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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...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2022
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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. |
format | Online Article Text |
id | pubmed-8784706 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
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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