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dc.contributor.authorWesolowska-Andersen, A
dc.contributor.authorBrorsson, CA
dc.contributor.authorBizzotto, R
dc.contributor.authorMari, A
dc.contributor.authorTura, A
dc.contributor.authorKoivula, R
dc.contributor.authorMahajan, A
dc.contributor.authorVinuela, A
dc.contributor.authorTajes, JF
dc.contributor.authorSharma, S
dc.contributor.authorHaid, M
dc.contributor.authorPrehn, C
dc.contributor.authorArtati, A
dc.contributor.authorHong, M-G
dc.contributor.authorMusholt, PB
dc.contributor.authorKurbasic, A
dc.contributor.authorDe Masi, F
dc.contributor.authorTsirigos, K
dc.contributor.authorPedersen, HK
dc.contributor.authorGudmundsdottir, V
dc.contributor.authorThomas, CE
dc.contributor.authorBanasik, K
dc.contributor.authorJennison, C
dc.contributor.authorJones, A
dc.contributor.authorKennedy, G
dc.contributor.authorBell, J
dc.contributor.authorThomas, L
dc.contributor.authorFrost, G
dc.contributor.authorThomsen, H
dc.contributor.authorAllin, K
dc.contributor.authorHansen, TH
dc.contributor.authorVestergaard, H
dc.contributor.authorHansen, T
dc.contributor.authorRutters, F
dc.contributor.authorElders, P
dc.contributor.authort'Hart, L
dc.contributor.authorBonnefond, A
dc.contributor.authorCanouil, M
dc.contributor.authorBrage, S
dc.contributor.authorKokkola, T
dc.contributor.authorHeggie, A
dc.contributor.authorMcEvoy, D
dc.contributor.authorHattersley, A
dc.contributor.authorMcDonald, T
dc.contributor.authorTeare, H
dc.contributor.authorRidderstrale, M
dc.contributor.authorWalker, M
dc.contributor.authorForgie, I
dc.contributor.authorGiordano, GN
dc.contributor.authorFroguel, P
dc.contributor.authorPavo, I
dc.contributor.authorRuetten, H
dc.contributor.authorPedersen, O
dc.contributor.authorDermitzakis, E
dc.contributor.authorFranks, PW
dc.contributor.authorSchwenk, JM
dc.contributor.authorAdamski, J
dc.contributor.authorPearson, E
dc.contributor.authorMcCarthy, MI
dc.contributor.authorBrunak, S
dc.date.accessioned2023-02-24T15:05:02Z
dc.date.issued2022-01-04
dc.date.updated2023-02-24T14:39:23Z
dc.description.abstractThe 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.en_GB
dc.description.sponsorshipMedicines Initiative Joint Undertakingen_GB
dc.description.sponsorshipNovo Nordisk Foundationen_GB
dc.description.sponsorshipWellcome Trusten_GB
dc.identifier.citationVol. 3, article 100477en_GB
dc.identifier.doihttps://doi.org/10.1016/j.xcrm.2021.100477
dc.identifier.grantnumber115317en_GB
dc.identifier.grantnumberNNF17OC0027594en_GB
dc.identifier.grantnumberNNF14CC0001en_GB
dc.identifier.grantnumber102820/Z/13/Zen_GB
dc.identifier.grantnumber090532en_GB
dc.identifier.grantnumber098381en_GB
dc.identifier.grantnumber106130en_GB
dc.identifier.grantnumber203141en_GB
dc.identifier.grantnumber212259en_GB
dc.identifier.urihttp://hdl.handle.net/10871/132542
dc.identifierORCID: 0000-0002-0883-7599 (Jones, Angus)
dc.identifierORCID: 0000-0001-5620-473X (Hattersley, Andrew)
dc.identifierORCID: 0000-0003-3559-6660 (McDonald, Timothy)
dc.language.isoenen_GB
dc.publisherElsevieren_GB
dc.relation.sourceData and code availability: Data: Requests for access to IMI DIRECT data, including data presented here, can be made to the Lead Contact. All data areavailable without restriction in a secure environment. Code: Our manuscript does not report any novel custom code. The software for the main clustering method is available as an R package and was published in reference 10 and 11. Any additional information required to reanalyze the data reported in this paper is available from the Lead Contact upon request.en_GB
dc.relation.urlhttps://www.ncbi.nlm.nih.gov/pubmed/35106505en_GB
dc.rights© 2021 The Authors. This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/).en_GB
dc.titleFour groups of type 2 diabetes contribute to the etiological and clinical heterogeneity in newly diagnosed individuals: An IMI DIRECT studyen_GB
dc.typeArticleen_GB
dc.date.available2023-02-24T15:05:02Z
dc.identifier.issn2666-3791
exeter.article-number100477
exeter.place-of-publicationUnited States
dc.descriptionThis is the final version. Available from Elsevier via the DOI in this record. en_GB
dc.identifier.journalCell Reports Medicineen_GB
dc.rights.urihttps://creativecommons.org/licenses/by/4.0/en_GB
dcterms.dateAccepted2021-11-23
rioxxterms.versionVoRen_GB
rioxxterms.licenseref.startdate2022-01-04
rioxxterms.typeJournal Article/Reviewen_GB
refterms.dateFCD2023-02-24T14:57:43Z
refterms.versionFCDVoR
refterms.dateFOA2023-02-24T15:05:06Z
refterms.panelAen_GB
refterms.dateFirstOnline2022-01-04


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© 2021 The Authors. This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/).
Except where otherwise noted, this item's licence is described as © 2021 The Authors. This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/).