Title | Genetic drivers of heterogeneity in type 2 diabetes pathophysiology |
Authors | Suzuki, 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 |
Affiliation | Univ 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 |
Keywords | GENOME-WIDE ASSOCIATION METABOLIC SYNDROME JAPANESE METAANALYSIS REGRESSION DISCOVERY ACCURACY INSIGHTS RISK |
Issue Date | 19-Feb-2024 |
Publisher | NATURE |
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 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. |
URI | http://hdl.handle.net/20.500.11897/706426 |
ISSN | 0028-0836 |
DOI | 10.1038/s41586-024-07019-6 |
Indexed | SCI(E) |
Appears in Collections: | 公共卫生学院 |