Genetic drivers of heterogeneity in type 2 diabetes pathophysiology

Ken Suzuki(University of Manchester), Konstantinos Hatzikotoulas(Helmholtz Zentrum München), Lorraine Southam(Helmholtz Zentrum München), Henry J. Taylor(National Institutes of Health), Xianyong Yin(University of Michigan), Kimberly Lorenz(Translational Therapeutics (United States)), Ravi Mandla(Broad Institute), Alicia Huerta‐Chagoya(Broad Institute), Giorgio Melloni(Brigham and Women's Hospital), Stavroula Kanoni(Queen Mary University of London), Nigel W. Rayner(Helmholtz Zentrum München), Ozvan Bocher(Helmholtz Zentrum München), Ana Luiza Arruda(Helmholtz Zentrum München), Kyuto Sonehara(RIKEN Center for Integrative Medical Sciences), Shinichi Namba(The University of Osaka), Simon Lee(Icahn School of Medicine at Mount Sinai), Michael Preuß(Icahn School of Medicine at Mount Sinai), Lauren E. Petty(Vanderbilt University Medical Center), Philip Schroeder(Broad Institute), Brett Vanderwerff(University of Michigan), Mart Kals(University of Tartu), Fiona Bragg(University of Oxford), Kuang Lin(University of Oxford), Xiuqing Guo(UCLA Medical Center), Weihua Zhang(Ealing Hospital), Jie Yao(UCLA Medical Center), Young Jin Kim(Korea National Institute of Health), Mariaelisa Graff(University of North Carolina at Chapel Hill), Fumihiko Takeuchi(National Center for Global Health and Medicine), Jana Nano(Helmholtz Zentrum München), Amel Lamri(Population Health Research Institute), Masahiro Nakatochi(Nagoya University), Sanghoon Moon(Korea National Institute of Health), Robert A. Scott(University of Cambridge), James P. Cook(University of Liverpool), Jung‐Jin Lee(Korea National Institute of Health), Ian Pan(Brown University), Daniel Taliun(University of Michigan), Esteban J. Parra(University of Toronto), Jin Fang Chai(National University of Singapore), Lawrence F. Bielak(University of Michigan), Yasuharu Tabara(Kyoto University), Yang Hai(UCLA Medical Center), Guðmar Þorleifsson(deCODE Genetics (Iceland)), Niels Grarup(University of Copenhagen), Tamar Sofer(Brigham and Women's Hospital), Matthias Wuttke(University of Freiburg), Chloé Sarnowski(The University of Texas Health Science Center at Houston), Christian Gieger(Helmholtz Zentrum München), Darryl Nousome(Keck Hospital of USC), Stella Trompet(Leiden University Medical Center), Soo‐Heon Kwak(Seoul National University Hospital), Jirong Long(Vanderbilt University Medical Center), Meng Sun(University of Oxford), Tong Lin(Chicago Department of Public Health), Wei‐Min Chen(University of Virginia), Suraj S. Nongmaithem(Centre for Cellular and Molecular Biology), Raymond Noordam(Leiden University Medical Center), Victor Lim(National University of Singapore), Claudia H.T. Tam(Chinese University of Hong Kong), Yoonjung Yoonie Joo(Northwestern University), Chien-Hsiun Chen(Institute of Biomedical Sciences, Academia Sinica), Laura M. Raffield(University of North Carolina at Chapel Hill), Bram P. Prins(Wellcome Sanger Institute), Aude Nicolas(National Institutes of Health), Lisa R. Yanek(Johns Hopkins University), Guanjie Chen(National Institutes of Health), Jennifer A. Brody(University of Washington), Edmond K. Kabagambe(Ochsner Health System), Ping An, Anny H. Xiang(Kaiser Permanente), Hyeok Sun Choi(Hallym University), Brian E. Cade(Brigham and Women's Hospital), Jingyi Tan(UCLA Medical Center), K. Alaine Broadaway(University of North Carolina at Chapel Hill), Alice Williamson(University of Cambridge), Zoha Kamali(Isfahan University of Medical Sciences), Jinrui Cui(Cedars-Sinai Medical Center), Manonanthini Thangam(Lund University), Linda S. Adair(University of North Carolina at Chapel Hill), Adebowale Adeyemo(National Institutes of Health), Carlos A. Aguilar‐Salinas(Instituto Nacional de Ciencias Médicas y Nutrición Salvador Zubirán), Tarunveer S. Ahluwalia(University of Copenhagen), Sonia S. Anand(Population Health Research Institute), Alain G. Bertoni(Wake Forest University), Jette Bork‐Jensen(University of Copenhagen), Ivan Brandslund(University of Southern Denmark), Thomas A. Buchanan(Keck Hospital of USC), Charles Burant(University of Michigan), Adam S. Butterworth(University of Cambridge), Mickaël Canouil(Centre National de la Recherche Scientifique), Juliana C.N. Chan(Chinese University of Hong Kong), Li-Ching Chang(Institute of Biomedical Sciences, Academia Sinica), Miao-Li Chee(Singapore National Eye Center), Chen Ji(National Institutes of Health), Shyh‐Huei Chen(Wake Forest University), Yuan‐Tsong Chen(UCLA Medical Center), Zhengming Chen(University of Oxford), Lee‐Ming Chuang(National Taiwan University), Mary Cushman(University of Vermont), John Danesh(University of Cambridge), Swapan K. Das(Wake Forest University), H. Janaka de Silva(University of Kelaniya), George Dedoussis(Harokopio University of Athens), Latchezar Dimitrov(Wake Forest University), Ayo P. Doumatey(National Institutes of Health), Shufa Du(University of North Carolina at Chapel Hill), Qing Duan(University of North Carolina at Chapel Hill), Kai‐Uwe Eckardt(Friedrich-Alexander-Universität Erlangen-Nürnberg), Leslie S. Emery(University of Washington), Daniel S. Evans(California Pacific Medical Center), Michele K. Evans(National Institutes of Health), Krista Fischer(University of Tartu), James S. Floyd(University of Washington), Ian Ford(University of Glasgow), Oscar H. Franco(Erasmus MC), Timothy M. Frayling(University of Exeter), Barry I. Freedman(Wake Forest University), Pauline Genter(UCLA Medical Center), Hertzel C. Gerstein(Population Health Research Institute), Vilmantas Giedraitis(Uppsala University), Clicerio González‐Villalpando(Instituto Nacional de Salud Pública), María Elena González-Villalpando(Instituto Nacional de Salud Pública), Penny Gordon‐Larsen(University of North Carolina at Chapel Hill), Myron D. Gross(University of Minnesota), Lindsay Guare(University of Pennsylvania), Sophie Hackinger(Wellcome Sanger Institute), Liisa Hakaste(University of Helsinki), Sohee Han(Korea National Institute of Health), Andrew T. Hattersley(University of Exeter), Christian Herder(Düsseldorf University Hospital), Momoko Horikoshi(RIKEN Center for Integrative Medical Sciences), Annie-Green Howard(University of North Carolina at Chapel Hill), Willa A. Hsueh(The Ohio State University Wexner Medical Center), Mengna Huang(Brown University), Wei Huang, Yi‐Jen Hung(Tri-Service General Hospital Songshan Branch), Mi Yeong Hwang(Korea National Institute of Health), Chii‐Min Hwu(National Yang Ming Chiao Tung University), Sahoko Ichihara(Jichi Medical University), M. Arfan Ikram(Erasmus MC), Martin Ingelsson(Uppsala University), Md. Tariqul Islam(University of Chicago Research Bangladesh), Masato Isono(National Center for Global Health and Medicine), Hye-Mi Jang(Korea National Institute of Health), Farzana Jasmine(Chicago Department of Public Health), Guozhi Jiang(Chinese University of Hong Kong), Jost B. Jonas(Institute of Molecular and Clinical Ophthalmology Basel), Torben Jørgensen(University of Copenhagen), Frederick Kamanu(Brigham and Women's Hospital), Fouad Kandeel(City of Hope), Anuradhani Kasturiratne(University of Kelaniya), Tomohiro Katsuya(The University of Osaka), Varinderpal Kaur(Massachusetts General Hospital), Takahisa Kawaguchi(Kyoto University), Jacob M. Keaton(National Institutes of Health), Abel Kho(Northwestern University), Chiea Chuen Khor(Agency for Science, Technology and Research), Muhammad G. Kibriya(Chicago Department of Public Health), Duk-Hwan Kim(Sungkyunkwan University), Florian Kronenberg(Innsbruck Medical University), Johanna Kuusisto(University of Eastern Finland), Kristi Läll(University of Tartu), Leslie A. Lange(University of Colorado Anschutz Medical Campus), Kyung Min Lee(University of Utah), Myung‐Shik Lee(Soonchunhyang University), Nanette R. Lee(Foundation University), Aaron Leong(Harvard University), Liming Li(Peking University), Yun Li(University of North Carolina at Chapel Hill), Ruifang Li‐Gao(Leiden University Medical Center), Symen Ligthart(Erasmus MC), Cecilia M. Lindgren(Broad Institute), Allan Linneberg(University of Copenhagen), Ching‐Ti Liu(Boston University), Jianjun Liu(Agency for Science, Technology and Research), Adam E. Locke(James S. McDonnell Foundation), Tin Louie(University of Washington), Jian’an Luan(University of Cambridge), Andrea O. Y. Luk(Chinese University of Hong Kong), Xi Luo(The University of Texas Health Science Center at Houston), Jun Lv(Peking University), Julie A. Lynch(University of Utah), Valeriya Lyssenko(Lund University), Shiro Maeda(University of the Ryukyus), Vasiliki Mamakou(National and Kapodistrian University of Athens), Sohail Rafik Mansuri(Centre for Cellular and Molecular Biology), Koichi Matsuda(The University of Tokyo), Thomas Meitinger(Helmholtz Zentrum München), Olle Melander(Lund University), Andres Metspalu(University of Tartu), Huan Mo(National Institutes of Health), Andrew D. Morris(Helmholtz Zentrum München), Filipe A. Moura(Brigham and Women's Hospital), Jerry L. Nadler(New York Medical College), Michael A. Nalls(National Institutes of Health), Uma Nayak(University of Virginia), Ιωάννα Ντάλλα(Queen Mary University of London), Yukinori Okada(RIKEN Center for Integrative Medical Sciences), Lorena Orozco(National Institute of Genomic Medicine), Sanjay R. Patel(University of Pittsburgh), Snehal Patil(University of Michigan), Pei Pei(Peking University), Mark A. Pereira(University of Minnesota), Annette Peters(Helmholtz Zentrum München), Fraser Pirie(University of KwaZulu-Natal), Hannah G. Polikowsky(Vanderbilt University Medical Center), Bianca Porneala(Massachusetts General Hospital), Gauri Prasad(Institute of Genomics and Integrative Biology), Laura J. Rasmussen‐Torvik(Northwestern University), Alexander P. Reiner(Fred Hutch Cancer Center), Michael Roden(Düsseldorf University Hospital), Rebecca Rohde(University of North Carolina at Chapel Hill), Katheryn Roll(UCLA Medical Center), Charumathi Sabanayagam(National University of Singapore), Kevin Sandow(UCLA Medical Center), Alagu Sankareswaran(Centre for Cellular and Molecular Biology), Naveed Sattar(University of Glasgow), Sebastian Schönherr(Innsbruck Medical University), Hasan Shahriar(Chicago Department of Public Health), Botong Shen(National Institutes of Health), Jinxiu Shi, Dong Mun Shin(Korea National Institute of Health), Nobuhiro Shojima(The University of Tokyo), Jennifer A. Smith(University of Michigan), Wing Yee So(Chinese University of Hong Kong), Alena Stančáková(University of Eastern Finland), Valgerður Steinthórsdóttir(deCODE Genetics (Iceland)), Adrienne M. Stilp(University of Washington), Konstantin Strauch(Johannes Gutenberg University Mainz), Kent D. Taylor(UCLA Medical Center), Barbara Thorand(Helmholtz Zentrum München), Unnur Þorsteinsdóttir(deCODE Genetics (Iceland)), Brian Tomlinson(Macau University of Science and Technology), Tam C. Tran(National Institutes of Health), Fuu‐Jen Tsai(China Medical University), Jaakko Tuomilehto(University of Helsinki), Teresa Tusié‐Luna(Instituto Nacional de Ciencias Médicas y Nutrición Salvador Zubirán), Miriam S. Udler(Broad Institute), Adán Valladares‐Salgado(Mexican Social Security Institute), Rob M. van Dam(National University of Singapore), Jan B. van Klinken(Leiden University Medical Center), Rohit Varma(Southern California Eye Institute), Niels Wacher-Rodarte(Mexican Social Security Institute), Eleanor Wheeler(University of Cambridge), Ananda R. Wickremasinghe(University of Kelaniya), Ko Willems van Dijk(Leiden University Medical Center), Daniel R. Witte(Aarhus University), Chittaranjan S. Yajnik(King Edward Memorial Hospital Research Centre), Ken Yamamoto(Kurume University Medical Center), Kenichi Yamamoto(Kurume University Medical Center), Kyungheon Yoon(Korea National Institute of Health), Canqing Yu(Peking University), Jian‐Min Yuan(University of Pittsburgh), Salim Yusuf(Population Health Research Institute), Matthew Zawistowski(University of Michigan), Liang Zhang(Singapore National Eye Center), Wei Zheng(Vanderbilt University Medical Center), VA Million Veteran Program(Queen Mary University of London), AMED GRIFIN Diabetes Initiative Japan(Queen Mary University of London), Biobank Japan Project(University of California, Irvine), Penn Medicine BioBank(Ehime University), Stavroula Kanona(Queen Mary University of London), David A. van Heel(Harvard University), Leslie J. Raffel(Hallym University), Michiya Igase(Uppsala University), Eli Ipp(UCLA Medical Center), Susan Redline(Brigham and Women's Hospital), Yoon Shin Cho(Hallym University), Lars Lind(Uppsala University), Michael A. Province(National Institutes of Health), Myriam Fornage(University of Washington), Craig L. Hanis(Beijing Tongren Hospital), Erik Ingelsson(Uppsala University), Alan B. Zonderman(National Institutes of Health), Bruce M. Psaty(University of Washington), Ya Xing Wang(Beijing Tongren Hospital), Charles N. Rotimi(Kurume University), Diane M. Becker(Johns Hopkins University), Fumihiko Matsuda(Kyoto University), Ching‐Ti Liu(University of Minnesota), Mitsuhiro Yokota(Kurume University), Sharon L.R. Kardia(Centre National de la Recherche Scientifique), Patricia A. Peyser(Centre National de la Recherche Scientifique), James S. Pankow(University of Minnesota), James C. Engert(National Yang Ming Chiao Tung University), Amélie Bonnefond(Centre National de la Recherche Scientifique), Philippe Froguel(Northwestern University), James G. Wilson(Beth Israel Deaconess Medical Center), Wayne Huey‐Herng Sheu(National Yang Ming Chiao Tung University), Jer‐Yuarn Wu(Leiden University Medical Center), M. Geoffrey Hayes(Northwestern University), C. W. Ronald(Chinese University of Hong Kong), Tien Yin Wong(National Institutes of Health), Dennis O. Mook‐Kanamori(Jawaharlal Nehru University), Tiinamaija Tuomi(University of Helsinki), Giriraj R. Chandak(Centre for Cellular and Molecular Biology), Francis S. Collins(National Institutes of Health), Dwaipayan Bharadwaj(Jawaharlal Nehru University), Guillaume Paré(Population Health Research Institute), Michèle M. Sale(Seoul National University), Habibul Ahsan(Chicago Department of Public Health), Ayesha A. Motala(Mexican Social Security Institute), Xiao‐Ou Shu(UCLA Medical Center), Kyong Soo Park(Seoul National University), J. Wouter Jukema(Leiden University Medical Center), Miguel Cruz(Mexican Social Security Institute), Yii‐Der Ida Chen(National University of Singapore), Stephen S. Rich(Erasmus MC), Roberta McKean‐Cowdin(National University of Singapore), Harald Grallert(Boston University), Ching‐Yu Cheng(National University of Singapore), Mohsen Ghanbari(University of Eastern Finland), E Shyong Tai(University of Freiburg), Josée Dupuis(Boston University), Norihiro Kato(National Center for Global Health and Medicine), Markku Laakso(University of Eastern Finland), Anna Köttgen(Imperial College Healthcare NHS Trust), Woon‐Puay Koh(Agency for Science, Technology and Research), Donald W. Bowden(Brown University), Colin N. A. Palmer(University of North Carolina at Chapel Hill), Jaspal S. Kooner(Imperial College Healthcare NHS Trust), Charles Kooperberg(University of Copenhagen), Simin Liu(University of Copenhagen), Kari E. North(University of North Carolina at Chapel Hill), Danish Saleheen(Columbia University Irving Medical Center), Torben Hansen(University of Copenhagen), Oluf Pedersen(University of Copenhagen), Nicholas J. Wareham(University of Cambridge), Juyoung Lee(deCODE Genetics (Iceland)), Bong-Jo Kim(Lund University), Iona Y. Millwood(Cedars-Sinai Medical Center), Robin Walters(University of North Carolina at Chapel Hill), Kāri Stefánsson(deCODE Genetics (Iceland)), Emma Ahlqvist(Lund University), Mark O. Goodarzi(Cedars-Sinai Medical Center), Karen L. Mohlke(University of North Carolina at Chapel Hill), Claudia Langenberg(Queen Mary University of London), Christopher A. Haiman(Keck Hospital of USC), Ruth J. F. Loos(University of Copenhagen), José C. Florez(Broad Institute), Daniel J. Rader(Brigham and Women's Hospital), Marylyn D. Ritchie(Brigham and Women's Hospital), Sebastian Zöllner(Queen Mary University of London), Reedik Mägi(Queen Mary University of London), Nicholas Marston(Brigham and Women's Hospital), Christian T. Ruff(Brigham and Women's Hospital), David A. van Heel(Queen Mary University of London), Sarah Finer(Queen Mary University of London), Joshua C. Denny(National Institutes of Health), Toshimasa Yamauchi(National University of Singapore), Takashi Kadowaki(Toranomon Hospital), John C. Chambers(Imperial College Healthcare NHS Trust), Maggie Ng(Wake Forest University), Xueling Sim(Centre for Human Genetics), Jennifer E. Below(Harvard University), Philip S. Tsao(Centre for Human Genetics), Kyong‐Mi Chang(University of Massachusetts Amherst), Mark I. McCarthy(Broad Institute), James B. Meigs(Broad Institute), Anubha Mahajan(Centre for Human Genetics), Cassandra N. Spracklen(University of Massachusetts Amherst), Josep M. Mercader(Broad Institute), Michael Boehnke(University of Michigan), Jerome I. Rotter(UCLA Medical Center), Marijana Vujković(Philadelphia VA Medical Center), Benjamin F. Voight(Translational Therapeutics (United States)), Andrew P. Morris(Helmholtz Zentrum München), Eleftheria Zeggini(TUM Klinikum)
Nature
February 19, 2024
Cited by 489Open Access
Full Text

Abstract

Abstract Type 2 diabetes (T2D) is a heterogeneous disease that develops through diverse pathophysiological processes 1,2 and molecular mechanisms that are often specific to cell type 3,4 . 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 scores 5 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.


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