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Exome sequencing of 20,791 cases of type 2 diabetes and 24,440 controls

机译:20,791例2型糖尿病和24,440例对照的外显子组测序

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摘要

Protein-coding genetic variants that strongly affect disease risk can yield relevant clues to disease pathogenesis. Here we report exome-sequencing analyses of 20,791 individuals with type 2 diabetes (T2D) and 24,440 non-diabetic control participants from 5 ancestries. We identify gene-level associations of rare variants (with minor allele frequencies of less than 0.5%) in 4 genes at exome-wide significance, including a series of more than 30 SLC30A8 alleles that conveys protection against T2D, and in 12 gene sets, including those corresponding to T2D drug targets (P = 6.1 x 10(-3)) and candidate genes from knockout mice (P = 5.2 x 10(-3)). Within our study, the strongest T2D gene-level signals for rare variants explain at most 25% of the heritability of the strongest common single-variant signals, and the gene-level effect sizes of the rare variants that we observed in established T2D drug targets will require 75,000-185,000 sequenced cases to achieve exome-wide significance. We propose a method to interpret these modest rare-variant associations and to incorporate these associations into future target or gene prioritization efforts.
机译:严重影响疾病风险的蛋白质编码遗传变异可提供有关疾病发病机理的线索。在这里,我们报告了来自5个祖先的20,791名2型糖尿病(T2D)患者和24,440名非糖尿病对照参与者的外显子组测序分析。我们在整个外显子组意义上确定了4个基因中罕见变体(次要等位基因频率小于0.5%的次要频率)的基因水平关联,包括一系列针对T2D进行保护的30多个SLC30A8等位基因,以及12个基因组,包括与T2D药物靶标对应的那些(P = 6.1 x 10(-3))和基因敲除小鼠的候选基因(P = 5.2 x 10(-3))。在我们的研究中,罕见变异的最强T2D基因水平信号最多解释了最强烈的常见单变异信号的遗传力的25%,以及我们在已建立的T2D药物靶标中观察到的罕见变异的基因水平效应大小将需要75,000-185,000个测序病例才能达到全基因组意义。我们提出了一种方法来解释这些适度的稀有变异关联并将这些关联纳入未来的目标或基因优先排序工作。

著录项

  • 来源
    《Nature》 |2019年第7759期|71-76|共6页
  • 作者

    Flannick Jason; Mercader Josep M.; Fuchsberger Christian; Udler Miriam S.; Mahajan Anubha; Wessel Jennifer; Teslovich Tanya M.; Caulkins Lizz; Koesterer Ryan; Barajas-Olmos Francisco; Blackwell Thomas W.; Boerwinkle Eric; Brody Jennifer A.; Centeno-Cruz Federico; Chen Ling; Chen Siying; Contreras-Cubas Cecilia; Cordova Emilio; Correa Adolfo; Cortes Maria; DeFronzo Ralph A.; Dolan Lawrence; Drews Kimberly L.; Elliott Amanda; Floyd James S.; Gabriel Stacey; Garay-Sevilla Maria Eugenia; Garcia-Ortiz Humberto; Gross Myron; Han Sohee; Heard-Costa Nancy L.; Jackson Anne U.; Jorgensen Marit E.; Kang Hyun Min; Kelsey Megan; Kim Bong-Jo; Koistinen Heikki A.; Kuusisto Johanna; Leader Joseph B.; Linneberg Allan; Liu Ching-Ti; Liu Jianjun; Lyssenko Valeriya; Manning Alisa K.; Marcketta Anthony; Malacara-Hernandez Juan Manuel; Martinez-Hernandez Angelica; Matsuo Karen; Mayer-Davis Elizabeth; Mendoza-Caamal Elvia; Mohlke Karen L.; Morrison Alanna C.; Ndungu Anne; Ng Maggie C. Y.; ODushlaine Colm; Payne Anthony J.; Pihoker Catherine; Post Wendy S.; Preuss Michael; Psaty Bruce M.; Vasan Ramachandran S.; Rayner N. William; Reiner Alexander P.; Revilla-Monsalve Cristina; Robertson Neil R.; Santoro Nicola; Schurmann Claudia; So Wing Yee; Soberon Xavier; Stringham Heather M.; Strom Tim M.; Tam Claudia H. T.; Thameem Farook; Tomlinson Brian; Torres Jason M.; Tracy Russell P.; van Dam Rob M.; Vujkovic Marijana; Wang Shuai; Welch Ryan P.; Witte Daniel R.; Wong Tien-Yin; Atzmon Gil; Barzilai Nir; Blangero John; Bonnycastle Lori L.; Bowden Donald W.; Chambers John C.; Chan Edmund; Cheng Ching-Yu; Cho Yoon Shin; Collins Francis S.; De Vries Paul S.; Duggirala Ravindranath; Glaser Benjamin; Gonzalez Clicerio; Elena Gonzalez Ma; Groop Leif; Kooner Jaspal Singh; Kwak Soo Heon; Laakso Markku; Lehman Donna M.; Nilsson Peter; Spector Timothy D.; Tai E. Shyong; Tuomi Tiinamaija; Tuomilehto Jaakko; Wilson James G.; Aguilar-Salinas Carlos A.; Bottinger Erwin; Burke Brian; Carey David J.; Chan Juliana C. N.; Dupuis Josee; Frossard Philippe; Heckbert Susan R.; Hwang Mi Yeong; Kim Young Jin; Kirchner H. Lester; Lee Jong-Young; Lee Juyoung; Loos Ruth J. F.; Ma Ronald C. W.; Morris Andrew D.; ODonnell Christopher J.; Palmer Colin N. A.; Pankow James; Park Kyong Soo; Rasheed Asif; Saleheen Danish; Sim Xueling; Small Kerrin S.; Teo Yik Ying; Haiman Christopher; Hanis Craig L.; Henderson Brian E.; Orozco Lorena; Tusie-Luna Teresa; Dewey Frederick E.; Baras Aris; Gieger Christian; Meitinger Thomas; Strauch Konstantin; Lange Leslie; Grarup Niels; Hansen Torben; Pedersen Oluf; Zeitler Philip; Dabelea Dana; Abecasis Goncalo; Bell Graeme I.; Cox Nancy J.; Seielstad Mark; Sladek Rob; Meigs James B.; Rich Steve S.; Rotter Jerome I.; Altshuler David; Burtt Noel P.; Scott Laura J.; Morris Andrew P.; Florez Jose C.; McCarthy Mark I.; Boehnke Michael;

  • 作者单位

    Broad Inst, Program Metab, Cambridge, MA 02142 USA|Boston Childrens Hosp, Div Genet & Genom, Boston, MA 02115 USA|Harvard Med Sch, Dept Pediat, Boston, MA 02115 USA|Broad Inst, Program Med & Populat Genet, Cambridge, MA 02142 USA;

    Broad Inst, Program Metab, Cambridge, MA 02142 USA|Broad Inst, Program Med & Populat Genet, Cambridge, MA 02142 USA|Massachusetts Gen Hosp, Ctr Genom Med, Boston, MA 02114 USA|Massachusetts Gen Hosp, Diabet Unit, Diabet Res Ctr, Boston, MA 02114 USA|Harvard Med Sch, Dept Med, Boston, MA 02115 USA;

    Univ Michigan, Dept Biostat, Ann Arbor, MI 48109 USA|Eurac Res, Inst Biomed, Bolzano, Italy|Univ Michigan, Ctr Stat Genet, Ann Arbor, MI 48109 USA;

    Broad Inst, Program Metab, Cambridge, MA 02142 USA|Broad Inst, Program Med & Populat Genet, Cambridge, MA 02142 USA|Massachusetts Gen Hosp, Ctr Genom Med, Boston, MA 02114 USA|Massachusetts Gen Hosp, Diabet Unit, Diabet Res Ctr, Boston, MA 02114 USA|Harvard Med Sch, Dept Med, Boston, MA 02115 USA;

    Univ Oxford, Nuffield Dept Med, Wellcome Ctr Human Genet, Oxford, England|Univ Oxford, Radcliffe Dept Med, Oxford Ctr Diabet Endocrinol & Metab, Oxford, England;

    Indiana Univ, Fairbanks Sch Publ Hlth, Dept Epidemiol, Indianapolis, IN 46204 USA|Indiana Univ, Sch Med, Dept Med, Indianapolis, IN USA|Indiana Univ, Diabet Translat Res Ctr, Indianapolis, IN 46204 USA;

    Regeneron Pharmaceut, Regeneron Genet Ctr, Tarrytown, NY USA;

    Broad Inst, Program Metab, Cambridge, MA 02142 USA|Broad Inst, Program Med & Populat Genet, Cambridge, MA 02142 USA;

    Broad Inst, Program Metab, Cambridge, MA 02142 USA|Broad Inst, Program Med & Populat Genet, Cambridge, MA 02142 USA;

    Inst Nacl Med Genom, Mexico City, DF, Mexico;

    Univ Michigan, Dept Biostat, Ann Arbor, MI 48109 USA|Univ Michigan, Ctr Stat Genet, Ann Arbor, MI 48109 USA;

    Univ Texas Hlth Sci Ctr Houston, Sch Publ Hlth, Dept Epidemiol Human Genet & Environm Sci, Human Genet Ctr, Houston, TX 77030 USA|Baylor Coll Med, Human Genome Sequencing Ctr, Houston, TX 77030 USA;

    Univ Washington, Dept Med, Cardiovasc Res Unit, Seattle, WA USA;

    Inst Nacl Med Genom, Mexico City, DF, Mexico;

    Massachusetts Gen Hosp, Diabet Unit, Diabet Res Ctr, Boston, MA 02114 USA|Harvard Med Sch, Dept Med, Boston, MA 02115 USA;

    Univ Michigan, Dept Biostat, Ann Arbor, MI 48109 USA|Univ Michigan, Ctr Stat Genet, Ann Arbor, MI 48109 USA;

    Inst Nacl Med Genom, Mexico City, DF, Mexico;

    Inst Nacl Med Genom, Mexico City, DF, Mexico;

    Univ Mississippi, Med Ctr, Dept Med, Jackson, MS 39216 USA;

    Broad Inst MIT & Harvard, Cambridge, MA USA;

    Univ Texas Hlth Sci Ctr San Antonio, Dept Med, San Antonio, TX 78229 USA;

    Cincinnati Childrens Hosp Med Ctr, Cincinnati, OH 45229 USA;

    George Washington Univ, Ctr Biostat, Rockville, MD USA;

    Broad Inst, Program Metab, Cambridge, MA 02142 USA|Broad Inst, Program Med & Populat Genet, Cambridge, MA 02142 USA|Massachusetts Gen Hosp, Diabet Unit, Diabet Res Ctr, Boston, MA 02114 USA|Harvard Med Sch, Dept Med, Boston, MA 02115 USA;

    Univ Washington, Dept Med & Epidemiol, Seattle, WA 98195 USA;

    Broad Inst MIT & Harvard, Cambridge, MA USA;

    Univ Chicago, Dept Med, 5841 S Maryland Ave, Chicago, IL 60637 USA|Univ Chicago, Dept Human Genet, Chicago, IL 60637 USA;

    Inst Nacl Med Genom, Mexico City, DF, Mexico;

    Univ Minnesota, Dept Lab Med & Pathol, Minneapolis, MN 55455 USA;

    Natl Inst Hlth, Ctr Genome Sci, Div Genome Res, Cheongju, Chungcheongbuk, South Korea;

    Boston Univ, Sch Med, Dept Neurol, Boston, MA 02118 USA|NHLBI, Framingham Heart Study, Framingham, MA USA;

    Univ Michigan, Dept Biostat, Ann Arbor, MI 48109 USA|Univ Michigan, Ctr Stat Genet, Ann Arbor, MI 48109 USA;

    Steno Diabet Ctr Copenhagen, Gentofte, Denmark|Univ Southern Denmark, Natl Inst Publ Hlth, Copenhagen, Denmark|Univ Greenland, Greenland Ctr Hlth Res, Nuuk, Greenland;

    Univ Michigan, Dept Biostat, Ann Arbor, MI 48109 USA|Univ Michigan, Ctr Stat Genet, Ann Arbor, MI 48109 USA;

    George Washington Univ, Ctr Biostat, Rockville, MD USA;

    Natl Inst Hlth, Ctr Genome Sci, Div Genome Res, Cheongju, Chungcheongbuk, South Korea;

    Natl Inst Hlth & Welf, Dept Publ Hlth Solut, Helsinki, Finland|Univ Helsinki, Helsinki, Finland|Helsinki Univ Cent Hosp, Dept Med, Helsinki, Finland|Minerva Fdn, Helsinki, Finland;

    Univ Eastern Finland, Internal Med, Inst Clin Med, Kuopio, Finland|Kuopio Univ Hosp, Dept Med, Kuopio, Finland;

    Geisinger Hlth Syst, Danville, PA USA;

    Univ Copenhagen, Fac Hlth & Med Sci, Dept Clin Med, Copenhagen, Denmark|Bispebjerg & Frederiksberg Hosp, Ctr Clin Res & Prevent, Copenhagen, Denmark|Rigshosp, Dept Clin Expt Res, Copenhagen, Denmark;

    Boston Univ, Sch Publ Hlth, Dept Biostat, Boston, MA USA;

    Agcy Sci Technol & Res, Genome Inst Singapore, Singapore, Singapore|Natl Univ Singapore, Natl Univ Hlth Syst, Yong Loo Lin Sch Med, Dept Med, Singapore, Singapore|Natl Univ Singapore, Saw Swee Hock Sch Publ Hlth, Singapore, Singapore;

    Lund Univ, Ctr Diabet, Dept Clin Sci Diabet & Endocrinol, Malmo, Sweden|Univ Bergen, Dept Clin Sci, Bergen, Norway;

    Harvard Med Sch, Dept Med, Boston, MA 02115 USA|Harvard Univ, Massachusetts Gen Hosp, Clin & Translat Epidemiol Unit, Boston, MA 02115 USA;

    Regeneron Pharmaceut, Regeneron Genet Ctr, Tarrytown, NY USA;

    Univ Chicago, Dept Med, 5841 S Maryland Ave, Chicago, IL 60637 USA|Univ Chicago, Dept Human Genet, Chicago, IL 60637 USA;

    Inst Nacl Med Genom, Mexico City, DF, Mexico;

    Univ Michigan, Dept Biostat, Ann Arbor, MI 48109 USA|Univ Michigan, Ctr Stat Genet, Ann Arbor, MI 48109 USA;

    Univ N Carolina, Chapel Hill, NC 27515 USA;

    Inst Nacl Med Genom, Mexico City, DF, Mexico;

    Univ N Carolina, Dept Genet, Chapel Hill, NC 27515 USA;

    Univ Texas Hlth Sci Ctr Houston, Sch Publ Hlth, Dept Epidemiol Human Genet & Environm Sci, Human Genet Ctr, Houston, TX 77030 USA;

    Univ Oxford, Nuffield Dept Med, Wellcome Ctr Human Genet, Oxford, England;

    Wake Forest Sch Med, Ctr Diabet Res, Winston Salem, NC USA|Wake Forest Sch Med, Ctr Genom & Personalized Med Res, Winston Salem, NC USA|Wake Forest Sch Med, Dept Biochem, Winston Salem, NC USA;

    Regeneron Pharmaceut, Regeneron Genet Ctr, Tarrytown, NY USA;

    Univ Oxford, Nuffield Dept Med, Wellcome Ctr Human Genet, Oxford, England;

    Seattle Childrens Hosp, Seattle, WA USA;

    Johns Hopkins Univ, Dept Med, Div Cardiol, Baltimore, MD USA;

    Mt Sinai Sch Med, Charles R Bronfman Inst Personalized Med, New York, NY USA;

    Univ Washington, Cardiovasc Hlth Res Unit, Seattle, WA 98195 USA|Kaiser Permanente Washington Hlth Res Inst, Seattle, WA USA|Univ Washington, Dept Med, Seattle, WA USA|Univ Washington, Dept Epidemiol, Seattle, WA 98195 USA|Univ Washington, Dept Hlth Serv, Seattle, WA 98195 USA;

    NHLBI, Framingham Heart Study, Framingham, MA USA|Boston Univ, Sch Med, Prevent Med & Epidemiol, Med, Boston, MA 02118 USA;

    Univ Oxford, Nuffield Dept Med, Wellcome Ctr Human Genet, Oxford, England|Univ Oxford, Radcliffe Dept Med, Oxford Ctr Diabet Endocrinol & Metab, Oxford, England|Wellcome Trust Sanger Inst, Dept Human Genet, Hinxton, England;

    Univ Washington, Dept Epidemiol, Seattle, WA 98195 USA;

    Inst Mexicano Seguro Social SXXI, Mexico City, DF, Mexico;

    Univ Oxford, Nuffield Dept Med, Wellcome Ctr Human Genet, Oxford, England|Univ Oxford, Radcliffe Dept Med, Oxford Ctr Diabet Endocrinol & Metab, Oxford, England;

    Yale Univ, Dept Pediat, New Haven, CT 06520 USA;

    Mt Sinai Sch Med, Charles R Bronfman Inst Personalized Med, New York, NY USA;

    Chinese Univ Hong Kong, Dept Med & Therapeut, Hong Kong, Peoples R China|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;

    Inst Nacl Med Genom, Mexico City, DF, Mexico;

    Univ Michigan, Dept Biostat, Ann Arbor, MI 48109 USA|Univ Michigan, Ctr Stat Genet, Ann Arbor, MI 48109 USA;

    Tech Univ Munich, Inst Human Genet, Munich, Germany|German Res Ctr Environm Hlth, Helmholtz Zentrum Munchen, Inst Human Genet, Neuherberg, Germany;

    Chinese Univ Hong Kong, Dept Med & Therapeut, Hong Kong, Peoples R China|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;

    Kuwait Univ, Fac Med, Dept Biochem, Hlth Sci Ctr, Safat, Kuwait;

    Chinese Univ Hong Kong, Dept Med & Therapeut, Hong Kong, Peoples R China;

    Univ Oxford, Nuffield Dept Med, Wellcome Ctr Human Genet, Oxford, England;

    Univ Vermont, Robert Larner MD Coll Med, Dept Pathol & Lab Med, Burlington, VT USA|Univ Vermont, Dept Biochem, Robert Larner MD Coll Med, Burlington, VT 05405 USA;

    Natl Univ Singapore, Natl Univ Hlth Syst, Yong Loo Lin Sch Med, Dept Med, Singapore, Singapore|Natl Univ Singapore, Saw Swee Hock Sch Publ Hlth, Singapore, Singapore|Harvard Sch Publ Hlth, Dept Nutr, Boston, MA USA;

    Univ Penn, Dept Biostat & Epidemiol, Philadelphia, PA 19104 USA;

    Boston Univ, Sch Publ Hlth, Dept Biostat, Boston, MA USA;

    Univ Michigan, Dept Biostat, Ann Arbor, MI 48109 USA|Univ Michigan, Ctr Stat Genet, Ann Arbor, MI 48109 USA;

    Aarhus Univ, Dept Publ Hlth, Aarhus, Denmark|Danish Diabet Acad, Odense, Denmark;

    Singapore Natl Eye Ctr, Singapore Eye Res Inst, Singapore, Singapore|Duke NUS Med Sch Singapore, Singapore, Singapore|Natl Univ Singapore, Natl Univ Hlth Syst, Yong Loo Lin Sch Med, Dept Ophthalmol, Singapore, Singapore;

    Albert Einstein Coll Med, Dept Med, New York, NY USA|Univ Haifa, Fac Nat Sci, Haifa, Israel|Albert Einstein Coll Med, Dept Genet, New York, NY USA;

    Albert Einstein Coll Med, Dept Med, New York, NY USA|Albert Einstein Coll Med, Dept Genet, New York, NY USA;

    Univ Texas Rio Grande Valley, Dept Human Genet, Edinburg, TX USA|South Texas Diabet & Obes Inst, Brownsville, TX USA;

    NHGRI, Med Genom & Metab Genet Branch, NIH, Bethesda, MD 20892 USA;

    Wake Forest Sch Med, Ctr Diabet Res, Winston Salem, NC USA|Wake Forest Sch Med, Ctr Genom & Personalized Med Res, Winston Salem, NC USA|Wake Forest Sch Med, Dept Biochem, Winston Salem, NC USA;

    Imperial Coll London, Dept Epidemiol & Biostat, London, England|Ealing Hosp NHS Trust, Dept Cardiol, Southall, Middx, England|Imperial Coll London, Imperial Coll Healthcare NHS Trust, London, England;

    Natl Univ Singapore, Natl Univ Hlth Syst, Yong Loo Lin Sch Med, Dept Med, Singapore, Singapore;

    Duke NUS Med Sch, Ophthalmol & Visual Sci Acad Clin Program Eye ACP, Singapore, Singapore;

    Hallym Univ, Dept Biomed Sci, Chunchon, South Korea;

    NHGRI, Med Genom & Metab Genet Branch, NIH, Bethesda, MD 20892 USA;

    Univ Texas Hlth Sci Ctr Houston, Sch Publ Hlth, Dept Epidemiol Human Genet & Environm Sci, Human Genet Ctr, Houston, TX 77030 USA;

    Univ Texas Rio Grande Valley, Dept Human Genet, Edinburg, TX USA|South Texas Diabet & Obes Inst, Brownsville, TX USA;

    Hadassah Hebrew Univ Med Ctr, Endocrinol & Metab Serv, Jerusalem, Israel;

    Inst Nacl Salud Publ, Unidad Diabet & Riesgo Cardiovasc, Cuernavaca, Morelos, Mexico;

    Ctr Estudios Diabet, Mexico City, DF, Mexico;

    Lund Univ, Ctr Diabet, Dept Clin Sci Diabet & Endocrinol, Malmo, Sweden|Univ Helsinki, Inst Mol Genet Finland, Helsinki, Finland;

    Imperial Coll London, Natl Heart & Lung Inst, Cardiovasc Sci, London, England;

    Seoul Natl Univ Hosp, Dept Internal Med, Seoul, South Korea;

    Univ Eastern Finland, Internal Med, Inst Clin Med, Kuopio, Finland|Kuopio Univ Hosp, Dept Med, Kuopio, Finland;

    Univ Texas Hlth Sci Ctr San Antonio, Dept Med, San Antonio, TX 78229 USA;

    Lund Univ, Dept Clin Sci, Med, Malmo, Sweden;

    Kings Coll London, Dept Twin Res & Genet Epidemiol, London, England;

    Natl Univ Singapore, Natl Univ Hlth Syst, Yong Loo Lin Sch Med, Dept Med, Singapore, Singapore|Natl Univ Singapore, Saw Swee Hock Sch Publ Hlth, Singapore, Singapore|Duke NUS Med Sch Singapore, Singapore, Singapore;

    Univ Helsinki, Inst Mol Genet Finland, Helsinki, Finland|Folkhalsan Res Ctr, Helsinki, Finland|Helsinki Univ Hosp, Abdominal Ctr, Dept Endocrinol, Helsinki, Finland|Univ Helsinki, Res Programs Unit, Diabet & Obes, Helsinki, Finland;

    Natl Inst Hlth & Welf, Diabet Prevent Unit, Helsinki, Finland|Danube Univ Krems, Ctr Vasc Prevent, Krems, Austria|King Abdulaziz Univ, Diabet Res Grp, Jeddah, Saudi Arabia|Autonomous Univ Madrid, Univ Hosp LaPaz, Hosp Univ LaPaz IdiPAZ, Inst Invest Sanitaria, Madrid, Spain;

    Univ Mississippi, Med Ctr, Dept Physiol & Biophys, Jackson, MS 39216 USA;

    Inst Nacl Ciencias Med & Nutr Salvador Zubiran, Mexico City, DF, Mexico;

    Mt Sinai Sch Med, Charles R Bronfman Inst Personalized Med, New York, NY USA;

    George Washington Univ, Ctr Biostat, Rockville, MD USA;

    Geisinger Hlth Syst, Danville, PA USA;

    Chinese Univ Hong Kong, Dept Med & Therapeut, Hong Kong, Peoples R China|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;

    NHLBI, Framingham Heart Study, Framingham, MA USA|Boston Univ, Sch Publ Hlth, Dept Biostat, Boston, MA USA;

    Ctr Noncommunicable Dis, Karachi, Pakistan;

    Univ Washington, Cardiovasc Hlth Res Unit, Seattle, WA 98195 USA|Univ Washington, Dept Epidemiol, Seattle, WA 98195 USA;

    Natl Inst Hlth, Ctr Genome Sci, Div Genome Res, Cheongju, Chungcheongbuk, South Korea;

    Natl Inst Hlth, Ctr Genome Sci, Div Genome Res, Cheongju, Chungcheongbuk, South Korea;

    Geisinger Hlth Syst, Danville, PA USA;

    Chungbuk Natl Univ, Dept Business Data Convergence, Cheongju, Gyeonggi Do, South Korea;

    Natl Inst Hlth, Ctr Genome Sci, Div Genome Res, Cheongju, Chungcheongbuk, South Korea;

    Mt Sinai Sch Med, Charles R Bronfman Inst Personalized Med, New York, NY USA|Icahn Sch Med Mt Sinai, Mindich Child Hlth & Dev Inst, New York, NY 10029 USA;

    Chinese Univ Hong Kong, Dept Med & Therapeut, Hong Kong, Peoples R China|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;

    Ninewells Hosp & Med Sch, Ctr Mol Med, Clin Res Ctr, Dundee, Scotland;

    Harvard Med Sch, Dept Pediat, Boston, MA 02115 USA|VA Boston Healthcare, Dept Med, Cardiol Sect, Boston, MA USA|Brigham & Womens Hosp, 75 Francis St, Boston, MA 02115 USA|NHLBI, Intramural Adm Management Branch, NIH, Framingham, MA USA;

    Ninewells Hosp & Med Sch, Med Res Inst, Pat Macpherson Ctr Pharmacogenet & Pharmacogen, Dundee, Scotland;

    Univ Minnesota, Div Epidemiol & Community Hlth, Minneapolis, MN USA;

    Imperial Coll London, Natl Heart & Lung Inst, Cardiovasc Sci, London, England|Seoul Natl Univ, Grad Sch Convergence Sci & Technol, Dept Mol Med & Biopharmaceut Sci, Seoul, South Korea|Seoul Natl Univ, Coll Med, Dept Internal Med, Seoul, South Korea;

    Ctr Noncommunicable Dis, Karachi, Pakistan;

    Univ Penn, Dept Biostat & Epidemiol, Philadelphia, PA 19104 USA|Ctr Noncommunicable Dis, Karachi, Pakistan;

    Natl Univ Singapore, Saw Swee Hock Sch Publ Hlth, Singapore, Singapore;

    Kings Coll London, Dept Twin Res & Genet Epidemiol, London, England;

    Natl Univ Singapore, Saw Swee Hock Sch Publ Hlth, Singapore, Singapore|Natl Univ Singapore, Life Sci Inst, Singapore, Singapore|Natl Univ Singapore, Dept Stat & Appl Probabil, Singapore, Singapore;

    Univ Southern Calif, Keck Sch Med, Dept Prevent Med, Los Angeles, CA USA;

    Univ Texas Hlth Sci Ctr Houston, Sch Publ Hlth, Human Genet Ctr, Houston, TX 77030 USA;

    Univ Southern Calif, Keck Sch Med, Dept Prevent Med, Los Angeles, CA USA;

    Inst Nacl Med Genom, Mexico City, DF, Mexico;

    Inst Nacl Ciencias Med & Nutr Salvador Zubiran, Mexico City, DF, Mexico|Univ Nacl Autonoma Mexico, Dept Med Genom & Toxicol, Inst Invest Biomed, Mexico City, DF, Mexico;

    Regeneron Pharmaceut, Regeneron Genet Ctr, Tarrytown, NY USA;

    Regeneron Pharmaceut, Regeneron Genet Ctr, Tarrytown, NY USA;

    German Res Ctr Environm Hlth, Helmholtz Zentrum Munchen, Inst Epidemiol, Res Unit Mol Epidemiol, Neuherberg, Germany|German Ctr Diabet Res DZD eV, Neuherberg, Germany;

    Tech Univ Munich, Inst Human Genet, Munich, Germany|German Res Ctr Environm Hlth, Helmholtz Zentrum Munchen, Inst Human Genet, Neuherberg, Germany|Deutsch Forschungszentrum Herz Kreislauferkrankun, Partner Site Munich Heart Alliance, Munich, Germany;

    German Res Ctr Environm Hlth, Helmholtz Zentrum Munchen, Inst Epidemiol, Res Unit Mol Epidemiol, Neuherberg, Germany|Ludwig Maximilians Univ Munchen, Chair Genet Epidemiol, Inst Med Informat Biometry & Epidemiol, Neuherberg, Germany;

    Univ Colorado Denver, Dept Med, Aurora, CO USA;

    Univ Copenhagen, Fac Hlth & Med Sci, Novo Nordisk Fdn Ctr Basic Metab Res, Copenhagen, Denmark;

    Univ Copenhagen, Fac Hlth & Med Sci, Novo Nordisk Fdn Ctr Basic Metab Res, Copenhagen, Denmark|Univ Southern Denmark, Fac Hlth Sci, Odense, Denmark;

    Univ Copenhagen, Fac Hlth & Med Sci, Novo Nordisk Fdn Ctr Basic Metab Res, Copenhagen, Denmark;

    Univ Colorado, Dept Pediat, Anschutz Med Campus, Aurora, CO USA;

    Colorado Sch Publ Hlth, Dept Epidemiol, Aurora, CO USA;

    Univ Michigan, Dept Biostat, Ann Arbor, MI 48109 USA|Univ Michigan, Ctr Stat Genet, Ann Arbor, MI 48109 USA;

    Univ Chicago, Dept Med, 5841 S Maryland Ave, Chicago, IL 60637 USA|Univ Chicago, Dept Human Genet, Chicago, IL 60637 USA;

    Vanderbilt Univ, Vanderbilt Genet Inst, 221 Kirkland Hall, Nashville, TN 37235 USA;

    Univ Calif San Francisco, Dept Lab Med, San Francisco, CA 94143 USA|Univ Calif San Francisco, Inst Human Genet, San Francisco, CA 94143 USA|Blood Syst Res Inst, San Francisco, CA USA;

    McGill Univ, Dept Human Genet, Montreal, PQ, Canada|McGill Univ, Dept Med, Div Endocrinol & Metab, Montreal, PQ, Canada|McGill Univ, Montreal, PQ, Canada|Genome Quebec Innovat Ctr, Montreal, PQ, Canada;

    Broad Inst MIT & Harvard, Cambridge, MA USA|Harvard Med Sch, Dept Med, Boston, MA 02115 USA|Massachusetts Gen Hosp, Div Gen Internal Med, Boston, MA 02114 USA;

    Univ Virginia, Sch Med, Ctr Publ Hlth Genom, Charlottesville, VA 22908 USA;

    Harbor UCLA Med Ctr, Los Angeles BioMed Res Inst, Dept Pediat, Torrance, CA 90509 USA|Harbor UCLA Med Ctr, Los Angeles BioMed Res Inst, Dept Med, Torrance, CA 90509 USA|Harbor UCLA Med Ctr, Los Angeles BioMed Res Inst, Inst Translat Genom & Populat Sci, Torrance, CA 90509 USA;

    Broad Inst, Program Metab, Cambridge, MA 02142 USA|Broad Inst, Program Med & Populat Genet, Cambridge, MA 02142 USA|Massachusetts Gen Hosp, Diabet Unit, Diabet Res Ctr, Boston, MA 02114 USA|Harvard Med Sch, Dept Med, Boston, MA 02115 USA|Harvard Med Sch, Dept Genet, Boston, MA 02115 USA|MIT, Dept Biol, Cambridge, MA USA|Massachusetts Gen Hosp, Dept Mol Biol, Boston, MA 02114 USA;

    Broad Inst, Program Metab, Cambridge, MA 02142 USA|Broad Inst, Program Med & Populat Genet, Cambridge, MA 02142 USA;

    Univ Michigan, Dept Biostat, Ann Arbor, MI 48109 USA|Univ Michigan, Ctr Stat Genet, Ann Arbor, MI 48109 USA;

    Univ Oxford, Nuffield Dept Med, Wellcome Ctr Human Genet, Oxford, England|Univ Liverpool, Dept Biostat, Liverpool, Merseyside, England;

    Broad Inst, Program Metab, Cambridge, MA 02142 USA|Broad Inst, Program Med & Populat Genet, Cambridge, MA 02142 USA|Massachusetts Gen Hosp, Ctr Genom Med, Boston, MA 02114 USA|Massachusetts Gen Hosp, Diabet Unit, Diabet Res Ctr, Boston, MA 02114 USA|Harvard Med Sch, Dept Med, Boston, MA 02115 USA;

    Univ Oxford, Nuffield Dept Med, Wellcome Ctr Human Genet, Oxford, England|Univ Oxford, Radcliffe Dept Med, Oxford Ctr Diabet Endocrinol & Metab, Oxford, England|Oxford Univ Hosp Trust, Oxford NIHR Biomed Res Ctr, Oxford, England;

    Univ Michigan, Dept Biostat, Ann Arbor, MI 48109 USA|Univ Michigan, Ctr Stat Genet, Ann Arbor, MI 48109 USA;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);美国《生物学医学文摘》(MEDLINE);美国《化学文摘》(CA);
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  • 入库时间 2022-08-18 04:17:39

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