute to the etiological and clinical heterogeneity in newly diagnosed individuals: an imi direct study
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8784706/
https://www.ncbi.nlm.nih.gov/pubmed/35106505
http://dx.doi.org/10.1016/j.xcrm.2021.100477
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