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dc.contributor.authorSuzuki, K
dc.contributor.authorHatzikotoulas, K
dc.contributor.authorSoutham, L
dc.contributor.authorTaylor, HJ
dc.contributor.authorYin, X
dc.contributor.authorLorenz, KM
dc.contributor.authorMandla, R
dc.contributor.authorHuerta-Chagoya, A
dc.contributor.authorMelloni, GEM
dc.contributor.authorKanoni, S
dc.contributor.authorRayner, NW
dc.contributor.authorBocher, O
dc.contributor.authorArruda, AL
dc.contributor.authorSonehara, K
dc.contributor.authorNamba, S
dc.contributor.authorLee, SSK
dc.contributor.authorPreuss, MH
dc.contributor.authorPetty, LE
dc.contributor.authorSchroeder, P
dc.contributor.authorVanderwerff, B
dc.contributor.authorKals, M
dc.contributor.authorBragg, F
dc.contributor.authorLin, K
dc.contributor.authorGuo, X
dc.contributor.authorZhang, W
dc.contributor.authorYao, J
dc.contributor.authorKim, YJ
dc.contributor.authorGraff, M
dc.contributor.authorTakeuchi, F
dc.contributor.authorNano, J
dc.contributor.authorLamri, A
dc.contributor.authorNakatochi, M
dc.contributor.authorMoon, S
dc.contributor.authorScott, RA
dc.contributor.authorCook, JP
dc.contributor.authorLee, J-J
dc.contributor.authorPan, I
dc.contributor.authorTaliun, D
dc.contributor.authorParra, EJ
dc.contributor.authorChai, J-F
dc.contributor.authorBielak, LF
dc.contributor.authorTabara, Y
dc.contributor.authorHai, Y
dc.contributor.authorThorleifsson, G
dc.contributor.authorGrarup, N
dc.contributor.authorSofer, T
dc.contributor.authorWuttke, M
dc.contributor.authorSarnowski, C
dc.contributor.authorGieger, C
dc.contributor.authorNousome, D
dc.contributor.authorTrompet, S
dc.contributor.authorKwak, S-H
dc.contributor.authorLong, J
dc.contributor.authorSun, M
dc.contributor.authorTong, L
dc.contributor.authorChen, W-M
dc.contributor.authorNongmaithem, SS
dc.contributor.authorNoordam, R
dc.contributor.authorLim, VJY
dc.contributor.authorTam, CHT
dc.contributor.authorJoo, YY
dc.contributor.authorChen, C-H
dc.contributor.authorRaffield, LM
dc.contributor.authorPrins, BP
dc.contributor.authorNicolas, A
dc.contributor.authorYanek, LR
dc.contributor.authorChen, G
dc.contributor.authorBrody, JA
dc.contributor.authorKabagambe, E
dc.contributor.authorAn, P
dc.contributor.authorXiang, AH
dc.contributor.authorChoi, HS
dc.contributor.authorCade, BE
dc.contributor.authorTan, J
dc.contributor.authorBroadaway, KA
dc.contributor.authorWilliamson, A
dc.contributor.authorKamali, Z
dc.contributor.authorCui, J
dc.contributor.authorThangam, M
dc.contributor.authorAdair, LS
dc.contributor.authorAdeyemo, A
dc.contributor.authorAguilar-Salinas, CA
dc.contributor.authorAhluwalia, TS
dc.contributor.authorAnand, SS
dc.contributor.authorBertoni, A
dc.contributor.authorBork-Jensen, J
dc.contributor.authorBrandslund, I
dc.contributor.authorBuchanan, TA
dc.contributor.authorBurant, CF
dc.contributor.authorButterworth, AS
dc.contributor.authorCanouil, M
dc.contributor.authorChan, JCN
dc.contributor.authorChang, L-C
dc.contributor.authorChee, M-L
dc.contributor.authorChen, J
dc.contributor.authorChen, S-H
dc.contributor.authorChen, Y-T
dc.contributor.authorChen, Z
dc.contributor.authorChuang, L-M
dc.contributor.authorCushman, M
dc.contributor.authorDanesh, J
dc.contributor.authorDas, SK
dc.contributor.authorde Silva, HJ
dc.contributor.authorDedoussis, G
dc.contributor.authorDimitrov, L
dc.contributor.authorDoumatey, AP
dc.contributor.authorDu, S
dc.contributor.authorDuan, Q
dc.contributor.authorEckardt, K-U
dc.contributor.authorEmery, LS
dc.contributor.authorEvans, DS
dc.contributor.authorEvans, MK
dc.contributor.authorFischer, K
dc.contributor.authorFloyd, JS
dc.contributor.authorFord, I
dc.contributor.authorFranco, OH
dc.contributor.authorFrayling, TM
dc.contributor.authorFreedman, BI
dc.contributor.authorGenter, P
dc.contributor.authorGerstein, HC
dc.contributor.authorGiedraitis, V
dc.contributor.authorGonzález-Villalpando, C
dc.contributor.authorGonzález-Villalpando, ME
dc.contributor.authorGordon-Larsen, P
dc.contributor.authorGross, M
dc.contributor.authorGuare, LA
dc.contributor.authorHackinger, S
dc.contributor.authorHakaste, L
dc.contributor.authorHan, S
dc.contributor.authorHattersley, AT
dc.contributor.authorHerder, C
dc.contributor.authorHorikoshi, M
dc.contributor.authorHoward, A-G
dc.contributor.authorHsueh, W
dc.contributor.authorHuang, M
dc.contributor.authorHuang, W
dc.contributor.authorHung, Y-J
dc.contributor.authorHwang, MY
dc.contributor.authorHwu, C-M
dc.contributor.authorIchihara, S
dc.contributor.authorIkram, MA
dc.contributor.authorIngelsson, M
dc.contributor.authorIslam, MT
dc.contributor.authorIsono, M
dc.contributor.authorJang, H-M
dc.contributor.authorJasmine, F
dc.contributor.authorJiang, G
dc.contributor.authorJonas, JB
dc.contributor.authorJørgensen, T
dc.contributor.authorKamanu, FK
dc.contributor.authorKandeel, FR
dc.contributor.authorKasturiratne, A
dc.contributor.authorKatsuya, T
dc.contributor.authorKaur, V
dc.contributor.authorKawaguchi, T
dc.contributor.authorKeaton, JM
dc.contributor.authorKho, AN
dc.contributor.authorKhor, C-C
dc.contributor.authorKibriya, MG
dc.contributor.authorKim, D-H
dc.contributor.authorKronenberg, F
dc.contributor.authorKuusisto, J
dc.contributor.authorLäll, K
dc.contributor.authorLange, LA
dc.contributor.authorLee, KM
dc.contributor.authorLee, M-S
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dc.contributor.authorLeong, A
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dc.contributor.authorLi, Y
dc.contributor.authorLi-Gao, R
dc.contributor.authorLigthart, S
dc.contributor.authorLindgren, CM
dc.contributor.authorLinneberg, A
dc.contributor.authorLiu, C-T
dc.contributor.authorLiu, J
dc.contributor.authorLocke, AE
dc.contributor.authorLouie, T
dc.contributor.authorLuan, J
dc.contributor.authorLuk, AO
dc.contributor.authorLuo, X
dc.contributor.authorLv, J
dc.contributor.authorLynch, JA
dc.contributor.authorLyssenko, V
dc.contributor.authorMaeda, S
dc.contributor.authorMamakou, V
dc.contributor.authorMansuri, SR
dc.contributor.authorMatsuda, K
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dc.contributor.authorMelander, O
dc.contributor.authorMetspalu, A
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dc.contributor.authorMorris, AD
dc.contributor.authorMoura, FA
dc.contributor.authorNadler, JL
dc.contributor.authorNalls, MA
dc.contributor.authorNayak, U
dc.contributor.authorNtalla, I
dc.contributor.authorOkada, Y
dc.contributor.authorOrozco, L
dc.contributor.authorPatel, SR
dc.contributor.authorPatil, S
dc.contributor.authorPei, P
dc.contributor.authorPereira, MA
dc.contributor.authorPeters, A
dc.contributor.authorPirie, FJ
dc.contributor.authorPolikowsky, HG
dc.contributor.authorPorneala, B
dc.contributor.authorPrasad, G
dc.contributor.authorRasmussen-Torvik, LJ
dc.contributor.authorReiner, AP
dc.contributor.authorRoden, M
dc.contributor.authorRohde, R
dc.contributor.authorRoll, K
dc.contributor.authorSabanayagam, C
dc.contributor.authorSandow, K
dc.contributor.authorSankareswaran, A
dc.contributor.authorSattar, N
dc.contributor.authorSchönherr, S
dc.contributor.authorShahriar, M
dc.contributor.authorShen, B
dc.contributor.authorShi, J
dc.contributor.authorShin, DM
dc.contributor.authorShojima, N
dc.contributor.authorSmith, JA
dc.contributor.authorSo, WY
dc.contributor.authorStančáková, A
dc.contributor.authorSteinthorsdottir, V
dc.contributor.authorStilp, AM
dc.contributor.authorStrauch, K
dc.contributor.authorTaylor, KD
dc.contributor.authorThorand, B
dc.contributor.authorThorsteinsdottir, U
dc.contributor.authorTomlinson, B
dc.contributor.authorTran, TC
dc.contributor.authorTsai, F-J
dc.contributor.authorTuomilehto, J
dc.contributor.authorTusie-Luna, T
dc.contributor.authorUdler, MS
dc.contributor.authorValladares-Salgado, A
dc.contributor.authorvan Dam, RM
dc.contributor.authorvan Klinken, JB
dc.contributor.authorVarma, R
dc.contributor.authorWacher-Rodarte, N
dc.contributor.authorWheeler, E
dc.contributor.authorWickremasinghe, AR
dc.contributor.authorvan Dijk, KW
dc.contributor.authorWitte, DR
dc.contributor.authorYajnik, CS
dc.contributor.authorYamamoto, K
dc.contributor.authorYamamoto, K
dc.contributor.authorYoon, K
dc.contributor.authorYu, C
dc.contributor.authorYuan, J-M
dc.contributor.authorYusuf, S
dc.contributor.authorZawistowski, M
dc.contributor.authorZhang, L
dc.contributor.authorZheng, W
dc.contributor.authorVA Million Veteran Program
dc.contributor.authorRaffel, LJ
dc.contributor.authorIgase, M
dc.contributor.authorIpp, E
dc.contributor.authorRedline, S
dc.contributor.authorCho, YS
dc.contributor.authorLind, L
dc.contributor.authorProvince, MA
dc.contributor.authorFornage, M
dc.contributor.authorHanis, CL
dc.contributor.authorIngelsson, E
dc.contributor.authorZonderman, AB
dc.contributor.authorPsaty, BM
dc.contributor.authorWang, Y-X
dc.contributor.authorRotimi, CN
dc.contributor.authorBecker, DM
dc.contributor.authorMatsuda, F
dc.contributor.authorLiu, Y
dc.contributor.authorYokota, M
dc.contributor.authorKardia, SLR
dc.contributor.authorPeyser, PA
dc.contributor.authorPankow, JS
dc.contributor.authorEngert, JC
dc.contributor.authorBonnefond, A
dc.contributor.authorFroguel, P
dc.contributor.authorWilson, JG
dc.contributor.authorSheu, WHH
dc.contributor.authorWu, J-Y
dc.contributor.authorHayes, MG
dc.contributor.authorMa, RCW
dc.contributor.authorWong, T-Y
dc.contributor.authorMook-Kanamori, DO
dc.contributor.authorTuomi, T
dc.contributor.authorChandak, GR
dc.contributor.authorCollins, FS
dc.contributor.authorBharadwaj, D
dc.contributor.authorParé, G
dc.contributor.authorSale, MM
dc.contributor.authorAhsan, H
dc.contributor.authorMotala, AA
dc.contributor.authorShu, X-O
dc.contributor.authorPark, K-S
dc.contributor.authorJukema, JW
dc.contributor.authorCruz, M
dc.contributor.authorChen, Y-DI
dc.contributor.authorRich, SS
dc.contributor.authorMcKean-Cowdin, R
dc.contributor.authorGrallert, H
dc.contributor.authorCheng, C-Y
dc.contributor.authorGhanbari, M
dc.contributor.authorTai, E-S
dc.contributor.authorDupuis, J
dc.contributor.authorKato, N
dc.contributor.authorLaakso, M
dc.contributor.authorKöttgen, A
dc.contributor.authorKoh, W-P
dc.contributor.authorBowden, DW
dc.contributor.authorPalmer, CNA
dc.contributor.authorKooner, JS
dc.contributor.authorKooperberg, C
dc.contributor.authorLiu, S
dc.contributor.authorNorth, KE
dc.contributor.authorSaleheen, D
dc.contributor.authorHansen, T
dc.contributor.authorPedersen, O
dc.contributor.authorWareham, NJ
dc.contributor.authorLee, J
dc.contributor.authorKim, B-J
dc.contributor.authorMillwood, IY
dc.contributor.authorWalters, RG
dc.contributor.authorStefansson, K
dc.contributor.authorAhlqvist, E
dc.contributor.authorGoodarzi, MO
dc.contributor.authorMohlke, KL
dc.contributor.authorLangenberg, C
dc.contributor.authorHaiman, CA
dc.contributor.authorLoos, RJF
dc.contributor.authorFlorez, JC
dc.contributor.authorRader, DJ
dc.contributor.authorRitchie, MD
dc.contributor.authorZöllner, S
dc.contributor.authorMägi, R
dc.contributor.authorMarston, NA
dc.contributor.authorRuff, CT
dc.contributor.authorvan Heel, DA
dc.contributor.authorFiner, S
dc.contributor.authorDenny, JC
dc.contributor.authorYamauchi, T
dc.contributor.authorKadowaki, T
dc.contributor.authorChambers, JC
dc.contributor.authorNg, MCY
dc.contributor.authorSim, X
dc.contributor.authorBelow, JE
dc.contributor.authorTsao, PS
dc.contributor.authorChang, K-M
dc.contributor.authorMcCarthy, MI
dc.contributor.authorMeigs, JB
dc.contributor.authorMahajan, A
dc.contributor.authorSpracklen, CN
dc.contributor.authorMercader, JM
dc.contributor.authorBoehnke, M
dc.contributor.authorRotter, JI
dc.contributor.authorVujkovic, M
dc.contributor.authorVoight, BF
dc.contributor.authorMorris, AP
dc.contributor.authorZeggini, E
dc.date.accessioned2024-03-01T14:40:14Z
dc.date.available2024-01-03
dc.date.available2024-03-01T14:40:14Z
dc.date.issued2024-02-19
dc.identifier.urihttps://qmro.qmul.ac.uk/xmlui/handle/123456789/95027
dc.description.abstractType 2 diabetes (T2D) is a heterogeneous disease that develops through diverse pathophysiological processes1,2 and molecular mechanisms that are often specific to cell type3,4. Here, to characterize the genetic contribution to these processes across ancestry groups, we aggregate genome-wide association study data from 2,535,601 individuals (39.7% not of European ancestry), including 428,452 cases of T2D. We identify 1,289 independent association signals at genome-wide significance (P < 5 × 10-8) that map to 611 loci, of which 145 loci are, to our knowledge, previously unreported. We define eight non-overlapping clusters of T2D signals that are characterized by distinct profiles of cardiometabolic trait associations. These clusters are differentially enriched for cell-type-specific regions of open chromatin, including pancreatic islets, adipocytes, endothelial cells and enteroendocrine cells. We build cluster-specific partitioned polygenic scores5 in a further 279,552 individuals of diverse ancestry, including 30,288 cases of T2D, and test their association with T2D-related vascular outcomes. Cluster-specific partitioned polygenic scores are associated with coronary artery disease, peripheral artery disease and end-stage diabetic nephropathy across ancestry groups, highlighting the importance of obesity-related processes in the development of vascular outcomes. Our findings show the value of integrating multi-ancestry genome-wide association study data with single-cell epigenomics to disentangle the aetiological heterogeneity that drives the development and progression of T2D. This might offer a route to optimize global access to genetically informed diabetes care.en_US
dc.languageeng
dc.publisherNature Researchen_US
dc.relation.ispartofNature
dc.rightsThis item is distributed under the terms of the Creative Commons Attribution 3.0 Unported 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.
dc.titleGenetic drivers of heterogeneity in type 2 diabetes pathophysiology.en_US
dc.typeArticleen_US
dc.rights.holder© 2024, the Author(s). Published by Nature Research
dc.identifier.doi10.1038/s41586-024-07019-6
pubs.author-urlhttps://www.ncbi.nlm.nih.gov/pubmed/38374256en_US
pubs.notesNot knownen_US
pubs.publication-statusPublished onlineen_US
dcterms.dateAccepted2024-01-03
rioxxterms.funderDefault funderen_US
rioxxterms.identifier.projectDefault projecten_US


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