TitleGenetic drivers of heterogeneity in type 2 diabetes pathophysiology
AuthorsSuzuki, Ken
Hatzikotoulas, Konstantinos
Southam, Lorraine
Taylor, Henry J.
Yin, Xianyong
Lorenz, Kim M.
Mandla, Ravi
Huerta-Chagoya, Alicia
Melloni, Giorgio E. M.
Kanoni, Stavroula
Rayner, Nigel W.
Bocher, Ozvan
Arruda, Ana Luiza
Sonehara, Kyuto
Namba, Shinichi
Lee, Simon S. K.
Preuss, Michael H.
Petty, Lauren E.
Schroeder, Philip
Vanderwerff, Brett
Kals, Mart
Bragg, Fiona
Lin, Kuang
Guo, Xiuqing
Zhang, Weihua
Yao, Jie
Kim, Young Jin
Graff, Mariaelisa
Takeuchi, Fumihiko
Nano, Jana
Lamri, Amel
Nakatochi, Masahiro
Moon, Sanghoon
Scott, Robert A.
Cook, James P.
Lee, Jung-Jin
Pan, Ian
Taliun, Daniel
Parra, Esteban J.
Chai, Jin-Fang
Bielak, Lawrence F.
Tabara, Yasuharu
Hai, Yang
Thorleifsson, Gudmar
Grarup, Niels
Sofer, Tamar
Wuttke, Matthias
Sarnowski, Chloe
Gieger, Christian
Nousome, Darryl
Trompet, Stella
Kwak, Soo-Heon
Long, Jirong
Sun, Meng
Tong, Lin
Chen, Wei-Min
Nongmaithem, Suraj S.
Noordam, Raymond
Lim, Victor J. Y.
Tam, Claudia H. T.
Joo, Yoonjung Yoonie
Chen, Chien-Hsiun
Raffield, Laura M.
Prins, Bram Peter
Nicolas, Aude
Yanek, Lisa R.
Chen, Guanjie
Brody, Jennifer A.
Kabagambe, Edmond
An, Ping
Xiang, Anny H.
Choi, Hyeok Sun
Cade, Brian E.
Tan, Jingyi
Broadaway, K. Alaine
Williamson, Alice
Kamali, Zoha
Cui, Jinrui
Thangam, Manonanthini
Adair, Linda S.
Adeyemo, Adebowale
Aguilar-Salinas, Carlos A.
Ahluwalia, Tarunveer S.
Anand, Sonia S.
Bertoni, Alain
Bork-Jensen, Jette
Brandslund, Ivan
Buchanan, Thomas A.
Burant, Charles F.
Butterworth, Adam S.
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
Danesh, John
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
Franco, Oscar H.
Frayling, Timothy M.
Freedman, Barry I.
Genter, Pauline
Gerstein, Hertzel C.
Giedraitis, Vilmantas
Gonzalez-Villalpando, Clicerio
Gonzalez-Villalpando, Maria Elena
Gordon-Larsen, Penny
Gross, Myron
Guare, Lindsay A.
Hackinger, Sophie
Hakaste, Liisa
Han, Sohee
Hattersley, Andrew T.
Herder, Christian
Horikoshi, Momoko
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, Torben
Kamanu, Frederick K.
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
Kronenberg, Florian
Kuusisto, Johanna
Lall, Kristi
Lange, Leslie A.
Lee, Kyung Min
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
Lynch, Julie A.
Lyssenko, Valeriya
Maeda, Shiro
Mamakou, Vasiliki
Mansuri, Sohail Rafik
Matsuda, Koichi
Meitinger, Thomas
Melander, Olle
Metspalu, Andres
Mo, Huan
Morris, Andrew D.
Moura, Filipe A.
Nadler, Jerry L.
Nalls, Michael A.
Nayak, Uma
Ntalla, Ioanna
Okada, Yukinori
Orozco, Lorena
Patel, Sanjay R.
Patil, Snehal
Pei, Pei
Pereira, Mark A.
Peters, Annette
Pirie, Fraser J.
Polikowsky, Hannah G.
Porneala, Bianca
Prasad, Gauri
Rasmussen-Torvik, Laura J.
Reiner, Alexander P.
Roden, Michael
Rohde, Rebecca
Roll, Katheryn
Sabanayagam, Charumathi
Sandow, Kevin
Sankareswaran, Alagu
Sattar, Naveed
Schoenherr, Sebastian
Shahriar, Mohammad
Shen, Botong
Shi, Jinxiu
Shin, Dong Mun
Shojima, Nobuhiro
Smith, Jennifer A.
So, Wing Yee
Stancakova, Alena
Steinthorsdottir, Valgerdur
Stilp, Adrienne M.
Strauch, Konstantin
Taylor, Kent D.
Thorand, Barbara
Thorsteinsdottir, Unnur
Tomlinson, Brian
Tran, Tam C.
Tsai, Fuu-Jen
Tuomilehto, Jaakko
Tusie-Luna, Teresa
Udler, Miriam S.
Valladares-Salgado, Adan
van Dam, Rob M.
van Klinken, Jan B.
Varma, Rohit
Wacher-Rodarte, Niels
Wheeler, Eleanor
Wickremasinghe, Ananda R.
van Dijk, Ko Willems
Witte, Daniel R.
Yajnik, Chittaranjan S.
Yamamoto, Ken
Yamamoto, Kenichi
Yoon, Kyungheon
Yu, Canqing
Yuan, Jian-Min
Yusuf, Salim
Zawistowski, Matthew
Zhang, Liang
Zheng, Wei
Raffel, Leslie J.
Igase, Michiya
Ipp, Eli
Redline, Susan
Cho, Yoon Shin
Lind, Lars
Province, Michael A.
Fornage, Myriam
Hanis, Craig L.
Ingelsson, Erik
Zonderman, Alan B.
Psaty, Bruce M.
Wang, Ya-Xing
Rotimi, Charles N.
Becker, Diane M.
Matsuda, Fumihiko
Liu, Yongmei
Yokota, Mitsuhiro
Kardia, Sharon L. R.
Peyser, Patricia A.
Pankow, James S.
Engert, James C.
Bonnefond, Amelie
Froguel, Philippe
Wilson, James G.
Sheu, Wayne H. H.
Wu, Jer-Yuarn
Hayes, M. Geoffrey
Ma, Ronald C. W.
Wong, Tien-Yin
Mook-Kanamori, Dennis O.
Tuomi, Tiinamaija
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
Chen, Yii-Der Ida
Rich, Stephen S.
McKean-Cowdin, Roberta
Grallert, Harald
Cheng, Ching-Yu
Ghanbari, Mohsen
Tai, E-Shyong
Dupuis, Josee
Kato, Norihiro
Laakso, Markku
Koettgen, Anna
Koh, Woon-Puay
Bowden, Donald W.
Palmer, Colin N. A.
Kooner, Jaspal S.
Kooperberg, Charles
Liu, Simin
North, Kari E.
Saleheen, Danish
Hansen, Torben
Pedersen, Oluf
Wareham, Nicholas J.
Lee, Juyoung
Kim, Bong-Jo
Millwood, Iona Y.
Walters, Robin G.
Stefansson, Kari
Ahlqvist, Emma
Goodarzi, Mark O.
Mohlke, Karen L.
Langenberg, Claudia
Haiman, Christopher A.
Loos, Ruth J. F.
Florez, Jose C.
Rader, Daniel J.
Ritchie, Marylyn D.
Zollner, Sebastian
Magi, Reedik
Marston, Nicholas A.
Ruff, Christian T.
van Heel, David A.
Finer, Sarah
Denny, Joshua C.
Yamauchi, Toshimasa
Kadowaki, Takashi
Chambers, John C.
Ng, Maggie C. Y.
Sim, Xueling
Below, Jennifer E.
Tsao, Philip S.
Chang, Kyong-Mi
McCarthy, Mark I.
Meigs, James B.
Mahajan, Anubha
Spracklen, Cassandra N.
Mercader, Josep M.
Boehnke, Michael
Rotter, Jerome I.
Vujkovic, Marijana
Voight, Benjamin F.
Morris, Andrew P.
Zeggini, Eleftheria
AffiliationUniv Manchester, Div Musculoskeletal & Dermatol Sci, Ctr Genet & Genom Versus Arthrit, Ctr Musculoskeletal Res, Manchester, Lancs, England
Univ Tokyo, Dept Diabet & Metab Dis, Grad Sch Med, Tokyo, Japan
Osaka Univ, Dept Stat Genet, Grad Sch Med, Suita, Osaka, Japan
German Res Ctr Environm Hlth, Inst Translat Genom, Helmholtz Zentrum Munchen, Neuherberg, Germany
NHGRI, Ctr Precis Hlth Res, NIH, Bethesda, MD 20892 USA
Univ Cambridge, Dept Publ Hlth & Primary Care, British Heart Fdn Cardiovasc Epidemiol Unit, Cambridge, England
Univ Cambridge, Heart & Lung Res Inst, Cambridge, England
Nanjing Med Univ, Sch Publ Hlth, Dept Epidemiol, Nanjing, Peoples R China
Univ Michigan, Dept Biostat, Ann Arbor, MI 48109 USA
Univ Michigan, Ctr Stat Genet, Ann Arbor, MI 48109 USA
Corporal Michael J Crescenz VA Med Ctr, Philadelphia, PA USA
Univ Penn, Perelman Sch Med, Dept Syst Pharmacol & Translat Therapeut, Philadelphia, PA 19104 USA
Univ Penn, Perelman Sch Med, Dept Genet, Philadelphia, PA 19104 USA
Broad Inst MIT & Harvard, Program Metab, Cambridge, MA 02142 USA
Broad Inst MIT & Harvard, Program Med & Populat Genet, Cambridge, MA 02142 USA
Massachusetts Gen Hosp, Diabet Unit, Boston, MA 02114 USA
Massachusetts Gen Hosp, Ctr Genom Med, Boston, MA 02114 USA
Harvard Med Sch, Brigham & Womens Hosp, Div Cardiovasc Med, TIMI Study Grp, Boston, MA 02115 USA
Queen Mary Univ London, William Harvey Res Inst, Barts & London Sch Med & Dent, London, England
Tech Univ Munich, Grad Sch Expt Med, Munich, Germany
Helmholtz Munich, Munich Sch Data Sci, Neuherberg, Germany
Univ Tokyo, Grad Sch Med, Dept Genome Informat, Tokyo, Japan
Osaka Univ, Inst Open & Transdisciplinary Res Initiat, Integrated Frontier Res Med Sci Div, Suita, Osaka, Japan
RIKEN, Lab Syst Genet, Ctr Integrat Med Sci, Yokohama, Kanagawa, Japan
Icahn Sch Med Mt Sinai, Charles Bronfman Inst Personalized Med, New York, NY 10029 USA
Vanderbilt Univ, Med Ctr, Dept Med, Nashville, TN USA
Univ Tartu, Inst Genom, Estonian Genome Ctr, Tartu, Estonia
Univ Oxford, Nuffield Dept Populat Hlth, Oxford, England
Univ Oxford, Med Res Council, Populat Hlth Res Unit, Oxford, England
Harbor UCLA Med Ctr, Inst Translat Genom & Populat Sci, Lundquist Inst Biomed Innovat, Dept Pediat, Torrance, CA 90509 USA
Imperial Coll London, Dept Epidemiol & Biostat, London, England
London Northwest Healthcare NHS Trust, Ealing Hosp, Dept Cardiol, London, England
Natl Inst Hlth, Div Genome Sci, Dept Precis Med, Cheongju, South Korea
Univ N Carolina, Dept Epidemiol, Gillings Sch Global Publ Hlth, Chapel Hill, NC 27515 USA
Natl Ctr Global Hlth & Med, Res Inst, Dept Gene Diagnost & Therapeut, Tokyo, Japan
German Res Ctr Environm Hlth, Inst Epidemiol, Helmholtz Zentrum Munchen, Neuherberg, Germany
McMaster Univ, Dept Med, Hamilton, ON, Canada
Hamilton Hlth Sci, Populat Hlth Res Inst, Hamilton, ON, Canada
McMaster Univ, 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, Sch Clin Med, Cambridge, England
Univ Liverpool, Dept Hlth Data Sci, Liverpool, Merseyside, England
Univ Penn, Div Translat Med & Human Genet, Philadelphia, PA 19104 USA
Brown Univ, Sch Publ Hlth, Dept Epidemiol, Providence, RI 02912 USA
Univ Toronto, Dept Anthropol, Mississauga, ON, Canada
Natl Univ Singapore, Saw Swee Hock Sch Publ Hlth, Singapore, Singapore
Natl Univ Hlth Syst, Singapore, Singapore
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 Copenhagen, Fac Hlth & Med Sci, Novo Nordisk Fdn Ctr Basic Metab Res, Copenhagen, Denmark
Harvard Univ, Dept Biostat, Boston, MA USA
Brigham & Womens Hosp, Div Sleep & Circadian Disorders, 75 Francis St, Boston, MA 02115 USA
Harvard Univ, Dept Med, Boston, MA USA
Univ Freiburg, Inst Genet Epidemiol, Fac Med, Dept Data Driven Med, Freiburg, Germany
Univ Freiburg, Med Ctr, Freiburg, Germany
Univ Texas Hlth Sci Ctr Houston, Dept Epidemiol Human Genet & Environm Sci, Sch Publ Hlth, Houston, TX 77030 USA
German Ctr Diabet Res DZD, Neuherberg, Germany
German Res Ctr Environm Hlth, Res Unit Mol Epidemiol, Helmholtz Zentrum Munchen, Neuherberg, Germany
Keck Sch Med USC, Dept Populat & Publ Hlth Sci, Los Angeles, CA USA
Leiden Univ, Dept Cardiol, Med Ctr, Leiden, Netherlands
Leiden Univ, Sect Gerontol & Geriatr, Dept Internal Med, Med Ctr, Leiden, Netherlands
Seoul Natl Univ Hosp, Dept Internal Med, Seoul, South Korea
Vanderbilt Univ, Inst Med & Publ Hlth, Vanderbilt Genet Inst, Div Epidemiol,Med Ctr,Dept Med, Nashville, TN USA
Univ Oxford, Nuffield Dept Surg Sci, Oxford, England
Univ Chicago, Inst Populat & Precis Hlth IPPH, Div Biol Sci, Chicago, IL 60637 USA
Univ Virginia, Sch Med, Dept Publ Hlth Sci, Charlottesville, VA 22908 USA
Univ Virginia, Sch Med, Ctr Publ Hlth Gen, 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
Sungkyunkwan Univ, Samsung Adv Inst Hlth Sci & Technol SAIHST, Samsung Med Ctr, Seoul, South Korea
Northwestern Univ, Feinberg Sch Med, Dept Prevent Med, Chicago, IL 60611 USA
Acad Sinica, Inst Biomed Sci, Taipei, Taiwan
Univ N Carolina, Dept Genet, Chapel Hill, NC 27515 USA
Wellcome Sanger Inst, Dept Human Genet, Wellcome Genome Campus, Hinxton, England
NIA, Neurogenet Lab, 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
Ochsner Hlth, Div Acad, New Orleans, LA 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
Harvard Med Sch, Boston, MA 02115 USA
Univ Cambridge, Dept Clin Biochem, Wellcome Trust Med Res Council, Metab Res Labs,Inst Metab Sci, Cambridge, England
Univ Groningen, Univ Med Ctr Groningen, Dept Epidemiol, Groningen, Netherlands
Isfahan Univ Med Sci, Dept Bioinformat, Esfahan, Iran
Cedars Sinai Med Ctr, Dept Med, Div Endocrinol Diabet & Metab, Los Angeles, CA 90048 USA
Lund Univ, Diabet Ctr, Skane Univ Hosp, Dept Clin Sci, Malmo, Sweden
Univ N Carolina, Dept Nutr, Gillings Sch Global Publ Hlth, Chapel Hill, NC 27515 USA
Inst Nacl Ciencias Med & Nutr Salvador Zubiran, Unidad Invest Enfermedades Metab, Mexico City, DF, Mexico
Inst Nacl Ciencias Med & Nutr Salvador Zubiran, Dept Endocrinol & Metab, Mexico City, DF, Mexico
Steno Diabet Ctr Copenhagen, Herlev, Denmark
Univ Copenhagen, Dept Biol, Bioinformat Ctr, Copenhagen, Denmark
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
Univ Southern Denmark, Inst Reg Hlth Res, Odense, Denmark
Vejle Hosp, Dept Clin Biochem, Vejle, Denmark
Keck Sch Med USC, Div Endocrinol & Diabet, Dept Med, Los Angeles, CA USA
Univ Michigan, Dept Internal Med, Ann Arbor, MI 48109 USA
Univ Cambridge, Sch Clin Med, Addenbrookes Hosp, British Heart Fdn Ctr Res Excellence, Cambridge, England
Univ Cambridge, Hlth Data Res UK Cambridge, Wellcome Genome Campus, Hinxton, England
Univ Cambridge, Natl Inst Hlth & Care Res NIHR, Blood & Transplant Unit BTRU, Donor Hlth & Behav,Heart & Lung Res Inst, Cambridge, England
Lille Univ Hosp, CNRS, European Genom Inst Diabet EGID, Inst Pasteur Lille,UMR 8199,INSERM,U1283, Lille, France
Univ Lille, Lille, France
Chinese Univ Hong Kong, Li Ka Shing Inst Hlth Sci, Hong Kong, Peoples R China
Chinese Univ Hong Kong, Hong Kong Inst Diabet & Obes, Hong Kong, Peoples R China
Singapore Natl Eye Ctr, Singapore Eye Res Inst, Singapore, Singapore
Univ Exeter, Exeter Med Sch, Exeter Ctr Excellence Diabet ExCEeD, Exeter, Devon, England
Wellcome Sanger Inst, Wellcome Genome Campus, Hinxton, England
Wake Forest Sch Med, Dept Biostat & Data Sci, Winston Salem, NC 27101 USA
Natl Taiwan Univ Hosp, Div Endocrinol & Metab, Dept Internal Med, 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, Dept Med, Fac Med, Ragama, Sri Lanka
Harokopio Univ Athens, Dept Nutr & Dietet, Athens, Greece
Wake Forest Sch Med, Ctr Genom & Personalized Med Res, Winston Salem, NC USA
Univ N Carolina, Carolina Populat Ctr, Chapel Hill, NC 27515 USA
Charite Univ Med Berlin, Dept Nephrol & Med Intens Care Med, Berlin, Germany
Friedrich Alexander Univ Erlangen Nurnberg, Dept Hypertens & Nephrol, Erlangen, Germany
Univ Washington, Dept Biostat, Seattle, WA 98195 USA
Calif Pacific Med Ctr Res Inst, San Francisco, CA USA
NIA, Lab Epidemiol & Populat Sci, NIH, Baltimore, MD 21224 USA
Univ Tartu, Inst Math & Stat, Tartu, Estonia
Univ Glasgow, Robertson Ctr Biostat, Glasgow, Lanark, Scotland
Erasmus MC Univ Med Ctr, Dept Epidemiol, Rotterdam, Netherlands
Univ Exeter, Univ Exeter Med Sch, Genet Complex Traits, Exeter, Devon, England
Wake Forest Sch Med, Dept Internal Med, Winston Salem, NC 27101 USA
Harbor UCLA Med Ctr, Dept Med, Div Endocrinol & Metab, Lundquist Res Inst, Torrance, CA 90509 USA
Uppsala Univ, Dept Publ Hlth & Caring Sci, Uppsala, Sweden
Inst Nacl Salud Publ, Ctr Estudios Diabet, Ctr Invest Salud Poblac, Unidad Invest Diabet & Riesgo Cardiovasc, Mexico City, DF, Mexico
Univ Minnesota, Dept Lab Med & Pathol, Minneapolis, MN 55455 USA
Univ Penn, Perelman Sch Med, Genom & Computat Biol Grad Grp, Philadelphia, PA 19104 USA
Univ Helsinki, Inst Mol Med Finland FIMM, Helsinki, Finland
Folkhalsan Res Ctr, Helsinki, Finland
Univ Exeter, Med Sch, Exeter, Devon, England
Heinrich Heine Univ Dusseldorf, Inst Clin Diabetol, German Diabet Ctr, Leibniz Ctr Diabet Res, Dusseldorf, Germany
Heinrich Heine Univ Dusseldorf, Med Fac, Dept Endocrinol & Diabetol, Dusseldorf, Germany
Heinrich Heine Univ Dusseldorf, Univ Hosp Dusseldorf, Dusseldorf, Germany
RIKEN Ctr Integrat Med Sci, Lab Genom Diabet & Metab, Yokohama, Kanagawa, Japan
Univ N Carolina, Dept Biostat, Gillings Sch Global Publ Hlth, Chapel Hill, NC 27515 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
Shanghai Inst Biomed & Pharmaceut Technol, Shanghai MOST Key Lab Hlth & Dis Genom, Shanghai, Peoples R China
Triserv Gen Hosp, Div Endocrine & Metab, Songshan Branch, Taipei, Taiwan
Natl Def Med Ctr, Sch Med, Taipei, Taiwan
Natl Inst Hlth, Div Genome Sci, Dept Precis Med, Cheongju, South Korea
Taipei Vet Gen Hosp, Sect Endocrinol & Metab, Dept Med, 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
Bispebjerg & Frederiksberg Hosp, Ctr Clin Res & Prevent, Frederiksberg, Denmark
Univ Copenhagen, Fac Hlth & Med Sci, Copenhagen, Denmark
Aalborg Univ, Fac Med, Aalborg, Denmark
City Hope Natl Med Ctr, Dept Clin Diabet Endocrinol & Metab, Dept Translat Res & Cellular Therapeut, Duarte, CA USA
Univ Kelaniya, Dept Publ Hlth, Fac Med, 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 Res & Technol, Genome Inst Singapore, Res & Technol, Singapore, Singapore
Sungkyunkwan Univ, Dept Mol Cell Biol, Sch Med, Suwon, South Korea
Med Univ Innsbruck, Inst Genet Epidemiol, Innsbruck, Austria
Univ Eastern Finland, Inst Clin Med, Internal Med, Kuopio, Finland
Kuopio Univ Hosp, Kuopio, Finland
Univ Colorado Denver, Dept Med, Anschutz Med Campus, Aurora, CO USA
VA Salt Lake City Hlth Care Syst, Salt Lake City, UT USA
Univ Utah, Sch Med, Dept Internal Med, Salt Lake City, UT 84112 USA
Soochunhyang Univ, Soochunhyang Inst Medibio Sci, Dept Internal Med, Coll Med, Cheonan, South Korea
Soochunhyang Univ, Div Endocrinol, Dept Internal Med, Coll Med, Cheonan, South Korea
Sungkyunkwan Univ, Dept Med, Samsung Med Ctr, Sch Med, Seoul, South Korea
Univ San Carlos, USC Off Populat Studies Fdn, Cebu, Philippines
Harvard Med Sch, Dept Med, Boston, MA 02115 USA
Massachusetts Gen Hosp, Div Gen Internal Med, Boston, MA 02114 USA
Peking Univ, Sch Publ Hlth, Dept Epidemiol & Biostat, Beijing, Peoples R China
Peking Univ, Ctr Publ Hlth & Epidem Preparedness & Response, Beijing, Peoples R China
Leiden Univ, Dept Clin Epidemiol, Med Ctr, Leiden, Netherlands
Univ Oxford, Nuffield Dept Med, Wellcome Ctr Human Genet, Oxford, England
Broad Inst, Program Med & Populat Genet, Cambridge, MA USA
Univ Oxford, Big Data Inst, Li Ka Shing Ctr Hlth Informat & Discovery, Oxford, England
Univ Copenhagen, Fac Hlth & Med Sci, Dept Clin Med, Copenhagen, Denmark
Boston Univ, Sch Publ Hlth, Dept Biostat, Boston, MA USA
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, Sch Med, Dept Med, Div Genom & Bioinformat, St Louis, MO 63110 USA
Univ Texas Hlth Sci Ctr Houston, Sch Publ Hlth, Dept Biostatist & Data Sci, Houston, TX 77030 USA
Lund Univ, Dept Clin Sci Diabet & Endocrinol, Diabet Ctr, Malmo, Sweden
Univ Bergen, Dept Clin Sci, Ctr Diabet Res, Bergen, Norway
Univ Ryukyus, Grad Sch Med, Dept Adv Genom & Lab Med, Nishihara, Okinawa, Japan
Univ Ryukyus Hosp, Div Clin Lab & Blood Transfus, Nishihara, Okinawa, Japan
Natl & Kapodistrian Univ Athens, Dromokaiteio Psychiat Hosp, Athens, Greece
Acad Sci & Innovat Res AcSIR, Ghaziabad, India
Univ Tokyo, Grad Sch Frontier Sci, Computat Biol & Med Sci, Tokyo, Japan
German Res Ctr Environm Hlth, Inst Human Genet, Helmholtz Zentrum Munchen, 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
New York Med Coll, Dept Med & Pharmacol, Valhalla, NY 10595 USA
Data Tecn Int, Glen Echo, MD USA
NIH, Ctr Alzheimers & Related Dementias, Bldg 10, Bethesda, MD 20892 USA
Osaka Univ, Immunol Frontier Res Ctr WPI IFReC, Lab Stat Immunol, Suita, Osaka, Japan
Osaka Univ, Premium Res Inst Human Metaverse Med WPI PRIMe, Suita, Osaka, 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
Ludwig Maximilians Univ Munchen, Inst Med Informat Proc Biometry & Epidemiol, Munich, Germany
Univ KwaZulu Natal, Nelson R Mandela Sch Med, Dept Endocrinol & Diabet, Coll Hlth Sci, Durban, South Africa
Acad Sci & Innovat Res, CSIR Human Resource Dev Campus, Ghaziabad, India
CSIR Inst Genom & Integrat Biol, Genom & Mol Med Unit, New Delhi, India
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 Glasgow, Sch Cardiovasc & Metab Hlth, Glasgow, Lanark, Scotland
Univ Michigan, Inst Social Res, Survey Res Ctr, Ann Arbor, MI USA
German Res Ctr Environm Hlth, Inst Genet Epidemiol, Helmholtz Zentrum Munchen, Neuherberg, Germany
Johannes Gutenberg Univ Mainz, Univ Med Ctr, Inst Med Biostat Epidemiol & Informat IMBEI, Mainz, Germany
Ludwig Maximilians Univ Munchen, Inst Med Informat Proc Biometry & Epidemiol, Chair Genet Epidemiol, Fac Med, Munich, Germany
Univ Iceland, 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, Populat Hlth Unit, Helsinki, Finland
Natl Sch Publ Hlth, Madrid, Spain
Univ Helsinki, Dept Publ Hlth, Helsinki, Finland
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, Inst Invest Biomed, Dept Med Genom & Toxiol Ambiental, Mexico City, DF, Mexico
Hosp Especialidades Ctr Med La Raza, Inst Mexicano Seguro Social, Ctr Med Nacl Siglo XXI, Unidad Invest Med Bioquim, Mexico City, DF, Mexico
Leiden Univ, Einthoven Lab Expt Vasc Med, Med Ctr, Leiden, Netherlands
Leiden Univ, Dept Human Genet, Med Ctr, Leiden, Netherlands
Univ Amsterdam, Dept Clin Chem, Lab Genet Metab Dis, Med Ctr, Amsterdam, Netherlands
CHA Hollywood Presbyterian Hosp, Southern Calif Eye Inst, Los Angeles, CA USA
Hosp Especialidades Ctr Med La Raza, Inst Mexicano Seguro Social, Ctr Med Nacl Siglo XXI, Unidad Invest Med Epidemiol Clin, Mexico City, DF, Mexico
Leiden Univ, Div Endocrinol, Dept Internal Med, Med Ctr, 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
Osaka Univ, Dept Pediat, Grad Sch Med, Suita, Osaka, Japan
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, Div Genet & Genom Med, Dept Pediat, Irvine, CA USA
Ehime Univ, Dept Antiaging Med, Grad Sch Med, Touon, 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, Sch Publ Hlth, Inst Mol Med, Houston, TX 77030 USA
Univ Texas Hlth Sci Ctr Houston, Ctr Human Genet, Houston, TX 77030 USA
Stanford Univ, 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
Univ Washington, Dept Hlth Syst & Populat Hlth, Seattle, WA 98195 USA
Capital Med Univ, Beijing Inst Ophthalmol, Beijing Tongren Hosp, Ophthalmol & Visual Sci Key Lab, Beijing, Peoples R China
Duke Univ, Sch Med, Dept Med, Div Cardiol, Durham, NC 27706 USA
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, Dept Metab Digest & Reprod, London, England
Beth Israel Deaconess Med Ctr, Div Cardiovasc Med, Boston, MA 02215 USA
Taichung Vet Gen Hosp, Div Endocrinol & Metab, Dept Med, Taichung, Taiwan
Northwestern Univ, Dept Med, Div Endocrinol Metab & Mol Med, Feinberg Sch Med, Chicago, IL 60611 USA
Northwestern Univ, Ctr Genet Med, Feinberg Sch Med, Chicago, IL 60611 USA
Northwestern Univ, Dept Anthropol, Evanston, IL 60208 USA
Helsinki Univ Hosp, Dept Endocrinol, Helsinki, Finland
Govt India, Dept Sci & Technol, Sci & Engn Res Board SERB, Minist Sci & Technol, New Delhi, India
Jawaharlal Nehru Univ, Sch Biotechnol, Syst Genom Lab, New Delhi, India
McMaster Univ, Dept Pathol & Mol Med, Hamilton, ON, Canada
Seoul Natl Univ, Grad Sch Convergence Sci & Technol, Dept Mol Med & Biopharmaceut Sci, Seoul, South Korea
Netherlands Heart Inst, Utrecht, Netherlands
Univ Virginia, Sch Med, Ctr Publ Hlth Genom, Charlottesville, VA 22908 USA
German Res Ctr Environm Hlth, Res Unit Mol Epidemiol, Helmholtz Zentrum Munchen, Munich, Germany
Duke NUS Med Sch, Singapore, Singapore
McGill Univ, Dept Epidemiol Biostat & Occupat Hlth, Montreal, PQ, Canada
Agcy Sci Technol & Res STAR, Singapore Inst Clin Sci, Singapore, Singapore
Natl Univ Singapore, Yong Loo Lin Sch Med, Hlth Longev Translat Res Programme, Singapore, Singapore
Wake Forest Sch Med, Ctr Diabet Res, Winston Salem, NC 27101 USA
Wake Forest Sch Med, Dept Biochem, Winston Salem, NC 27101 USA
Univ Dundee, Pat Macpherson Ctr Pharmacogenet & Pharmacogen, Dundee, Scotland
Imperial Coll London, Imperial Coll Healthcare NHS Trust, London, England
Imperial Coll London, MRC PHE Ctr Environm & Hlth, London, England
Imperial Coll London, Natl Heart & Lung Inst, London, England
Brown Univ, Dept Med, Alpert Sch Med, Providence, RI 02912 USA
Columbia Univ, Dept Med, Irving Med Ctr, New York, NY USA
Columbia Univ, Dept Cardiol, Irving Med Ctr, New York, NY USA
Ctr Noncommunicable Dis, Karachi, Pakistan
Charite, Berlin Inst Hlth, Computat Med, Berlin, Germany
Queen Mary Univ London, Precis Healthcare Univ Res Inst, London, England
Keck Sch Med USC, Dept Prevent Med, Los Angeles, CA USA
Ichan Sch Med Mt Sinai, Mindich Child Hlth & Dev Inst, New York, NY USA
Univ Penn, Dept Med, Div Translat Med & Therapeut, Perelman Sch Med, Philadelphia, PA 19104 USA
Univ Penn, Inst Translat Med & Therapeut, Perelman Sch Med, Philadelphia, PA 19104 USA
Univ Penn, Dept Pediat, Perelman Sch Med, Philadelphia, PA 19104 USA
Univ Penn, Ctr Precis Med, Perelman Sch Med, Philadelphia, PA 19104 USA
KeywordsGENOME-WIDE ASSOCIATION
METABOLIC SYNDROME
JAPANESE
METAANALYSIS
REGRESSION
DISCOVERY
ACCURACY
INSIGHTS
RISK
Issue Date19-Feb-2024
PublisherNATURE
AbstractType 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 x 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.
URIhttp://hdl.handle.net/20.500.11897/706426
ISSN0028-0836
DOI10.1038/s41586-024-07019-6
IndexedSCI(E)
Appears in Collections:公共卫生学院

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