Publication:
Genetic drivers of heterogeneity in type 2 diabetes pathophysiology

dc.contributor.authorSuzuki, Ken
dc.contributor.authorHatzikotoulas, Konstantinos
dc.contributor.authorSoutham, Lorraine
dc.contributor.authorTaylor, Henry J
dc.contributor.authorYin, Xianyong
dc.contributor.authorLorenz, Kim M
dc.contributor.authorMandla, Ravi
dc.contributor.authorHuerta-Chagoya, Alicia
dc.contributor.authorMelloni, Giorgio E M
dc.contributor.authorKanoni, Stavroula
dc.contributor.authorRayner, Nigel W
dc.contributor.authorBocher, Ozvan
dc.contributor.authorArruda, Ana Luiza
dc.contributor.authorSonehara, Kyuto
dc.contributor.authorNamba, Shinichi
dc.contributor.authorLee, Simon S K
dc.contributor.authorPreuss, Michael H
dc.contributor.authorPetty, Lauren E
dc.contributor.authorSchroeder, Philip
dc.contributor.authorVanderwerff, Brett
dc.contributor.authorKals, Mart
dc.contributor.authorBragg, Fiona
dc.contributor.authorLin, Kuang
dc.contributor.authorGuo, Xiuqing
dc.contributor.authorZhang, Weihua
dc.contributor.authorYao, Jie
dc.contributor.authorKim, Young Jin
dc.contributor.authorGraff, Mariaelisa
dc.contributor.authorTakeuchi, Fumihiko
dc.contributor.authorNano, Jana
dc.contributor.authorLamri, Amel
dc.contributor.authorNakatochi, Masahiro
dc.contributor.authorMoon, Sanghoon
dc.contributor.authorScott, Robert A
dc.contributor.authorCook, James P
dc.contributor.authorLee, Jung-Jin
dc.contributor.authorPan, Ian
dc.contributor.authorTaliun, Daniel
dc.contributor.authorParra, Esteban J
dc.contributor.authorChai, Jin-Fang
dc.contributor.authorBielak, Lawrence F
dc.contributor.authorTabara, Yasuharu
dc.contributor.authorHai, Yang
dc.contributor.authorThorleifsson, Gudmar
dc.contributor.authorGrarup, Niels
dc.contributor.authorSofer, Tamar
dc.contributor.authorWuttke, Matthias
dc.contributor.authorSarnowski, Chloé
dc.contributor.authorGieger, Christian
dc.contributor.authorNousome, Darryl
dc.contributor.authorTrompet, Stella
dc.contributor.authorKwak, Soo-Heon
dc.contributor.authorLong, Jirong
dc.contributor.authorSun, Meng
dc.contributor.authorTong, Lin
dc.contributor.authorChen, Wei-Min
dc.contributor.authorNongmaithem, Suraj S
dc.contributor.authorNoordam, Raymond
dc.contributor.authorLim, Victor J Y
dc.contributor.authorTam, Claudia H T
dc.contributor.authorJoo, Yoonjung Yoonie
dc.contributor.authorChen, Chien-Hsiun
dc.contributor.authorRaffield, Laura M
dc.contributor.authorPrins, Bram Peter
dc.contributor.authorNicolas, Aude
dc.contributor.authorYanek, Lisa R
dc.contributor.authorChen, Guanjie
dc.contributor.authorBrody, Jennifer A
dc.contributor.authorKabagambe, Edmond
dc.contributor.authorAn, Ping
dc.contributor.authorXiang, Anny H
dc.contributor.authorChoi, Hyeok Sun
dc.contributor.authorCade, Brian E
dc.contributor.authorTan, Jingyi
dc.contributor.authorBroadaway, K Alaine
dc.contributor.authorWilliamson, Alice
dc.contributor.authorKamali, Zoha
dc.contributor.authorCui, Jinrui
dc.contributor.authorThangam, Manonanthini
dc.contributor.authorAdair, Linda S
dc.contributor.authorAdeyemo, Adebowale
dc.contributor.authorAguilar-Salinas, Carlos A
dc.contributor.authorAhluwalia, Tarunveer S
dc.contributor.authorAnand, Sonia S
dc.contributor.authorBertoni, Alain
dc.contributor.authorBork-Jensen, Jette
dc.contributor.authorBrandslund, Ivan
dc.contributor.authorBuchanan, Thomas A
dc.contributor.authorBurant, Charles F
dc.contributor.authorButterworth, Adam S
dc.contributor.authorCanouil, Mickaël
dc.contributor.authorChan, Juliana C N
dc.contributor.authorChang, Li-Ching
dc.contributor.authorChee, Miao-Li
dc.contributor.authorChen, Ji
dc.contributor.authorChen, Shyh-Huei
dc.contributor.authorChen, Yuan-Tsong
dc.contributor.authorChen, Zhengming
dc.contributor.authorChuang, Lee-Ming
dc.contributor.authorCushman, Mary
dc.contributor.authorDanesh, John
dc.contributor.authorDas, Swapan K
dc.contributor.authorde Silva, H Janaka
dc.contributor.authorDedoussis, George
dc.contributor.authorDimitrov, Latchezar
dc.contributor.authorDoumatey, Ayo P
dc.contributor.authorDu, Shufa
dc.contributor.authorDuan, Qing
dc.contributor.authorEckardt, Kai-Uwe
dc.contributor.authorEmery, Leslie S
dc.contributor.authorEvans, Daniel S
dc.contributor.authorEvans, Michele K
dc.contributor.authorFischer, Krista
dc.contributor.authorFloyd, James S
dc.contributor.authorFord, Ian
dc.contributor.authorFranco, Oscar H
dc.contributor.authorFrayling, Timothy M
dc.contributor.authorFreedman, Barry I
dc.contributor.authorGenter, Pauline
dc.contributor.authorGerstein, Hertzel C
dc.contributor.authorGiedraitis, Vilmantas
dc.contributor.authorGonzález-Villalpando, Clicerio
dc.contributor.authorGonzález-Villalpando, Maria Elena
dc.contributor.authorGordon-Larsen, Penny
dc.contributor.authorGross, Myron
dc.contributor.authorGuare, Lindsay A
dc.contributor.authorHackinger, Sophie
dc.contributor.authorHakaste, Liisa
dc.contributor.authorHan, Sohee
dc.contributor.authorHattersley, Andrew T
dc.contributor.authorHerder, Christian
dc.contributor.authorHorikoshi, Momoko
dc.contributor.authorHoward, Annie-Green
dc.contributor.authorHsueh, Willa
dc.contributor.authorHuang, Mengna
dc.contributor.authorHuang, Wei
dc.contributor.authorHung, Yi-Jen
dc.contributor.authorHwang, Mi Yeong
dc.contributor.authorHwu, Chii-Min
dc.contributor.authorIchihara, Sahoko
dc.contributor.authorIkram, Mohammad Arfan
dc.contributor.authorIngelsson, Martin
dc.contributor.authorIslam, Md Tariqul
dc.contributor.authorIsono, Masato
dc.contributor.authorJang, Hye-Mi
dc.contributor.authorJasmine, Farzana
dc.contributor.authorJiang, Guozhi
dc.contributor.authorJonas, Jost B
dc.contributor.authorJørgensen, Torben
dc.contributor.authorKamanu, Frederick K
dc.contributor.authorKandeel, Fouad R
dc.contributor.authorKasturiratne, Anuradhani
dc.contributor.authorKatsuya, Tomohiro
dc.contributor.authorKaur, Varinderpal
dc.contributor.authorKawaguchi, Takahisa
dc.contributor.authorKeaton, Jacob M
dc.contributor.authorKho, Abel N
dc.contributor.authorKhor, Chiea-Chuen
dc.contributor.authorKibriya, Muhammad G
dc.contributor.authorKim, Duk-Hwan
dc.contributor.authorKronenberg, Florian
dc.contributor.authorKuusisto, Johanna
dc.contributor.authorLäll, Kristi
dc.contributor.authorLange, Leslie A
dc.contributor.authorLee, Kyung Min
dc.contributor.authorLee, Myung-Shik
dc.contributor.authorLee, Nanette R
dc.contributor.authorLeong, Aaron
dc.contributor.authorLi, Liming
dc.contributor.authorLi, Yun
dc.contributor.authorLi-Gao, Ruifang
dc.contributor.authorLigthart, Symen
dc.contributor.authorLindgren, Cecilia M
dc.contributor.authorLinneberg, Allan
dc.contributor.authorLiu, Ching-Ti
dc.contributor.authorLiu, Jianjun
dc.contributor.authorLocke, Adam E
dc.contributor.authorLouie, Tin
dc.contributor.authorLuan, Jian'an
dc.contributor.authorLuk, Andrea O
dc.contributor.authorLuo, Xi
dc.contributor.authorLv, Jun
dc.contributor.authorLynch, Julie A
dc.contributor.authorLyssenko, Valeriya
dc.contributor.authorMaeda, Shiro
dc.contributor.authorMamakou, Vasiliki
dc.contributor.authorMansuri, Sohail Rafik
dc.contributor.authorMatsuda, Koichi
dc.contributor.authorMeitinger, Thomas
dc.contributor.authorMelander, Olle
dc.contributor.authorMetspalu, Andres
dc.contributor.authorMo, Huan
dc.contributor.authorMorris, Andrew D
dc.contributor.authorMoura, Filipe A
dc.contributor.authorNadler, Jerry L
dc.contributor.authorNalls, Michael A
dc.contributor.authorNayak, Uma
dc.contributor.authorNtalla, Ioanna
dc.contributor.authorOkada, Yukinori
dc.contributor.authorOrozco, Lorena
dc.contributor.authorPatel, Sanjay R
dc.contributor.authorPatil, Snehal
dc.contributor.authorPei, Pei
dc.contributor.authorPereira, Mark A
dc.contributor.authorPeters, Annette
dc.contributor.authorPirie, Fraser J
dc.contributor.authorPolikowsky, Hannah G
dc.contributor.authorPorneala, Bianca
dc.contributor.authorPrasad, Gauri
dc.contributor.authorRasmussen-Torvik, Laura J
dc.contributor.authorReiner, Alexander P
dc.contributor.authorRoden, Michael
dc.contributor.authorRohde, Rebecca
dc.contributor.authorRoll, Katheryn
dc.contributor.authorSabanayagam, Charumathi
dc.contributor.authorSandow, Kevin
dc.contributor.authorSankareswaran, Alagu
dc.contributor.authorSattar, Naveed
dc.contributor.authorSchönherr, Sebastian
dc.contributor.authorShahriar, Mohammad
dc.contributor.authorShen, Botong
dc.contributor.authorShi, Jinxiu
dc.contributor.authorShin, Dong Mun
dc.contributor.authorShojima, Nobuhiro
dc.contributor.authorSmith, Jennifer A
dc.contributor.authorSo, Wing Yee
dc.contributor.authorStančáková, Alena
dc.contributor.authorSteinthorsdottir, Valgerdur
dc.contributor.authorStilp, Adrienne M
dc.contributor.authorStrauch, Konstantin
dc.contributor.authorTaylor, Kent D
dc.contributor.authorThorand, Barbara
dc.contributor.authorThorsteinsdottir, Unnur
dc.contributor.authorTomlinson, Brian
dc.contributor.authorTran, Tam C
dc.contributor.authorTsai, Fuu-Jen
dc.contributor.authorTuomilehto, Jaakko
dc.contributor.authorTusié-Luna, Teresa
dc.contributor.authorUdler, Miriam S
dc.contributor.authorValladares-Salgado, Adan
dc.contributor.authorvan Dam, Rob M
dc.contributor.authorvan Klinken, Jan B
dc.contributor.authorVarma, Rohit
dc.contributor.authorWacher-Rodarte, Niels
dc.contributor.authorWheeler, Eleanor
dc.contributor.authorWickremasinghe, Ananda R
dc.contributor.authorvan Dijk, Ko Willems
dc.contributor.authorWitte, Daniel R
dc.contributor.authorYajnik, Chittaranjan S
dc.contributor.authorYamamoto, Ken
dc.contributor.authorYamamoto, Kenichi
dc.contributor.authorYoon, Kyungheon
dc.contributor.authorYu, Canqing
dc.contributor.authorYuan, Jian-Min
dc.contributor.authorYusuf, Salim
dc.contributor.authorZawistowski, Matthew
dc.contributor.authorZhang, Liang
dc.contributor.authorZheng, Wei
dc.contributor.authorRaffel, Leslie J
dc.contributor.authorIgase, Michiya
dc.contributor.authorIpp, Eli
dc.contributor.authorRedline, Susan
dc.contributor.authorCho, Yoon Shin
dc.contributor.authorLind, Lars
dc.contributor.authorProvince, Michael A
dc.contributor.authorFornage, Myriam
dc.contributor.authorHanis, Craig L
dc.contributor.authorIngelsson, Erik
dc.contributor.authorZonderman, Alan B
dc.contributor.authorPsaty, Bruce M
dc.contributor.authorWang, Ya-Xing
dc.contributor.authorRotimi, Charles N
dc.contributor.authorBecker, Diane M
dc.contributor.authorMatsuda, Fumihiko
dc.contributor.authorLiu, Yongmei
dc.contributor.authorYokota, Mitsuhiro
dc.contributor.authorKardia, Sharon L R
dc.contributor.authorPeyser, Patricia A
dc.contributor.authorPankow, James S
dc.contributor.authorEngert, James C
dc.contributor.authorBonnefond, Amélie
dc.contributor.authorFroguel, Philippe
dc.contributor.authorWilson, James G
dc.contributor.authorSheu, Wayne H H
dc.contributor.authorWu, Jer-Yuarn
dc.contributor.authorHayes, M Geoffrey
dc.contributor.authorMa, Ronald C W
dc.contributor.authorWong, Tien-Yin
dc.contributor.authorMook-Kanamori, Dennis O
dc.contributor.authorTuomi, Tiinamaija
dc.contributor.authorChandak, Giriraj R
dc.contributor.authorCollins, Francis S
dc.contributor.authorBharadwaj, Dwaipayan
dc.contributor.authorParé, Guillaume
dc.contributor.authorSale, Michèle M
dc.contributor.authorAhsan, Habibul
dc.contributor.authorMotala, Ayesha A
dc.contributor.authorShu, Xiao-Ou
dc.contributor.authorPark, Kyong-Soo
dc.contributor.authorJukema, J Wouter
dc.contributor.authorCruz, Miguel
dc.contributor.authorChen, Yii-Der Ida
dc.contributor.authorRich, Stephen S
dc.contributor.authorMcKean-Cowdin, Roberta
dc.contributor.authorGrallert, Harald
dc.contributor.authorCheng, Ching-Yu
dc.contributor.authorGhanbari, Mohsen
dc.contributor.authorTai, E-Shyong
dc.contributor.authorDupuis, Josée
dc.contributor.authorKato, Norihiro
dc.contributor.authorLaakso, Markku
dc.contributor.authorKöttgen, Anna
dc.contributor.authorKoh, Woon-Puay
dc.contributor.authorBowden, Donald W
dc.contributor.authorPalmer, Colin N A
dc.contributor.authorKooner, Jaspal S
dc.contributor.authorKooperberg, Charles
dc.contributor.authorLiu, Simin
dc.contributor.authorNorth, Kari E
dc.contributor.authorSaleheen, Danish
dc.contributor.authorHansen, Torben
dc.contributor.authorPedersen, Oluf
dc.contributor.authorWareham, Nicholas J
dc.contributor.authorLee, Juyoung
dc.contributor.authorKim, Bong-Jo
dc.contributor.authorMillwood, Iona Y
dc.contributor.authorWalters, Robin G
dc.contributor.authorStefansson, Kari
dc.contributor.authorAhlqvist, Emma
dc.contributor.authorGoodarzi, Mark O
dc.contributor.authorMohlke, Karen L
dc.contributor.authorLangenberg, Claudia
dc.contributor.authorHaiman, Christopher A
dc.contributor.authorLoos, Ruth J F
dc.contributor.authorFlorez, Jose C
dc.contributor.authorRader, Daniel J
dc.contributor.authorRitchie, Marylyn D
dc.contributor.authorZöllner, Sebastian
dc.contributor.authorMägi, Reedik
dc.contributor.authorMarston, Nicholas A
dc.contributor.authorRuff, Christian T
dc.contributor.authorvan Heel, David A
dc.contributor.authorFiner, Sarah
dc.contributor.authorDenny, Joshua C
dc.contributor.authorYamauchi, Toshimasa
dc.contributor.authorKadowaki, Takashi
dc.contributor.authorChambers, John C
dc.contributor.authorNg, Maggie C Y
dc.contributor.authorSim, Xueling
dc.contributor.authorBelow, Jennifer E
dc.contributor.authorTsao, Philip S
dc.contributor.authorChang, Kyong-Mi
dc.contributor.authorMcCarthy, Mark I
dc.contributor.authorMeigs, James B
dc.contributor.authorMahajan, Anubha
dc.contributor.authorSpracklen, Cassandra N
dc.contributor.authorMercader, Josep M
dc.contributor.authorBoehnke, Michael
dc.contributor.authorRotter, Jerome I
dc.contributor.authorVujkovic, Marijana
dc.contributor.authorVoight, Benjamin F
dc.contributor.authorMorris, Andrew P
dc.contributor.authorZeggini, Eleftheria
dc.date.accessioned2024-03-22T13:54:19Z
dc.date.available2024-03-22T13:54:19Z
dc.date.issued2024-03
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.es_ES
dc.description.peerreviewedes_ES
dc.format.number8003es_ES
dc.format.page347-357es_ES
dc.format.volume627es_ES
dc.identifier.citationNature. 2024 Mar;627(8003):347-357.es_ES
dc.identifier.doi10.1038/s41586-024-07019-6es_ES
dc.identifier.e-issn1476-4687es_ES
dc.identifier.journalNaturees_ES
dc.identifier.pubmedID38374256es_ES
dc.identifier.urihttp://hdl.handle.net/20.500.12105/19067
dc.language.isoenges_ES
dc.publisherNature Publishing Group
dc.relation.publisherversionhttps://doi.org/10.1038/s41586-024-07019-6es_ES
dc.repisalud.centroISCIII::Escuela Nacional de Sanidades_ES
dc.repisalud.institucionISCIIIes_ES
dc.rights.accessRightsopen accesses_ES
dc.rights.licenseAtribución 4.0 Internacional*
dc.rights.urihttp://creativecommons.org/licenses/by/4.0/*
dc.subject.meshDiabetes Mellitus, Type 2es_ES
dc.subject.meshIslets of Langerhanses_ES
dc.subject.meshHumanses_ES
dc.subject.meshGenome-Wide Association Studyes_ES
dc.subject.meshEndothelial Cellses_ES
dc.subject.meshGenetic Predisposition to Diseasees_ES
dc.subject.meshPolymorphism, Single Nucleotidees_ES
dc.titleGenetic drivers of heterogeneity in type 2 diabetes pathophysiologyes_ES
dc.typeresearch articlees_ES
dc.type.hasVersionVoRes_ES
dspace.entity.typePublication
relation.isAuthorOfPublication8614afba-0669-4498-a745-46101e17f29d
relation.isAuthorOfPublication.latestForDiscovery8614afba-0669-4498-a745-46101e17f29d
relation.isPublisherOfPublication301fb00e-338e-4f8c-beaa-f9d8f4fefcc0
relation.isPublisherOfPublication.latestForDiscovery301fb00e-338e-4f8c-beaa-f9d8f4fefcc0

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