학술논문

Genetic drivers of heterogeneity in type 2 diabetes pathophysiology
Document Type
Original Paper
Author
Suzuki, KenHatzikotoulas, KonstantinosSoutham, LorraineTaylor, Henry J.Yin, XianyongLorenz, Kim M.Mandla, RaviHuerta-Chagoya, AliciaMelloni, Giorgio E. M.Kanoni, StavroulaRayner, Nigel W.Bocher, OzvanArruda, Ana LuizaSonehara, KyutoNamba, ShinichiLee, Simon S. K.Preuss, Michael H.Petty, Lauren E.Schroeder, PhilipVanderwerff, BrettKals, MartBragg, FionaLin, KuangGuo, XiuqingZhang, WeihuaYao, JieKim, Young JinGraff, MariaelisaTakeuchi, FumihikoNano, JanaLamri, AmelNakatochi, MasahiroMoon, SanghoonScott, Robert A.Cook, James P.Lee, Jung-JinPan, IanTaliun, DanielParra, Esteban J.Chai, Jin-FangBielak, Lawrence F.Tabara, YasuharuHai, YangThorleifsson, GudmarGrarup, NielsSofer, TamarWuttke, MatthiasSarnowski, ChloéGieger, ChristianNousome, DarrylTrompet, StellaKwak, Soo-HeonLong, JirongSun, MengTong, LinChen, Wei-MinNongmaithem, Suraj S.Noordam, RaymondLim, Victor J. Y.Tam, Claudia H. T.Joo, Yoonjung YoonieChen, Chien-HsiunRaffield, Laura M.Prins, Bram PeterNicolas, AudeYanek, Lisa R.Chen, GuanjieBrody, Jennifer A.Kabagambe, EdmondAn, PingXiang, Anny H.Choi, Hyeok SunCade, Brian E.Tan, JingyiBroadaway, K. AlaineWilliamson, AliceKamali, ZohaCui, JinruiThangam, ManonanthiniAdair, Linda S.Adeyemo, AdebowaleAguilar-Salinas, Carlos A.Ahluwalia, Tarunveer S.Anand, Sonia S.Bertoni, AlainBork-Jensen, JetteBrandslund, IvanBuchanan, Thomas A.Burant, Charles F.Butterworth, Adam S.Canouil, MickaëlChan, Juliana C. N.Chang, Li-ChingChee, Miao-LiChen, JiChen, Shyh-HueiChen, Yuan-TsongChen, ZhengmingChuang, Lee-MingCushman, MaryDanesh, JohnDas, Swapan K.de Silva, H. JanakaDedoussis, GeorgeDimitrov, LatchezarDoumatey, Ayo P.Du, ShufaDuan, QingEckardt, Kai-UweEmery, Leslie S.Evans, Daniel S.Evans, Michele K.Fischer, KristaFloyd, James S.Ford, IanFranco, Oscar H.Frayling, Timothy M.Freedman, Barry I.Genter, PaulineGerstein, Hertzel C.Giedraitis, VilmantasGonzález-Villalpando, ClicerioGonzález-Villalpando, Maria ElenaGordon-Larsen, PennyGross, MyronGuare, Lindsay A.Hackinger, SophieHakaste, LiisaHan, SoheeHattersley, Andrew T.Herder, ChristianHorikoshi, MomokoHoward, Annie-GreenHsueh, WillaHuang, MengnaHuang, WeiHung, Yi-JenHwang, Mi YeongHwu, Chii-MinIchihara, SahokoIkram, Mohammad ArfanIngelsson, MartinIslam, Md. TariqulIsono, MasatoJang, Hye-MiJasmine, FarzanaJiang, GuozhiJonas, Jost B.Jørgensen, TorbenKamanu, Frederick K.Kandeel, Fouad R.Kasturiratne, AnuradhaniKatsuya, TomohiroKaur, VarinderpalKawaguchi, TakahisaKeaton, Jacob M.Kho, Abel N.Khor, Chiea-ChuenKibriya, Muhammad G.Kim, Duk-HwanKronenberg, FlorianKuusisto, JohannaLäll, KristiLange, Leslie A.Lee, Kyung MinLee, Myung-ShikLee, Nanette R.Leong, AaronLi, LimingLi, YunLi-Gao, RuifangLigthart, SymenLindgren, Cecilia M.Linneberg, AllanLiu, Ching-TiLiu, JianjunLocke, Adam E.Louie, TinLuan, Jian’anLuk, Andrea O.Luo, XiLv, JunLynch, Julie A.Lyssenko, ValeriyaMaeda, ShiroMamakou, VasilikiMansuri, Sohail RafikMatsuda, KoichiMeitinger, ThomasMelander, OlleMetspalu, AndresMo, HuanMorris, Andrew D.Moura, Filipe A.Nadler, Jerry L.Nalls, Michael A.Nayak, UmaNtalla, IoannaOkada, YukinoriOrozco, LorenaPatel, Sanjay R.Patil, SnehalPei, PeiPereira, Mark A.Peters, AnnettePirie, Fraser J.Polikowsky, Hannah G.Porneala, BiancaPrasad, GauriRasmussen-Torvik, Laura J.Reiner, Alexander P.Roden, MichaelRohde, RebeccaRoll, KatherynSabanayagam, CharumathiSandow, KevinSankareswaran, AlaguSattar, NaveedSchönherr, SebastianShahriar, MohammadShen, BotongShi, JinxiuShin, Dong MunShojima, NobuhiroSmith, Jennifer A.So, Wing YeeStančáková, AlenaSteinthorsdottir, ValgerdurStilp, Adrienne M.Strauch, KonstantinTaylor, Kent D.Thorand, BarbaraThorsteinsdottir, UnnurTomlinson, BrianTran, Tam C.Tsai, Fuu-JenTuomilehto, JaakkoTusie-Luna, TeresaUdler, Miriam S.Valladares-Salgado, Adanvan Dam, Rob M.van Klinken, Jan B.Varma, RohitWacher-Rodarte, NielsWheeler, EleanorWickremasinghe, Ananda R.van Dijk, Ko WillemsWitte, Daniel R.Yajnik, Chittaranjan S.Yamamoto, KenYamamoto, KenichiYoon, KyungheonYu, CanqingYuan, Jian-MinYusuf, SalimZawistowski, MatthewZhang, LiangZheng, WeiRaffel, Leslie J.Igase, MichiyaIpp, EliRedline, SusanCho, Yoon ShinLind, LarsProvince, Michael A.Fornage, MyriamHanis, Craig L.Ingelsson, ErikZonderman, Alan B.Psaty, Bruce M.Wang, Ya-XingRotimi, Charles N.Becker, Diane M.Matsuda, FumihikoLiu, YongmeiYokota, MitsuhiroKardia, Sharon L. R.Peyser, Patricia A.Pankow, James S.Engert, James C.Bonnefond, AmélieFroguel, PhilippeWilson, James G.Sheu, Wayne H. H.Wu, Jer-YuarnHayes, M. GeoffreyMa, Ronald C. W.Wong, Tien-YinMook-Kanamori, Dennis O.Tuomi, TiinamaijaChandak, Giriraj R.Collins, Francis S.Bharadwaj, DwaipayanParé, GuillaumeSale, Michèle M.Ahsan, HabibulMotala, Ayesha A.Shu, Xiao-OuPark, Kyong-SooJukema, J. WouterCruz, MiguelChen, Yii-Der IdaRich, Stephen S.McKean-Cowdin, RobertaGrallert, HaraldCheng, Ching-YuGhanbari, MohsenTai, E-ShyongDupuis, JoseeKato, NorihiroLaakso, MarkkuKöttgen, AnnaKoh, Woon-PuayBowden, Donald W.Palmer, Colin N. A.Kooner, Jaspal S.Kooperberg, CharlesLiu, SiminNorth, Kari E.Saleheen, DanishHansen, TorbenPedersen, OlufWareham, Nicholas J.Lee, JuyoungKim, Bong-JoMillwood, Iona Y.Walters, Robin G.Stefansson, KariAhlqvist, EmmaGoodarzi, Mark O.Mohlke, Karen L.Langenberg, ClaudiaHaiman, Christopher A.Loos, Ruth J. F.Florez, Jose C.Rader, Daniel J.Ritchie, Marylyn D.Zöllner, SebastianMägi, ReedikMarston, Nicholas A.Ruff, Christian T.van Heel, David A.Finer, SarahDenny, Joshua C.Yamauchi, ToshimasaKadowaki, TakashiChambers, John C.Ng, Maggie C. Y.Sim, XuelingBelow, Jennifer E.Tsao, Philip S.Chang, Kyong-MiMcCarthy, Mark I.Meigs, James B.Mahajan, AnubhaSpracklen, Cassandra N.Mercader, Josep M.Boehnke, MichaelRotter, Jerome I.Vujkovic, MarijanaVoight, Benjamin F.Morris, Andrew P.Zeggini, Eleftheria
Source
Nature: International weekly journal of science. 627(8003):347-357
Subject
Language
English
ISSN
0028-0836
1476-4687
Abstract
Type 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.
A meta-analysis of genome-wide association studies of type 2 diabetes (T2D) identifies more than 600 T2D-associated loci; integrating physiological trait and single-cell chromatin accessibility data at these loci sheds light on heterogeneity within the T2D phenotype.