Title Multi-ancestry genetic study of type 2 diabetes highlights the power of diverse populations for discovery and translation
Authors Mahajan, Anubha
Spracklen, Cassandra N.
Zhang, Weihua
Ng, Maggie C. Y.
Petty, Lauren E.
Kitajima, Hidetoshi
Yu, Grace Z.
Rueger, Sina
Speidel, Leo
Kim, Young Jin
Horikoshi, Momoko
Mercader, Josep M.
Taliun, Daniel
Moon, Sanghoon
Kwak, Soo-Heon
Robertson, Neil R.
Rayner, Nigel W.
Loh, Marie
Kim, Bong-Jo
Chiou, Joshua
Miguel-Escalada, Irene
Parolo, Pietro della Briotta
Lin, Kuang
Bragg, Fiona
Preuss, Michael H.
Takeuchi, Fumihiko
Nano, Jana
Guo, Xiuqing
Lamri, Amel
Nakatochi, Masahiro
Scott, Robert A.
Lee, Jung-Jin
Huerta-Chagoya, Alicia
Graff, Mariaelisa
Chai, Jin-Fang
Parra, Esteban J.
Yao, Jie
Bielak, Lawrence F.
Tabara, Yasuharu
Hai, Yang
Steinthorsdottir, Valgerdur
Cook, James P.
Kals, Mart
Grarup, Niels
Schmidt, Ellen M.
Pan, Ian
Sofer, Tamar
Wuttke, Matthias
Sarnowski, Chloe
Gieger, Christian
Nousome, Darryl
Trompet, Stella
Long, Jirong
Sun, Meng
Tong, Lin
Chen, Wei-Min
Ahmad, Meraj
Noordam, Raymond
Lim, Victor J. Y.
Tam, Claudia H. T.
Joo, Yoonjung Yoonie
Chen, Chien-Hsiun
Raffield, Laura M.
Lecoeur, Cecile
Prins, Bram Peter
Nicolas, Aude
Yanek, Lisa R.
Chen, Guanjie
Jensen, Richard A.
Tajuddin, Salman
Kabagambe, Edmond K.
An, Ping
Xiang, Anny H.
Choi, Hyeok Sun
Cade, Brian E.
Tan, Jingyi
Flanagan, Jack
Abaitua, Fernando
Adair, Linda S.
Adeyemo, Adebowale
Aguilar-Salinas, Carlos A.
Akiyama, Masato
Anand, Sonia S.
Bertoni, Alain
Bian, Zheng
Bork-Jensen, Jette
Brandslund, Ivan
Brody, Jennifer A.
Brummett, Chad M.
Buchanan, Thomas A.
Canouil, Mickael
Chan, Juliana C. N.
Chang, Li-Ching
Chee, Miao-Li
Chen, Ji
Chen, Shyh-Huei
Chen, Yuan-Tsong
Chen, Zhengming
Chuang, Lee-Ming
Cushman, Mary
Das, Swapan K.
de Silva, H. Janaka
Dedoussis, George
Dimitrov, Latchezar
Doumatey, Ayo P.
Du, Shufa
Duan, Qing
Eckardt, Kai-Uwe
Emery, Leslie S.
Evans, Daniel S.
Evans, Michele K.
Fischer, Krista
Floyd, James S.
Ford, Ian
Fornage, Myriam
Franco, Oscar H.
Frayling, Timothy M.
Freedman, Barry, I
Fuchsberger, Christian
Genter, Pauline
Gerstein, Hertzel C.
Giedraitis, Vilmantas
Gonzalez-Villalpando, Clicerio
Gonzalez-Villalpando, Maria Elena
Goodarzi, Mark O.
Gordon-Larsen, Penny
Gorkin, David
Gross, Myron
Guo, Yu
Hackinger, Sophie
Han, Sohee
Hattersley, Andrew T.
Herder, Christian
Howard, Annie-Green
Hsueh, Willa
Huang, Mengna
Huang, Wei
Hung, Yi-Jen
Hwang, Mi Yeong
Hwu, Chii-Min
Ichihara, Sahoko
Ikram, Mohammad Arfan
Ingelsson, Martin
Islam, Md Tariqul
Isono, Masato
Jang, Hye-Mi
Jasmine, Farzana
Jiang, Guozhi
Jonas, Jost B.
Jorgensen, Marit E.
Jorgensen, Torben
Kamatani, Yoichiro
Kandeel, Fouad R.
Kasturiratne, Anuradhani
Katsuya, Tomohiro
Kaur, Varinderpal
Kawaguchi, Takahisa
Keaton, Jacob M.
Kho, Abel N.
Khor, Chiea-Chuen
Kibriya, Muhammad G.
Kim, Duk-Hwan
Kohara, Katsuhiko
Kriebel, Jennifer
Kronenberg, Florian
Kuusisto, Johanna
Lall, Kristi
Lange, Leslie A.
Lee, Myung-Shik
Lee, Nanette R.
Leong, Aaron
Li, Liming
Li, Yun
Li-Gao, Ruifang
Ligthart, Symen
Lindgren, Cecilia M.
Linneberg, Allan
Liu, Ching-Ti
Liu, Jianjun
Locke, Adam E.
Louie, Tin
Luan, Jian'an
Luk, Andrea O.
Luo, Xi
Lv, Jun
Lyssenko, Valeriya
Mamakou, Vasiliki
Mani, K. Radha
Meitinger, Thomas
Metspalu, Andres
Morris, Andrew D.
Nadkarni, Girish N.
Nadler, Jerry L.
Nalls, Michael A.
Nayak, Uma
Nongmaithem, Suraj S.
Ntalla, Ioanna
Okada, Yukinori
Orozco, Lorena
Patel, Sanjay R.
Pereira, Mark A.
Peters, Annette
Pirie, Fraser J.
Porneala, Bianca
Prasad, Gauri
Preissl, Sebastian
Rasmussen-Torvik, Laura J.
Reiner, Alexander P.
Roden, Michael
Rohde, Rebecca
Roll, Kathryn
Sabanayagam, Charumathi
Sander, Maike
Sandow, Kevin
Sattar, Naveed
Schonherr, Sebastian
Schurmann, Claudia
Shahriar, Mohammad
Shi, Jinxiu
Shin, Dong Mun
Shriner, Daniel
Smith, Jennifer A.
So, Wing Yee
Stancakova, Alena
Stilp, Adrienne M.
Strauch, Konstantin
Suzuki, Ken
Takahashi, Atsushi
Taylor, Kent D.
Thorand, Barbara
Thorleifsson, Gudmar
Thorsteinsdottir, Unnur
Tomlinson, Brian
Torres, Jason M.
Tsai, Fuu-Jen
Tuomilehto, Jaakko
Tusie-Luna, Teresa
Udler, Miriam S.
Valladares-Salgado, Adan
van Dam, Rob M.
van Klinken, Jan B.
Varma, Rohit
Vujkovic, Marijana
Wacher-Rodarte, Niels
Wheeler, Eleanor
Whitsel, Eric A.
Wickremasinghe, Ananda R.
van Dijk, Ko Willems
Witte, Daniel R.
Yajnik, Chittaranjan S.
Yamamoto, Ken
Yamauchi, Toshimasa
Yengo, Loic
Yoon, Kyungheon
Yu, Canqing
Yuan, Jian-Min
Yusuf, Salim
Zhang, Liang
Zheng, Wei
Raffel, Leslie J.
Igase, Michiya
Ipp, Eli
Redline, Susan
Cho, Yoon Shin
Lind, Lars
Province, Michael A.
Hanis, Craig L.
Peyser, Patricia A.
Ingelsson, Erik
Zonderman, Alan B.
Psaty, Bruce M.
Wang, Ya-Xing
Rotimi, Charles N.
Becker, Diane M.
Matsuda, Fumihiko
Liu, Yongmei
Zeggini, Eleftheria
Yokota, Mitsuhiro
Rich, Stephen S.
Kooperberg, Charles
Pankow, James S.
Engert, James C.
Chen, Yii-Der Ida
Froguel, Philippe
Wilson, James G.
Sheu, Wayne H. H.
Kardia, Sharon L. R.
Wu, Jer-Yuarn
Hayes, M. Geoffrey
Ma, Ronald C. W.
Wong, Tien-Yin
Groop, Leif
Mook-Kanamori, Dennis O.
Chandak, Giriraj R.
Collins, Francis S.
Bharadwaj, Dwaipayan
Pare, Guillaume
Sale, Michele M.
Ahsan, Habibul
Motala, Ayesha A.
Shu, Xiao-Ou
Park, Kyong-Soo
Jukema, J. Wouter
Cruz, Miguel
McKean-Cowdin, Roberta
Grallert, Harald
Cheng, Ching-Yu
Bottinger, Erwin P.
Dehghan, Abbas
Tai, E-Shyong
Dupuis, Josee
Kato, Norihiro
Laakso, Markku
Kottgen, Anna
Koh, Woon-Puay
Palmer, Colin N. A.
Liu, Simin
Abecasis, Goncalo
Kooner, Jaspal S.
Loos, Ruth J. F.
North, Kari E.
Haiman, Christopher A.
Florez, Jose C.
Saleheen, Danish
Hansen, Torben
Pedersen, Oluf
Magi, Reedik
Langenberg, Claudia
Wareham, Nicholas J.
Maeda, Shiro
Kadowaki, Takashi
Lee, Juyoung
Millwood, Iona Y.
Walters, Robin G.
Stefansson, Kari
Myers, Simon R.
Ferrer, Jorge
Gaulton, Kyle J.
Meigs, James B.
Mohlke, Karen L.
Gloyn, Anna L.
Bowden, Donald W.
Below, Jennifer E.
Chambers, John C.
Sim, Xueling
Boehnke, Michael
Rotter, Jerome, I
McCarthy, Mark, I
Morris, Andrew P.
Affiliation Univ Oxford, Oxford Ctr Diabet Endocrinol & Metab, Radcliffe Dept Med, Oxford, England
Univ Oxford, Wellcome Ctr Human Genet, Nuffield Dept Med, Oxford, England
Univ North Carolina Chapel Hill, Dept Genet, Chapel Hill, NC USA
Univ Massachusetts, Dept Epidemiol & Biostat, Amherst, MA 01003 USA
Imperial Coll London, Dept Epidemiol & Biostat, London, England
London North West Healthcare NHS Trust, Dept Cardiol, Ealing Hosp, London, England
Vanderbilt Univ Sch Med, Vanderbilt Genet Inst, Div Genet Med, Nashville, TN USA
Wake Forest Sch Med, Ctr Genom & Personalized Med Res, Winston Salem, NC 27101 USA
Wake Forest Sch Med, Dept Biochem, Winston Salem, NC 27101 USA
Tohoku Univ, Adv Res Ctr Innovat Next Generat Med INGEM, Sendai, Miyagi, Japan
Tohoku Univ, Dept Integrat Genom, Tohoku Med Megabank Org, Sendai, Miyagi, Japan
Tohoku Univ, Tohoku Univ Hosp, Canc Ctr, Sendai, Miyagi, Japan
Univ Helsinki, Inst Mol Med Finland FIMM, Helsinki, Finland
UCL, Genet Inst, London, England
Francis Crick Inst, London, England
Natl Inst Hlth, Dept Precis Med, Div Genome Sci, Cheongju, South Korea
RIKEN Ctr Integrat Med Sci, Lab Genom Diabet & Metab, Yokohama, Kanagawa, Japan
Broad Inst Harvard & MIT, Programs Metab, Cambridge, MA USA
Broad Inst Harvard & MIT, Program Med, Cambridge, MA USA
Massachusetts Gen Hosp, Diabet Unit, Boston, MA 02114 USA
Massachusetts Gen Hosp, Ctr Genom Med, Boston, MA 02114 USA
Harvard Med Sch, Boston, MA 02115 USA
Univ Michigan, Dept Biostat, Ann Arbor, MI 48109 USA
Univ Michigan, Ctr Stat Genet, Ann Arbor, MI 48109 USA
Seoul Natl Univ Hosp, Dept Internal Med, Seoul, South Korea
Wellcome Sanger Inst, Dept Human Genet, Hinxton, England
Helmholtz Zentrum Munchen, Inst Translat Genom, German Res Ctr Environm Hlth, Neuherberg, Germany
Nanyang Technol Univ, Lee Kong Chian Sch Med, Singapore, Singapore
ASTAR, Translat Lab Genet Med TLGM, Singapore, Singapore
Natl Univ Singapore NUS, Singapore, Singapore
Univ Calif San Diego, Biomed Sci Grad Studies Program, La Jolla, CA 92093 USA
Barcelona Inst Sci & Technol, Ctr Genom Regulat, Regulatory Genom & Diabet, Barcelona, Spain
Ctr Invest Biomed Red Diabet & Enfermed Metabol A, Madrid, Spain
Univ Oxford, Nuffield Dept Populat Hlth, Oxford, England
Univ Oxford, Med Res Council Populat Hlth Res Unit, Oxford, England
Icahn Sch Med Mt Sinai, Charles Bronfman Inst Personalized Med, New York, NY 10029 USA
Natl Ctr Global Hlth & Med, Res Inst, Dept Gene Diagnost & Therapeut, Tokyo, Japan
Erasmus MC, Dept Epidemiol, Rotterdam, Netherlands
Harbor UCLA Med Ctr, Dept Pediat, Lundquist Inst Biomed Innovat, Los Angeles Biomed Res Inst,Inst Translat Genom &, Torrance, CA 90509 USA
McMaster Univ, Dept Med, Hamilton, ON, Canada
Hamilton Hlth Sci & McMaster Univ, Populat Hlth Res Inst, Hamilton, ON, Canada
Nagoya Univ, Dept Integrated Hlth Sci, Publ Hlth Informat Unit, Grad Sch Med, Nagoya, Aichi, Japan
Univ Cambridge, Inst Metab Sci, MRC Epidemiol Unit, Cambridge, England
Univ Penn, Div Translat Med & Human Genet, Philadelphia, PA 19104 USA
Inst Nacl Ciencias Med & Nutr Salvador Zubiran, Consejo Nacl Ciencia & Tecnol CONACYT, Mexico City, DF, Mexico
Univ North Carolina Chapel Hill, Dept Epidemiol, Gillings Sch Global Publ Hlth, Chapel Hill, NC USA
Natl Univ Singapore, Saw Swee Hock Sch Publ Hlth, Singapore, Singapore
Natl Univ Hlth Syst, Singapore, Singapore
Univ Toronto Mississauga, Dept Anthropol, Mississauga, ON, Canada
Univ Michigan, Sch Publ Hlth, Dept Epidemiol, Ann Arbor, MI 48109 USA
Kyoto Univ, Ctr Genom Med, Grad Sch Med, Kyoto, Japan
Amgen Inc, deCODE Genet, Reykjavik, Iceland
Univ Liverpool, Dept Hlth Data Sci, Liverpool, Merseyside, England
Univ Tartu, Estonian Genome Ctr, Inst Genom, Tartu, Estonia
Univ Copenhagen, Novo Nordisk Fdn Ctr Basic Metab Res, Fac Hlth & Med Sci, Copenhagen, Denmark
Brown Univ, Dept Epidemiol, Sch Publ Hlth, Providence, RI 02912 USA
Harvard Univ, Sch Publ Hlth, Dept Biostat, Boston, MA 02115 USA
Brigham & Womens Hosp, Div Sleep & Circadian Disorders, 75 Francis St, Boston, MA 02115 USA
Harvard Univ, Dept Med, Boston, MA 02115 USA
Univ Freiburg, Fac Med, Inst Genet Epidemiol, Dept Data Driven Med, Freiburg, Germany
Univ Freiburg, Med Ctr, Freiburg, Germany
Boston Univ, Sch Publ Hlth, Dept Biostat, Boston, MA 02215 USA
German Ctr Diabet Res DZD, Neuherberg, Germany
Helmholtz Zentrum Munchen, Inst Epidemiol, German Res Ctr Environm Hlth, Neuherberg, Germany
Helmholtz Zentrum Munchen, Res Unit Mol Epidemiol, German Res Ctr Environm Hlth, Neuherberg, Germany
USC, Dept Populat & Publ Hlth Sci, Keck Sch Med, Los Angeles, CA USA
Leiden Univ Med Ctr, Dept Cardiol, Leiden, Netherlands
Leiden Univ Med Ctr, Dept Internal Med, Sect Gerontol & Geriatr, Leiden, Netherlands
Vanderbilt Univ Sch Med, Inst Med & Publ Hlth, Vanderbilt Genet Inst, Dept Med, Nashville, TN USA
Univ Chicago, Inst Populat & Precis Hlth, Chicago, IL 60637 USA
Univ Virginia, Sch Med, Dept Publ Hlth Sci, Charlottesville, VA 22908 USA
Univ Virginia, Sch Med, Ctr Publ Hlth Genom, Charlottesville, VA 22908 USA
CSIR Ctr Cellular & Mol Biol CSIR CCMB, Genom Res Complex Dis GRC Grp, Hyderabad, India
Chinese Univ Hong Kong, Dept Med & Therapeut, Hong Kong, Peoples R China
Chinese Univ Hong Kong, Chinese Univ Hong Kong Shanghai Jiao Tong Univ Jo, Hong Kong, Peoples R China
Northwestern Univ, Dept Med, Div Endocrinol Metab & Mol Med, Feinberg Sch Med, Chicago, IL 60611 USA
Northwestern Univ, Dept Hlth & Biomed Informat, Feinberg Sch Med, Chicago, IL 60611 USA
Acad Sinica, Inst Biomed Sci, Taipei, Taiwan
Inst Pasteur, European Genom Inst Diabet, Inserm U1283, CNRS UMR 8199, Lille, France
Univ Lille, Lille Univ Hosp, Lille, France
NIA, Lab Neurogenet, NIH, Bethesda, MD 20892 USA
Johns Hopkins Univ, Sch Med, Dept Med, Baltimore, MD 21205 USA
NHGRI, Ctr Res Genom & Global Hlth, NIH, Bethesda, MD 20892 USA
Univ Washington, Dept Med, Cardiovasc Hlth Res Unit, Seattle, WA USA
NIA, Lab Epidemiol & Populat Sci, NIH, Baltimore, MD 21224 USA
Washington Univ, Sch Med, Div Stat Genom, St Louis, MO USA
Kaiser Permanente Southern Calif, Div Biostat Res, Dept Res & Evaluat, Pasadena, CA USA
Hallym Univ, Dept Biomed Sci, Chunchon, South Korea
Univ North Carolina Chapel Hill, Dept Nutr, Gillings Sch Global Publ Hlth, Chapel Hill, NC USA
Inst Nacl Ciencias Med & Nutr Salvador Zubiran, Unidad Invest Enfermedades Metab & Dept Endocrino, Mexico City, DF, Mexico
RIKEN Ctr Integrat Med Sci, Lab Stat & Translat Genet, Yokohama, Kanagawa, Japan
Kyushu Univ, Grad Sch Med Sci, Dept Ocular Pathol & Imaging Sci, Fukuoka, Japan
McMaster Univ, Dept Hlth Res Methods Evidence & Impact, Hamilton, ON, Canada
Wake Forest Sch Med, Dept Epidemiol & Prevent, Div Publ Hlth Sci, Winston Salem, NC 27101 USA
Chinese Acad Med Sci, Beijing, Peoples R China
Univ Southern Denmark, Inst Reg Hlth Res, Odense, Denmark
Vejle Hosp, Dept Clin Biochem, Vejle, Denmark
Univ Michigan, Dept Anesthesiol, Med Sch, Ann Arbor, MI 48109 USA
USC, Dept Med, Div Endocrinol & Diabet, Keck Sch Med, Los Angeles, CA USA
Chinese Univ Hong Kong, Hong Kong Inst Diabet & Obes, Hong Kong, Peoples R China
Chinese Univ Hong Kong, Li Ka Shing Inst Hlth Sci, Hong Kong, Peoples R China
Singapore Natl Eye Ctr, Singapore Eye Res Inst, Singapore, Singapore
Wellcome Sanger Inst, Hinxton, England
Wake Forest Sch Med, Dept Biostat & Data Sci, Winston Salem, NC 27101 USA
Natl Taiwan Univ Hosp, Dept Internal Med, Div Endocrinol & Metab, Taipei, Taiwan
Natl Taiwan Univ, Inst Epidemiol & Prevent Med, Taipei, Taiwan
Univ Vermont, Dept Med, Colchester, VT USA
Wake Forest Sch Med, Dept Internal Med, Sect Endocrinol & Metab, Winston Salem, NC 27101 USA
Univ Kelaniya, Fac Med, Dept Med, Ragama, Sri Lanka
Harokopio Univ Athens, Dept Nutr & Dietet, Athens, Greece
Univ North Carolina Chapel Hill, Carolina Populat Ctr, Chapel Hill, NC USA
Charite Univ Med Berlin, Dept Nephrol & Med Intens Care Med, Berlin, Germany
Friedrich Alexander Univ Erlangen Nurnberg, Dept Nephrol & Hypertens, Erlangen, Germany
Univ Washington, Dept Biostat, Seattle, WA 98195 USA
Calif Pacific Med Ctr, Res Inst, San Francisco, CA USA
Univ Glasgow, Robertson Ctr Biostat, Glasgow, Lanark, Scotland
Univ Texas Hlth Sci Ctr Houston, Inst Mol Med, Houston, TX 77030 USA
Univ Exeter, Univ Exeter Med Sch, Genet Complex Traits, Exeter, Devon, England
Wake Forest Sch Med, Dept Internal Med, Winston Salem, NC 27101 USA
Univ Lubeck, Affiliated Inst, Inst Biomed, Eurac Res, Bolzano, Italy
Harbor UCLA Med Ctr, Lundquist Res Inst, Div Endocrinol & Metab, Dept Med, Torrance, CA 90509 USA
Uppsala Univ, Dept Publ Hlth & Caring Sci, Uppsala, Sweden
Inst Nacl Salud Publ, Ctr Invest Salud Poblac, Unidad Invest Diabet & Riesgo Cardiovasc, Ctr Estudios Diabet, Mexico City, DF, Mexico
Cedars Sinai Med Ctr, Dept Med, Div Endocrinol Diabet & Metab, Los Angeles, CA 90048 USA
Univ Calif San Diego, Ctr Epigen, La Jolla, CA 92093 USA
Univ Minnesota, Dept Lab Med & Pathol, Minneapolis, MN 55455 USA
Univ Exeter, Univ Exeter Med Sch, Exeter, Devon, England
Heinrich Heine Univ Dusseldorf, Leibniz Ctr Diabet Res, German Diabet Ctr, Inst Clin Diabetol, Dusseldorf, Germany
Heinrich Heine Univ Dusseldorf, Med Fac, Dept Endocrinol & Diabetol, Dusseldorf, Germany
Heinrich Heine Univ Dusseldorf, Univ Hosp Dusseldorf, Dusseldorf, Germany
Univ North Carolina Chapel Hill, Dept Biostat, Gillings Sch Global Publ Hlth, Chapel Hill, NC USA
Ohio State Univ, Dept Internal Med, Diabet & Metab Res Ctr, Wexner Med Ctr, Columbus, OH 43210 USA
Brown Univ, Ctr Global Cardiometab Hlth, Providence, RI 02912 USA
Chinese Natl Human Genome Ctr Shanghai CHGC, Shanghai MOST Key Lab Hlth & Dis Genom, Shanghai, Peoples R China
Shanghai Inst Biomed & Pharmaceut Technol SIBPT, Shanghai, Peoples R China
Triserv Gen Hosp Songshan Branch, Div Endocrine & Metab, Taipei, Taiwan
Natl Def Med Ctr, Sch Med, Taipei, Taiwan
Taipei Vet Gen Hosp, Dept Med, Sect Endocrinol & Metab, Taipei, Taiwan
Natl Yang Ming Chiao Tung Univ, Sch Med, Taipei, Taiwan
Jichi Med Univ, Dept Environm & Prevent Med, Sch Med, Shimotsuke, Tochigi, Japan
Univ Chicago Res Bangladesh, Dhaka, Bangladesh
Inst Mol & Clin Ophthalmol Basel, Basel, Switzerland
Steno Diabet Ctr Copenhagen, Gentofte, Denmark
Southern Denmark Univ, Natl Inst Publ Hlth, Copenhagen, Denmark
Bispebjerg & Frederiksberg Hosp, Ctr Clin Res & Prevent, Frederiksberg, Denmark
Univ Copenhagen, Fac Hlth & Med Sci, Copenhagen, Denmark
Aalborg Univ, Fac Med, Aalborg, Denmark
Univ Tokyo, Grad Sch Frontier Sci, Dept Computat Biol & Med Sci, Lab Complex Trait Genom, Tokyo, Japan
City Hope Natl Med Ctr, Dept Translat Res & Cellular Therapeut, Dept Clin Diabet Endocrinol & Metab, Duarte, CA USA
Univ Kelaniya, Fac Med, Dept Publ Hlth, Ragama, Sri Lanka
Osaka Univ, Dept Clin Gene Therapy, Grad Sch Med, Osaka, Japan
Osaka Univ, Grad Sch Med, Dept Geriatr & Gen Med, Osaka, Japan
Northwestern Univ, Dept Med, Div Gen Internal Med & Geriatr, Feinberg Sch Med, Chicago, IL 60611 USA
Northwestern Univ, Ctr Hlth Informat Partnerships, Inst Publ Hlth & Med, Feinberg Sch Med, Chicago, IL 60611 USA
Agcy Sci Technol & Res, Genome Inst Singapore, Singapore, Singapore
Sungkyunkwan Univ, Dept Mol Cell Biol, Sch Med, Suwon, South Korea
Ehime Univ, Dept Reg Resource Management, Fac Collaborat Reg Innovat, Matsuyama, Ehime, Japan
Med Univ Innsbruck, Inst Genet Epidemiol, Dept Genet & Pharmacol, Innsbruck, Austria
Univ Eastern Finland, Inst Clin Med, Internal Med, Kuopio, Finland
Kuopio Univ Hosp, Kuopio, Finland
Univ Tartu, Inst Math & Stat, Tartu, Estonia
Univ Colorado Denver, Dept Med, Anschutz Med Campus, Aurora, CO USA
Yonsei Univ, Severance Biomed Sci Inst, Coll Med, Seoul, South Korea
Yonsei Univ, Dept Internal Med, Coll Med, Seoul, South Korea
Sungkyunkwan Univ, Samsung Med Ctr, Dept Med, Sch Med, Seoul, South Korea
Univ San Carlos, USC Off Populat Studies Fdn Inc, Cebu, Philippines
Harvard Med Sch, Dept Med, Boston, MA 02115 USA
Massachusetts Gen Hosp, Div Gen Internal Med, Boston, MA 02114 USA
Peking Univ, Peking Univ Hlth Sci Ctr, Dept Epidemiol & Biostat, Beijing, Peoples R China
Leiden Univ Med Ctr, Dept Clin Epidemiol, Leiden, Netherlands
Broad Inst, Program Med & Populat Genet, Cambridge, MA USA
Univ Oxford, Li Ka Shing Ctr Hlth Informat & Discovery, Big Data Inst, Oxford, England
Univ Copenhagen, Fac Hlth & Med Sci, Dept Clin Med, Copenhagen, Denmark
Natl Univ Singapore, Yong Loo Lin Sch Med, Dept Med, Singapore, Singapore
Washington Univ, Sch Med, McDonnell Genome Inst, St Louis, MO USA
Washington Univ, Dept Med, Div Genom & Bioinformat, Sch Med, St Louis, MO USA
Univ Texas Hlth Sci Ctr Houston, Dept Biostat & Data Sci, Houston, TX 77030 USA
Lund Univ, Dept Clin Sci Diabet & Endocrinol, Diabet Ctr, Malmo, Sweden
Univ Bergen, Ctr Diabet Res, Dept Clin Sci, Bergen, Norway
Natl & Kapodistrian Univ Athens, Dromokaiteio Psychiat Hosp, Athens, Greece
Helmholtz Zentrum Munchen, Inst Human Genet, German Res Ctr Environm Hlth, Neuherberg, Germany
Tech Univ Munich, Inst Human Genet, Munich, Germany
German Ctr Cardiovasc Res DZHK, Partner Site Munich Heart Alliance, Munich, Germany
Univ Edinburgh, Usher Inst Populat Hlth Sci & Informat, Edinburgh, Midlothian, Scotland
Hasso Plattner Inst, Digital Hlth Ctr, Digital Engn Fac, Potsdam, Germany
Univ Potsdam, Potsdam, Germany
Icahn Sch Med Mt Sinai, Div Data Driven & Digital Med D3M, Dept Med, New York, NY 10029 USA
New York Med Coll, Dept Med & Pharmacol, Valhalla, NY 10595 USA
Data Tecn Int LLC, Glen Echo, MD USA
NIH, Ctr Alzheimers & Related Dementias, Baltimore, MD USA
Queen Mary Univ London, Barts & London Sch Med & Dent, William Harvey Res Inst, London, England
Osaka Univ, Dept Stat Genet, Grad Sch Med, Osaka, Japan
Osaka Univ, Immunol Frontier Res Ctr WPI IFReC, Lab Stat Immunol, Osaka, Japan
RIKEN Ctr Integrat Med Sci, Lab Syst Genet, Yokohama, Kanagawa, Japan
Inst Nacl Med Genom, Mexico City, DF, Mexico
Univ Pittsburgh, Dept Med, Div Pulm Allergy & Crit Care Med, Pittsburgh, PA USA
Univ Minnesota, Sch Publ Hlth, Div Epidemiol & Community Hlth, Minneapolis, MN USA
Univ KwaZulu Natal, Coll Hlth Sci, Nelson R Mandela Sch Med, Dept Diabet & Endocrinol, Durban, South Africa
Acad Sci & Innovat Res, CSIR Human Resource Dev Ctr Campus, Ghaziabad, India
CSIR Inst Genom & Integrat Biol, Genom & Mol Med Unit, New Delhi, India
Northwestern Univ, Feinberg Sch Med, Dept Prevent Med, Chicago, IL 60611 USA
Fred Hutchinson Canc Res Ctr, 1124 Columbia St, Seattle, WA 98104 USA
Duke NUS Med Sch, Ophthalmol & Visual Sci Acad Clin Program Eye ACP, Singapore, Singapore
Natl Univ Singapore, Yong Loo Lin Sch Med, Dept Ophthalmol, Singapore, Singapore
Univ Calif San Diego, Dept Pediat, Pediat Diabet Res Ctr, La Jolla, CA 92093 USA
Univ Calif San Diego, Inst Genom Med, La Jolla, CA 92093 USA
Univ Calif San Diego, Dept Cellular & Mol Med, La Jolla, CA 92093 USA
Univ Glasgow, Inst Cardiovasc & Med Sci, Glasgow, Lanark, Scotland
Icahn Sch Med Mt Sinai, Hasso Plattner Inst, Digital Hlth Mt Sinai, New York, NY 10029 USA
Univ Michigan, Inst Social Res, Survey Res Ctr, Ann Arbor, MI USA
Helmholtz Zentrum Munchen, Inst Genet Epidemiol, German Res Ctr Environm Hlth, Neuherberg, Germany
Ludwig Maximilians Univ Munchen, Fac Med, IBE, Chair Genet Epidemiol, Munich, Germany
Johannes Gutenberg Univ Mainz, Univ Med Ctr, Inst Med Biostat Epidemiol & Informat IMBEI, Mainz, Germany
Univ Tokyo, Grad Sch Med, Dept Diabet & Metab Dis, Tokyo, Japan
Natl Cerebral & Cardiovasc Ctr, Dept Genom Med, Osaka, Japan
Univ Reykjavik, Fac Med, Reykjavik, Iceland
Macau Univ Sci & Technol, Fac Med, Macau, Peoples R China
China Med Univ Hosp, Dept Med Genet & Med Res, Taichung, Taiwan
Finnish Inst Hlth & Welf, Dept Hlth, Helsinki, Finland
Natl Sch Publ Hlth, Madrid, Spain
Danube Univ Krems, Dept Neurosci & Prevent Med, Krems, Austria
King Abdulaziz Univ, Diabet Res Grp, Jeddah, Saudi Arabia
Inst Nacl Ciencias Med & Nutr Salvador Zubiran, Unidad Biol Mol & Med Genom, Mexico City, DF, Mexico
Univ Nacl Autonoma Mexico, Dept Med Genom & Toxiol, Ambiental Inst Invest Biomed, Mexico City, DF, Mexico
IMSS, Hosp Especialidades, Ctr Med Nacl Siglo 21, Unidad Invest Med Bioquim, Mexico City, DF, Mexico
Leiden Univ Med Ctr, Einthoven Lab Expt Vasc Med, Leiden, Netherlands
Leiden Univ Med Ctr, Dept Human Genet, Leiden, Netherlands
Amsterdam Univ Med Ctr, Dept Clin Chem, Lab Genet Metab Dis, Amsterdam, Netherlands
CHA Hollywood Presbyterian Med Ctr, Southern Calif Eye Inst, Los Angeles, CA USA
Univ Penn, Dept Med, Perelman Sch Med, Philadelphia, PA 19104 USA
IMSS, Ctr Med Nacl Siglo 21, Hosp Especialidades, Unidad Invest Med Epidemiol Clin, Mexico City, DF, Mexico
Univ North Carolina Chapel Hill, Dept Med, Sch Med, Chapel Hill, NC USA
Leiden Univ Med Ctr, Dept Internal Med, Div Endocrinol, Leiden, Netherlands
Aarhus Univ, Dept Publ Hlth, Aarhus, Denmark
Danish Diabet Acad, Odense, Denmark
King Edward Mem Hosp & Res Ctr, Diabetol Res Ctr, Pune, Maharashtra, India
Kurume Univ, Dept Med Biochem, Sch Med, Kurume, Fukuoka, Japan
Univ Queensland, Inst Mol Biosci, Brisbane, Qld, Australia
Univ Pittsburgh, UPMC Hillman Canc Ctr, Div Canc Control & Populat Sci, Pittsburgh, PA USA
Univ Pittsburgh, Grad Sch Publ Hlth, Dept Epidemiol, Pittsburgh, PA 15260 USA
UCI Irvine Sch Med, Dept Pediat, Div Genet & Genom Med, Irvine, CA USA
Ehime Univ, Dept Antiaging Med, Grad Sch Med, Matsuyama, Ehime, Japan
Beth Israel Deaconess Med Ctr, Div Pulm Crit Care & Sleep Med, Boston, MA 02215 USA
Uppsala Univ, Dept Med Sci, Uppsala, Sweden
Univ Texas Hlth Sci Ctr Houston, Human Genet Ctr, Houston, TX 77030 USA
Stanford Univ, Div Cardiovasc Med, Dept Med, Sch Med, Stanford, CA 94305 USA
Uppsala Univ, Dept Med Sci, Mol Epidemiol & Sci Life Lab, Uppsala, Sweden
Univ Washington, Dept Epidemiol, Seattle, WA 98195 USA
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Capital Med Univ, Beijing Tongren Hosp, Beijing Inst Ophthalmol, Ophthalmol & Visual Sci Key Lab, Beijing, Peoples R China
Duke Univ, Sch Med, Dept Med, Div Cardiol, Durham, NC 27706 USA
Tech Univ Munich TUM, Munich, Germany
TUM Sch Med, Klinikum Rechts Isar, Munich, Germany
Kurume Univ, Sch Med, Kurume, Fukuoka, Japan
McGill Univ, Dept Med, Montreal, PQ, Canada
McGill Univ, Dept Human Genet, Montreal, PQ, Canada
Imperial Coll London, Sch Publ Hlth, Dept Genom Common Dis, London, England
Univ Mississippi, Med Ctr, Dept Physiol & Biophys, Jackson, MS 39216 USA
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NHGRI, Ctr Precis Hlth Res, NIH, Bethesda, MD 20892 USA
Jawaharlal Nehru Univ, Sch Biotechnol, Syst Genom Lab, New Delhi, India
McMaster Univ, Dept Pathol & Mol Med, Hamilton, ON, Canada
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Imperial Coll London, MRC PHE Ctr Environm & Hlth, London, England
Duke NUS Med Sch, Singapore, Singapore
ASTAR, Singapore Inst Clin Sci, Singapore, Singapore
Natl Univ Singapore, Yong Loo Lin Sch Med, Hlth Longev Translat Res Programme, Singapore, Singapore
Univ Dundee, Pat Macpherson Ctr Pharmacogenet & Pharmacogen, Dundee, Scotland
Brown Univ, Dept Med, Alpert Sch Med, Providence, RI 02912 USA
Imperial Coll Healthcare NHS Trust, Imperial Coll London, London, England
Imperial Coll London, Natl Heart & Lung Inst, London, England
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Charite, Computat Med, Berlin Inst Hlth, Berlin, Germany
Univ Ryukyus, Grad Sch Med, Dept Adv Genom & Lab Med, Nishihara, Okinawa, Japan
Univ Ryukyus Hosp, Div Clin Lab & Blood Transfus, Nishihara, Okinawa, Japan
Univ Oxford, Dept Stat, Oxford, England
Imperial Coll London, Dept Metab Digest & Reprod, Sect Genet & Genom, London, England
Oxford Univ Hosp NHS Fdn Trust, Churchill Hosp, Oxford NIHR Biomed Res Ctr, Oxford, England
Stanford Univ, Div Endocrinol, Dept Pediat, Stanford Sch Med, Stanford, CA 94305 USA
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Univ Manchester, Ctr Genet & Genom Versus Arthrit, Ctr Musculoskeletal Res, Div Musculoskeletal & Dermatol Sci, Manchester, Lancs, England
Manchester Univ NHS Fdn Trust, NIHR Manchester Biomed Res Ctr, Manchester, Lancs, England
Genentech Inc, San Francisco, CA 94080 USA
Pfizer Worldwide Res, Internal Med Res Unit, Cambridge, MA USA
UNAM, Dept Med Genom & Toxicol Ambiental, Inst Invest Biomed, Ciudad De Mexico, Mexico
Univ Texas Hlth Sci Ctr Houston, Sch Publ Hlth, Dept Epidemiol Human Genet & Environm Sci, Houston, TX 77030 USA
Korea Univ, Inst Data Sci, Seoul, South Korea
Ochsner Hlth, Div Acad, New Orleans, LA USA
Vertex Pharmaceut Ltd, Oxford, England
Univ Exeter, Exeter Ctr Excellence Diabet ExCE, Exeter Med Sch, Exeter, Devon, England
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Regeneron Genet Ctr, Tarrytown, NY USA
Univ Chicago, Inst Populat & Precis Hlth IPPH, Biol Sci Div, Chicago, IL 60637 USA
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Keywords GENOME-WIDE ASSOCIATION
METABOLIC SYNDROME
PROVIDES INSIGHTS
RISK SCORES
INSULIN
VARIANTS
SUSCEPTIBILITY
ARCHITECTURE
METAANALYSIS
EXPRESSION
Issue Date May-2022
Publisher NATURE GENETICS
Abstract We assembled an ancestrally diverse collection of genome-wide association studies (GWAS) of type 2 diabetes (T2D) in 180,834 affected individuals and 1,159,055 controls (48.9% non-European descent) through the Diabetes Meta-Analysis of Trans-Ethnic association studies (DIAMANTE) Consortium. Multi-ancestry GWAS meta-analysis identified 237 loci attaining stringent genome-wide significance (P < 5 x 10(-9)), which were delineated to 338 distinct association signals. Fine-mapping of these signals was enhanced by the increased sample size and expanded population diversity of the multi-ancestry meta-analysis, which localized 54.4% of T2D associations to a single variant with >50% posterior probability. This improved fine-mapping enabled systematic assessment of candidate causal genes and molecular mechanisms through which T2D associations are mediated, laying the foundations for functional investigations. Multi-ancestry genetic risk scores enhanced transferability of T2D prediction across diverse populations. Our study provides a step toward more effective clinical translation of T2D GWAS to improve global health for all, irrespective of genetic background. Genome-wide association and fine-mapping analyses in ancestrally diverse populations implicate candidate causal genes and mechanisms underlying type 2 diabetes. Trans-ancestry genetic risk scores enhance transferability across populations.
URI http://hdl.handle.net/20.500.11897/643355
ISSN 1061-4036
DOI 10.1038/s41588-022-01058-3
Indexed SCI(E)
Appears in Collections: 医学部待认领

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