Rare coding variants in 35 genes associate with circulating lipid levels-A multi-ancestry analysis of 170,000 exomes.


Journal

American journal of human genetics
ISSN: 1537-6605
Titre abrégé: Am J Hum Genet
Pays: United States
ID NLM: 0370475

Informations de publication

Date de publication:
06 01 2022
Historique:
received: 18 08 2021
accepted: 21 11 2021
pubmed: 22 12 2021
medline: 15 2 2022
entrez: 21 12 2021
Statut: ppublish

Résumé

Large-scale gene sequencing studies for complex traits have the potential to identify causal genes with therapeutic implications. We performed gene-based association testing of blood lipid levels with rare (minor allele frequency < 1%) predicted damaging coding variation by using sequence data from >170,000 individuals from multiple ancestries: 97,493 European, 30,025 South Asian, 16,507 African, 16,440 Hispanic/Latino, 10,420 East Asian, and 1,182 Samoan. We identified 35 genes associated with circulating lipid levels; some of these genes have not been previously associated with lipid levels when using rare coding variation from population-based samples. We prioritize 32 genes in array-based genome-wide association study (GWAS) loci based on aggregations of rare coding variants; three (EVI5, SH2B3, and PLIN1) had no prior association of rare coding variants with lipid levels. Most of our associated genes showed evidence of association among multiple ancestries. Finally, we observed an enrichment of gene-based associations for low-density lipoprotein cholesterol drug target genes and for genes closest to GWAS index single-nucleotide polymorphisms (SNPs). Our results demonstrate that gene-based associations can be beneficial for drug target development and provide evidence that the gene closest to the array-based GWAS index SNP is often the functional gene for blood lipid levels.

Identifiants

pubmed: 34932938
pii: S0002-9297(21)00452-3
doi: 10.1016/j.ajhg.2021.11.021
pmc: PMC8764201
pii:
doi:

Substances chimiques

Blood Glucose 0
Lipids 0

Types de publication

Journal Article Research Support, N.I.H., Extramural Research Support, Non-U.S. Gov't

Langues

eng

Sous-ensembles de citation

IM

Pagination

81-96

Subventions

Organisme : NIDDK NIH HHS
ID : R01 DK093757
Pays : United States
Organisme : NIDDK NIH HHS
ID : R01 DK127636
Pays : United States
Organisme : British Heart Foundation
ID : RG/13/13/30194
Pays : United Kingdom
Organisme : NIDDK NIH HHS
ID : K23 DK114551
Pays : United States
Organisme : NHLBI NIH HHS
ID : P01 HL045522
Pays : United States
Organisme : NIDDK NIH HHS
ID : U01 DK062370
Pays : United States
Organisme : NIDDK NIH HHS
ID : UM1 DK078616
Pays : United States
Organisme : British Heart Foundation
ID : CH/12/2/29428
Pays : United Kingdom
Organisme : NIDDK NIH HHS
ID : R01 DK125490
Pays : United States
Organisme : British Heart Foundation
ID : RG/18/10/33842
Pays : United Kingdom
Organisme : NHLBI NIH HHS
ID : R01 HL113323
Pays : United States
Organisme : NIDDK NIH HHS
ID : R03 DK131249
Pays : United States
Organisme : British Heart Foundation
ID : CS/14/2/30841
Pays : United Kingdom
Organisme : NIA NIH HHS
ID : R01 AG058921
Pays : United States
Organisme : NHLBI NIH HHS
ID : R01 HL153805
Pays : United States
Organisme : NIDDK NIH HHS
ID : R01 DK072193
Pays : United States
Organisme : NIDDK NIH HHS
ID : P30 DK079626
Pays : United States
Organisme : NHLBI NIH HHS
ID : R01 HL127564
Pays : United States
Organisme : NIDDK NIH HHS
ID : R01 DK062370
Pays : United States
Organisme : NHLBI NIH HHS
ID : R01 HL105756
Pays : United States
Organisme : NHLBI NIH HHS
ID : R01 HL142711
Pays : United States
Organisme : NHLBI NIH HHS
ID : R35 HL135818
Pays : United States
Organisme : NIDDK NIH HHS
ID : P30 DK020572
Pays : United States
Organisme : NHLBI NIH HHS
ID : R03 HL154284
Pays : United States
Organisme : NHLBI NIH HHS
ID : R01 HL140681
Pays : United States
Organisme : British Heart Foundation
ID : RG/18/13/33946
Pays : United Kingdom
Organisme : NHGRI NIH HHS
ID : K08 HG010155
Pays : United States
Organisme : NHLBI NIH HHS
ID : K01 HL135405
Pays : United States

Informations de copyright

Copyright © 2021 American Society of Human Genetics. All rights reserved.

Déclaration de conflit d'intérêts

Declaration of interests The authors declare no competing interests for the present work. P.N. reports investigator-initiated grants from Amgen, Apple, and Boston Scientific; is a scientific advisor to Apple, Blackstone Life Sciences, and Novartis; and has spousal employment at Vertex, all unrelated to the present work. A.V.K. has served as a scientific advisor to Sanofi, Medicines Company, Maze Pharmaceuticals, Navitor Pharmaceuticals, Verve Therapeutics, Amgen, and Color; received speaking fees from Illumina, MedGenome, Amgen, and the Novartis Institute for Biomedical Research; received sponsored research agreements from the Novartis Institute for Biomedical Research and IBM Research; and reports a patent related to a genetic risk predictor (20190017119). C.J.W.’s spouse is employed at Regeneron. L.E.S. is currently an employee of Celgene/Bristol Myers Squibb. Celgene/Bristol Myers Squibb had no role in the funding, design, conduct, and interpretation of this study. M.E.M. receives funding from Regeneron unrelated to this work. E.E.K. has received speaker honoraria from Illumina, Inc and Regeneron Pharmaceuticals. B.M.P. serves on the Steering Committee of the Yale Open Data Access Project funded by Johnson & Johnson. L.A.C. has consulted with the Dyslipidemia Foundation on lipid projects in the Framingham Heart Study. P.T.E. is supported by a grant from Bayer AG to the Broad Institute focused on the genetics and therapeutics of cardiovascular disease. P.T.E. has consulted for Bayer AG, Novartis, MyoKardia, and Quest Diagnostics. S.A.L. receives sponsored research support from Bristol Myers Squibb/Pfizer, Bayer AG, Boehringer Ingelheim, Fitbit, and IBM and has consulted for Bristol Myers Squibb/Pfizer, Bayer AG, and Blackstone Life Sciences. The views expressed in this article are those of the author(s) and not necessarily those of the NHS, the NIHR, or the Department of Health. M.I.M. has served on advisory panels for Pfizer, NovoNordisk, and Zoe Global and has received honoraria from Merck, Pfizer, Novo Nordisk, and Eli Lilly and research funding from Abbvie, Astra Zeneca, Boehringer Ingelheim, Eli Lilly, Janssen, Merck, NovoNordisk, Pfizer, Roche, Sanofi Aventis, Servier, and Takeda. As of June 2019, M.I.M. is an employee of Genentech and a holder of Roche stock. M.E.J. holds shares in Novo Nordisk A/S. H.M.K. is an employee of Regeneron Pharmaceuticals; he owns stock and stock options for Regeneron Pharmaceuticals. M.E.J. has received research grants form Astra Zeneca, Boehringer Ingelheim, Amgen, and Sanofi. S.K. is founder of Verve Therapeutics.

Références

J Cell Biol. 1991 Jun;113(6):1425-37
pubmed: 2045420
Nucleic Acids Res. 2019 Jan 8;47(D1):D941-D947
pubmed: 30371878
Nat Genet. 2013 Nov;45(11):1345-52
pubmed: 24097064
Cardiovasc Diabetol. 2008 Feb 28;7:4
pubmed: 18307789
Nat Genet. 2013 Nov;45(11):1274-1283
pubmed: 24097068
Cell. 2019 Jan 24;176(3):535-548.e24
pubmed: 30661751
N Engl J Med. 2010 Dec 2;363(23):2220-7
pubmed: 20942659
Atherosclerosis. 2006 Aug;187(2):309-15
pubmed: 16288935
Nat Genet. 2014 Feb;46(2):200-4
pubmed: 24336170
JAMA. 2009 Nov 11;302(18):1993-2000
pubmed: 19903920
Nature. 2019 Jun;570(7759):71-76
pubmed: 31118516
Nat Genet. 2017 Dec;49(12):1758-1766
pubmed: 29083408
Nat Genet. 2005 Feb;37(2):161-5
pubmed: 15654334
Science. 2008 Dec 12;322(5908):1702-5
pubmed: 19074352
Ann Hum Genet. 2020 May;84(3):214-220
pubmed: 32232836
N Engl J Med. 2017 Jul 20;377(3):211-221
pubmed: 28538136
PLoS Genet. 2009 Nov;5(11):e1000730
pubmed: 19936222
Genome Biol. 2016 Jun 06;17(1):122
pubmed: 27268795
Nat Rev Drug Discov. 2014 Jun;13(6):433-44
pubmed: 24833295
Am J Hum Genet. 2014 Feb 6;94(2):223-32
pubmed: 24507774
N Engl J Med. 2006 Mar 23;354(12):1264-72
pubmed: 16554528
Nature. 2020 May;581(7809):434-443
pubmed: 32461654
Nat Med. 2011 Jun 12;17(7):812-5
pubmed: 21666694
Proc Natl Acad Sci U S A. 2014 Sep 9;111(36):13127-32
pubmed: 25157153
Cell Metab. 2006 Oct;4(4):303-11
pubmed: 17011503
Stroke. 2018 Apr;49(4):820-827
pubmed: 29535274
N Engl J Med. 2008 May 22;358(21):2299-300
pubmed: 18499582
Cell Rep. 2019 Jan 22;26(4):984-995.e6
pubmed: 30673619
Circ Genom Precis Med. 2019 May;12(5):e002376
pubmed: 30939045
N Engl J Med. 2015 Jul 30;373(5):438-47
pubmed: 26222559
Am J Hum Genet. 2012 Nov 2;91(5):823-38
pubmed: 23063622
Circ Genom Precis Med. 2020 Oct;13(5):417-423
pubmed: 32862661
N Engl J Med. 2011 Feb 24;364(8):740-8
pubmed: 21345103
Arterioscler Thromb Vasc Biol. 2015 Dec;35(12):2694-9
pubmed: 26427795
Science. 2016 Dec 23;354(6319):
pubmed: 28008009
N Engl J Med. 2017 May 4;376(18):1713-1722
pubmed: 28304224
Am J Physiol Gastrointest Liver Physiol. 2011 Jan;300(1):G71-81
pubmed: 21030611
Nat Commun. 2019 Jul 24;10(1):3300
pubmed: 31341166
Hum Mol Genet. 2015 Apr 15;24(8):2125-37
pubmed: 25552646
Bioinformatics. 2016 May 1;32(9):1423-6
pubmed: 27153000
Nature. 2010 Aug 5;466(7307):707-13
pubmed: 20686565
Nature. 2015 Feb 5;518(7537):102-6
pubmed: 25487149
Biochem Pharmacol. 2014 Aug 15;90(4):338-48
pubmed: 24907600
Nature. 2019 Jun;570(7762):514-518
pubmed: 31217584
Circ Res. 2018 Feb 2;122(3):433-443
pubmed: 29212778
Mol Cell Biochem. 2009 Jun;326(1-2):15-21
pubmed: 19116774
N Engl J Med. 2014 Jul 3;371(1):22-31
pubmed: 24941081
J Endocrinol. 2010 Mar;204(3):233-40
pubmed: 19837721
Lancet. 2012 Aug 11;380(9841):572-80
pubmed: 22607825
Eur J Pediatr. 2004 Nov;163(11):664-70
pubmed: 15300429
N Engl J Med. 2014 Jul 3;371(1):32-41
pubmed: 24941082
Ann Intern Med. 2003 Nov 18;139(10):802-9
pubmed: 14623617
Nat Med. 2009 Feb;15(2):159-68
pubmed: 19136964
Nat Genet. 2016 Mar;48(3):314-7
pubmed: 26854916
Nat Genet. 2021 Jul;53(7):942-948
pubmed: 34183854
JAMA. 2014 Nov 5;312(17):1764-71
pubmed: 25344734
Hum Mutat. 2016 Mar;37(3):235-41
pubmed: 26555599
Am J Hum Genet. 2011 Jul 15;89(1):82-93
pubmed: 21737059
Front Immunol. 2018 Mar 09;9:467
pubmed: 29593725
Nature. 1999 Dec 23-30;402(6764):880-3
pubmed: 10622252
J Am Coll Cardiol. 2017 Jun 20;69(24):2941-2948
pubmed: 28619195
Nat Genet. 2018 Nov;50(11):1514-1523
pubmed: 30275531
PLoS One. 2015 Apr 09;10(4):e0123738
pubmed: 25855981
Nat Commun. 2018 Aug 23;9(1):3391
pubmed: 30140000
Nature. 2020 Oct;586(7831):749-756
pubmed: 33087929
Mol Cell Biol. 2016 May 16;36(11):1628-38
pubmed: 27022105
Nucleic Acids Res. 2018 Jan 4;46(D1):D1074-D1082
pubmed: 29126136
Nature. 2021 Feb;590(7845):290-299
pubmed: 33568819
N Engl J Med. 2016 Mar 24;374(12):1123-33
pubmed: 26933753
Biochim Biophys Acta. 2013 Dec;1830(12):5494-502
pubmed: 23612153
Arterioscler Thromb Vasc Biol. 2020 Aug;40(8):1935-1941
pubmed: 32580631

Auteurs

George Hindy (G)

Program in Medical and Population Genetics, Broad Institute of Harvard and MIT, Cambridge, MA 02142, USA; Department of Clinical Sciences, Lund University, Malmö, Sweden; Department of Population Medicine, Qatar University College of Medicine, QU Health, Doha, Qatar.

Peter Dornbos (P)

Programs in Metabolism and Medical & Population Genetics, Broad Institute, Cambridge, MA 02142, USA; Department of Pediatrics, Harvard Medical School, Boston, MA 02115, USA; Division of Genetics and Genomics, Boston Children's Hospital, Boston, MA 02115, USA.

Mark D Chaffin (MD)

Program in Medical and Population Genetics, Broad Institute of Harvard and MIT, Cambridge, MA 02142, USA; Center for Genomic Medicine, Department of Medicine, Massachusetts General Hospital, Boston, MA 02114, USA; Cardiovascular Research Center, Massachusetts General Hospital, Boston, MA 02114, USA.

Dajiang J Liu (DJ)

Department of Public Health Sciences, Penn State College of Medicine, Hershey, PA 17033, USA.

Minxian Wang (M)

Program in Medical and Population Genetics, Broad Institute of Harvard and MIT, Cambridge, MA 02142, USA; Center for Genomic Medicine, Department of Medicine, Massachusetts General Hospital, Boston, MA 02114, USA; Cardiovascular Disease Initiative, Broad Institute of Harvard and MIT, Cambridge, MA 02142, USA.

Margaret Sunitha Selvaraj (MS)

Program in Medical and Population Genetics, Broad Institute of Harvard and MIT, Cambridge, MA 02142, USA; Center for Genomic Medicine, Department of Medicine, Massachusetts General Hospital, Boston, MA 02114, USA.

David Zhang (D)

Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA; Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA.

Joseph Park (J)

Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA; Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA.

Carlos A Aguilar-Salinas (CA)

Instituto Nacional de Ciencias Medicas y Nutricion, Mexico City, Mexico.

Lucinda Antonacci-Fulton (L)

Department of Genetics, Washington University in St. Louis, St. Louis, MO 63110, USA; The McDonnell Genome Institute, Washington University School of Medicine, St. Louis, MO 63108, USA.

Diego Ardissino (D)

ASTC: Associazione per lo Studio Della Trombosi in Cardiologia, Pavia, Italy; Azienda Ospedaliero-Universitaria di Parma, Parma, Italy; Universitˆ, degli Studi di Parma, Parma, Italy.

Donna K Arnett (DK)

Dean's Office, College of Public Health, University of Kentucky, Lexington, KY 40536, USA.

Stella Aslibekyan (S)

Department of Epidemiology, University of Alabama at Birmingham, Birmingham, AL 35233, USA.

Gil Atzmon (G)

Departments of Medicine and Genetics, Albert Einstein College of Medicine, Bronx, NY 10461, USA; University of Haifa, Faculty of Natural Science, Haifa, Israel.

Christie M Ballantyne (CM)

Houston Methodist Debakey Heart and Vascular Center, Houston, TX 77030, USA; Section of Cardiovascular Research, Baylor College of Medicine, Houston, TX 77030, USA.

Francisco Barajas-Olmos (F)

Instituto Nacional de Medicina Genómica, Mexico City, Mexico.

Nir Barzilai (N)

Departments of Medicine and Genetics, Albert Einstein College of Medicine, Bronx, NY 10461, USA.

Lewis C Becker (LC)

Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA.

Lawrence F Bielak (LF)

Department of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, MI 49109, USA.

Joshua C Bis (JC)

Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA 98101, USA.

John Blangero (J)

Department of Human Genetics and South Texas Diabetes and Obesity Institute, University of Texas Rio Grande Valley School of Medicine, Brownsville, TX 78520, USA.

Eric Boerwinkle (E)

Human Genetics Center, Department of Epidemiology, Human Genetics, and Environmental Sciences, School of Public Health, The University of Texas Health Science Center at Houston, Houston, TX 77030, USA; Human Genome Sequencing Center, Baylor College of Medicine, Houston, TX 77030, USA.

Lori L Bonnycastle (LL)

Medical Genomics and Metabolic Genetics Branch, National Human Genome Research Institute, National Institutes of Health, Bethesda, MD 20892, USA.

Erwin Bottinger (E)

Hasso Plattner Institute for Digital Health at Mount Sinai, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Digital Health Center, Hasso Plattner Institute, University of Potsdam, Potsdam, Germany.

Donald W Bowden (DW)

Department of Biochemistry, Wake Forest School of Medicine, Winston-Salem, NC 27157, USA.

Matthew J Bown (MJ)

Department of Cardiovascular Sciences, University of Leicester, Leicester, UK; NIHR Leicester Biomedical Research Centre, Glenfield Hospital, Leicester, UK.

Jennifer A Brody (JA)

Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA 98101, USA.

Jai G Broome (JG)

Department of Biostatistics, University of Washington, Seattle, WA 98195, USA.

Noël P Burtt (NP)

Programs in Metabolism and Medical & Population Genetics, Broad Institute, Cambridge, MA 02142, USA.

Brian E Cade (BE)

Department of Medicine, Brigham and Women's Hospital, Boston, MA 02115, USA; Division of Sleep Medicine, Harvard Medical School, Boston, MA 02115, USA.

Federico Centeno-Cruz (F)

Instituto Nacional de Medicina Genómica, Mexico City, Mexico.

Edmund Chan (E)

Department of Medicine, Yong Loo Lin School of Medicine, National University of Singapore, National University Health System, Singapore.

Yi-Cheng Chang (YC)

Institute of Biomedical Sciences, Academia Sinica, Taiwan.

Yii-Der I Chen (YI)

The Institute for Translational Genomics and Population Sciences, Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance, CA 90502, USA.

Ching-Yu Cheng (CY)

Department of Ophthalmology, Yong Loo Lin School of Medicine, National University of Singapore, National University Health System, Singapore; Ophthalmology & Visual Sciences Academic Clinical Program (Eye ACP), Duke-NUS Medical School, Singapore; Singapore Eye Research Institute, Singapore National Eye Centre, Singapore.

Won Jung Choi (WJ)

Psomagen, Inc. (formerly Macrogen USA), 1330 Piccard Drive Ste 103, Rockville, MD 20850, USA.

Rajiv Chowdhury (R)

MRC/BHF Cardiovascular Epidemiology Unit, Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK; Centre for Non-Communicable Disease Research, Bangladesh.

Cecilia Contreras-Cubas (C)

Instituto Nacional de Medicina Genómica, Mexico City, Mexico.

Emilio J Córdova (EJ)

Instituto Nacional de Medicina Genómica, Mexico City, Mexico.

Adolfo Correa (A)

Department of Medicine, University of Mississippi Medical Center, Jackson, MS 39216, USA.

L Adrienne Cupples (LA)

Department of Biostatistics, Boston University School of Public Health, Boston, MA 02118, USA; NHLBI Framingham Heart Study, Framingham, MA 01702, USA.

Joanne E Curran (JE)

Department of Human Genetics and South Texas Diabetes and Obesity Institute, University of Texas Rio Grande Valley School of Medicine, Brownsville, TX 78520, USA.

John Danesh (J)

MRC/BHF Cardiovascular Epidemiology Unit, Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK; The National Institute for Health Research Blood and Transplant Research Unit in Donor Health and Genomics at the University of Cambridge, Cambridge, UK.

Paul S de Vries (PS)

Human Genetics Center, Department of Epidemiology, Human Genetics, and Environmental Sciences, School of Public Health, The University of Texas Health Science Center at Houston, Houston, TX 77030, USA.

Ralph A DeFronzo (RA)

Department of Medicine, University of Texas Health Science Center, San Antonio, TX 78229, USA.

Harsha Doddapaneni (H)

Human Genome Sequencing Center, Baylor College of Medicine, Houston, TX 77030, USA.

Ravindranath Duggirala (R)

Department of Human Genetics and South Texas Diabetes and Obesity Institute, University of Texas Rio Grande Valley School of Medicine, Brownsville, TX 78520, USA.

Susan K Dutcher (SK)

Department of Genetics, Washington University in St. Louis, St. Louis, MO 63110, USA; The McDonnell Genome Institute, Washington University School of Medicine, St. Louis, MO 63108, USA.

Patrick T Ellinor (PT)

Cardiovascular Research Center, Massachusetts General Hospital, Boston, MA 02114, USA; Cardiovascular Disease Initiative, Broad Institute of Harvard and MIT, Cambridge, MA 02142, USA.

Leslie S Emery (LS)

Department of Biostatistics, University of Washington, Seattle, WA 98195, USA.

Jose C Florez (JC)

Program in Medical and Population Genetics, Broad Institute of Harvard and MIT, Cambridge, MA 02142, USA; Center for Genomic Medicine, Department of Medicine, Massachusetts General Hospital, Boston, MA 02114, USA; Diabetes Research Center (Diabetes Unit), Department of Medicine, Massachusetts General Hospital, Boston, MA 02114, USA; Department of Medicine, Harvard Medical School, Boston, MA 02115, USA.

Myriam Fornage (M)

Institute of Molecular Medicine, University of Texas Health Science Center at Houston, Houston, TX 770030, USA.

Barry I Freedman (BI)

Department of Internal Medicine, Section on Nephrology, Wake Forest School of Medicine, Winston-Salem, NC 27157, USA.

Valentin Fuster (V)

Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Centro Nacional de Investigaciones Cardiovasculares Carlos III, Madrid, Spain.

Ma Eugenia Garay-Sevilla (ME)

Department of Medical Science, Division of Health Science, University of Guanajuato, Guanajuanto, Mexico.

Humberto García-Ortiz (H)

Instituto Nacional de Medicina Genómica, Mexico City, Mexico.

Soren Germer (S)

New York Genome Center, New York, NY 10013, USA.

Richard A Gibbs (RA)

Human Genome Sequencing Center, Baylor College of Medicine, Houston, TX 77030, USA; Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX 77030, USA.

Christian Gieger (C)

Research Unit of Molecular Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany; Institute of Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany; German Center for Diabetes Research, Neuherberg, Germany.

Benjamin Glaser (B)

Endocrinology and Metabolism Service, Hadassah-Hebrew University Medical Center, Jerusalem, Israel.

Clicerio Gonzalez (C)

Unidad de Diabetes y Riesgo Cardiovascular, Instituto Nacional de Salud Pœblica, Cuernavaca, Morelos, Mexico.

Maria Elena Gonzalez-Villalpando (ME)

Centro de Estudios en Diabetes, Mexico City, Mexico.

Mariaelisa Graff (M)

Department of Epidemiology, University of North Carolina at Chapel Hill, Chapel Hill, NC 27514, USA.

Sarah E Graham (SE)

Department of Internal Medicine, University of Michigan, Ann Arbor, MI 48109, USA.

Niels Grarup (N)

Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark.

Leif C Groop (LC)

Department of Clinical Sciences, Diabetes and Endocrinology, Lund University Diabetes Centre, Malmö, Sweden; Finnish Institute for Molecular Genetics, University of Helsinki, Helsinki, Finland.

Xiuqing Guo (X)

The Institute for Translational Genomics and Population Sciences, Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance, CA 90502, USA.

Namrata Gupta (N)

Program in Medical and Population Genetics, Broad Institute of Harvard and MIT, Cambridge, MA 02142, USA.

Sohee Han (S)

Division of Genome Science, Department of Precision Medicine, Chungcheongbuk-do, Republic of Korea.

Craig L Hanis (CL)

Human Genetics Center, School of Public Health, The University of Texas Health Science Center at Houston, Houston, TX 77030, USA.

Torben Hansen (T)

Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark; Faculty of Health Sciences, University of Southern Denmark, Odense, Denmark.

Jiang He (J)

Department of Epidemiology, Tulane University School of Public Health and Tropical Medicine, New Orleans, LA 70112, USA; Tulane University Translational Science Institute, New Orleans, LA 70112, USA.

Nancy L Heard-Costa (NL)

NHLBI Framingham Heart Study, Framingham, MA 01702, USA; Department of Neurology, Boston University School of Medicine, Boston, MA 02118, USA.

Yi-Jen Hung (YJ)

Division of Endocrine and Metabolism, Tri-Service General Hospital Songshan Branch, Taipei, Taiwan.

Mi Yeong Hwang (MY)

Division of Genome Science, Department of Precision Medicine, Chungcheongbuk-do, Republic of Korea.

Marguerite R Irvin (MR)

Department of Epidemiology, School of Public Health, UAB, Birmingham, AL 35294, USA.

Sergio Islas-Andrade (S)

Dirección de Investigación, Hospital General de México "Dr. Eduardo Liceaga," Secretaría de Salud, Mexico City, Mexico.

Gail P Jarvik (GP)

Departments of Medicine (Medical Genetics) and Genome Sciences, University of Washington Medical Center, Seattle, WA 98195, USA.

Hyun Min Kang (HM)

Department of Biostatistics and Center for Statistical Genetics, University of Michigan, Ann Arbor, MI 48109, USA.

Sharon L R Kardia (SLR)

Department of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, MI 49109, USA.

Tanika Kelly (T)

Department of Epidemiology, Tulane University School of Public Health and Tropical Medicine, New Orleans, LA 70112, USA.

Eimear E Kenny (EE)

Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Institute for Genomic Health, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA.

Alyna T Khan (AT)

Department of Biostatistics, University of Washington, Seattle, WA 98195, USA.

Bong-Jo Kim (BJ)

Division of Genome Science, Department of Precision Medicine, Chungcheongbuk-do, Republic of Korea.

Ryan W Kim (RW)

Psomagen, Inc. (formerly Macrogen USA), 1330 Piccard Drive Ste 103, Rockville, MD 20850, USA.

Young Jin Kim (YJ)

Division of Genome Science, Department of Precision Medicine, Chungcheongbuk-do, Republic of Korea.

Heikki A Koistinen (HA)

Department of Public Health Solutions, Finnish Institute for Health and Welfare, Helsinki, Finland; Minerva Foundation Institute for Medical Research, Helsinki, Finland; University of Helsinki and Department of Medicine, Helsinki University Central Hospital, Helsinki, Finland.

Charles Kooperberg (C)

Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, WA 98103, USA.

Johanna Kuusisto (J)

Institute of Clinical Medicine, University of Eastern Finland, and Kuopio University Hospital, Kuopio, Finland.

Soo Heon Kwak (SH)

Department of Internal Medicine, Seoul National University Hospital, Seoul, Republic of Korea.

Markku Laakso (M)

Institute of Clinical Medicine, University of Eastern Finland, and Kuopio University Hospital, Kuopio, Finland.

Leslie A Lange (LA)

Department of Medicine, University of Colorado Denver, Anschutz Medical Campus, Aurora, CO 80045, USA.

Jiwon Lee (J)

Department of Medicine, Brigham and Women's Hospital, Boston, MA 02115, USA.

Juyoung Lee (J)

Division of Genome Science, Department of Precision Medicine, Chungcheongbuk-do, Republic of Korea.

Seonwook Lee (S)

Psomagen, Inc. (formerly Macrogen USA), 1330 Piccard Drive Ste 103, Rockville, MD 20850, USA.

Donna M Lehman (DM)

Department of Medicine, University of Texas Health Science Center, San Antonio, TX 78229, USA.

Rozenn N Lemaitre (RN)

Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA 98101, USA.

Allan Linneberg (A)

Center for Clinical Research and Prevention, Bispebjerg and Frederiksberg Hospital, The Capital Region, Copenhagen, Denmark; Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark.

Jianjun Liu (J)

Department of Medicine, Yong Loo Lin School of Medicine, National University of Singapore, National University Health System, Singapore; Genome Institute of Singapore, Agency for Science, Technology and Research, Singapore.

Ruth J F Loos (RJF)

Charles R. Bronfman Institute of Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; The Mindich Child Health and Development Institute, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA.

Steven A Lubitz (SA)

Cardiovascular Research Center, Massachusetts General Hospital, Boston, MA 02114, USA; Cardiovascular Disease Initiative, Broad Institute of Harvard and MIT, Cambridge, MA 02142, USA.

Valeriya Lyssenko (V)

Department of Clinical Sciences, Diabetes and Endocrinology, Lund University Diabetes Centre, Malmö, Sweden; University of Bergen, Bergen, Norway.

Ronald C W Ma (RCW)

Department of Medicine and Therapeutics, The Chinese University of Hong Kong, Hong Kong, China; Hong Kong Institute of Diabetes and Obesity, The Chinese University of Hong Kong, Hong Kong, China; Li Ka Shing Institute of Health Sciences, The Chinese University of Hong Kong, Hong Kong, China.

Lisa Warsinger Martin (LW)

Division of Cardiology, Department of Medicine, George Washington University, Washington, DC 20037, USA.

Angélica Martínez-Hernández (A)

Instituto Nacional de Medicina Genómica, Mexico City, Mexico.

Rasika A Mathias (RA)

Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA.

Stephen T McGarvey (ST)

Department of Epidemiology and International Health Institute, Brown University School of Public Health, Providence, RI 02912, USA.

Ruth McPherson (R)

Ruddy Canadian Cardiovascuar Genetics Centre, University of Ottawa Heart Institute, Ottawa, ON, Canada.

James B Meigs (JB)

Department of Medicine, Harvard Medical School, Boston, MA 02115, USA; General Medicine Division, Massachusetts General Hospital, Boston, MA 02114, USA; Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA.

Thomas Meitinger (T)

Deutsches Forschungszentrum fŸr Herz-Kreislauferkrankungen, Partner Site Munich Heart Alliance, Munich, Germany; Institute of Human Genetics, Technische Universität München, Munich, Germany.

Olle Melander (O)

Department of Clinical Sciences, Diabetes and Endocrinology, Lund University Diabetes Centre, Malmö, Sweden; Department of Emergency and Internal Medicine, SkŒne University Hospital, Malmö, Sweden.

Elvia Mendoza-Caamal (E)

Instituto Nacional de Medicina Genómica, Mexico City, Mexico.

Ginger A Metcalf (GA)

Human Genome Sequencing Center, Baylor College of Medicine, Houston, TX 77030, USA.

Xuenan Mi (X)

Department of Epidemiology, Tulane University School of Public Health and Tropical Medicine, New Orleans, LA 70112, USA.

Karen L Mohlke (KL)

Department of Genetics, University of North Carolina, Chapel Hill, NC 27514, USA.

May E Montasser (ME)

University of Maryland School of Medicine, Division of Endocrinology, Diabetes and Nutrition and Program for Personalized and Genomic Medicine, Baltimore, MD 21201, USA.

Jee-Young Moon (JY)

Department of Epidemiology and Population Health, Albert Einstein College of Medicine, Bronx, NY 10461, USA.

Hortensia Moreno-Macías (H)

Universidad Autónoma Metropolitana, Mexico City, Mexico.

Alanna C Morrison (AC)

Human Genetics Center, Department of Epidemiology, Human Genetics, and Environmental Sciences, School of Public Health, The University of Texas Health Science Center at Houston, Houston, TX 77030, USA.

Donna M Muzny (DM)

Human Genome Sequencing Center, Baylor College of Medicine, Houston, TX 77030, USA.

Sarah C Nelson (SC)

Department of Biostatistics, University of Washington, Seattle, WA 98195, USA.

Peter M Nilsson (PM)

Department of Clinical Sciences, Lund University, Malmö, Sweden.

Jeffrey R O'Connell (JR)

University of Maryland School of Medicine, Division of Endocrinology, Diabetes and Nutrition and Program for Personalized and Genomic Medicine, Baltimore, MD 21201, USA.

Marju Orho-Melander (M)

Department of Clinical Sciences, Lund University, Malmö, Sweden.

Lorena Orozco (L)

Instituto Nacional de Medicina Genómica, Mexico City, Mexico.

Colin N A Palmer (CNA)

Pat Macpherson Centre for Pharmacogenetics and Pharmacogenomics, Division of Population Health and Genomics, University of Dundee, Ninewells Hospital and Medical School, Dundee, UK.

Nicholette D Palmer (ND)

Department of Biochemistry, Wake Forest School of Medicine, Winston-Salem, NC 27157, USA.

Cheol Joo Park (CJ)

Psomagen, Inc. (formerly Macrogen USA), 1330 Piccard Drive Ste 103, Rockville, MD 20850, USA.

Kyong Soo Park (KS)

Department of Internal Medicine, Seoul National University Hospital, Seoul, Republic of Korea; Department of Internal Medicine, Seoul National University College of Medicine, Seoul, Republic of Korea; Department of Molecular Medicine and Biopharmaceutical Sciences, Graduate School of Convergence Science and Technology, Seoul National University, Seoul, Republic of Korea.

Oluf Pedersen (O)

Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark.

Juan M Peralta (JM)

Department of Human Genetics and South Texas Diabetes and Obesity Institute, University of Texas Rio Grande Valley School of Medicine, Brownsville, TX 78520, USA.

Patricia A Peyser (PA)

Department of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, MI 49109, USA.

Wendy S Post (WS)

Division of Cardiology, Department of Medicine, Johns Hopkins University, Baltimore, MD 21287, USA.

Michael Preuss (M)

Charles R. Bronfman Institute of Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA.

Bruce M Psaty (BM)

Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA 98101, USA; Department of Epidemiology, University of Washington, Seattle, WA 98101, USA; Department of Health Services, University of Washington, Seattle, WA 98101, USA.

Qibin Qi (Q)

Department of Epidemiology and Population Health, Albert Einstein College of Medicine, Bronx, NY 10461, USA.

D C Rao (DC)

Division of Biostatistics, Washington University School of Medicine, St. Louis, MO 63108, USA.

Susan Redline (S)

Department of Medicine, Brigham and Women's Hospital, Boston, MA 02115, USA; Division of Sleep Medicine, Harvard Medical School, Boston, MA 02115, USA.

Alexander P Reiner (AP)

University of Washington, Seattle, WA 98101, USA.

Cristina Revilla-Monsalve (C)

Instituto Mexicano del Seguro Social SXXI, Mexico City, Mexico.

Stephen S Rich (SS)

Center for Public Health Genomics, University of Virginia, Charlottesville, VA 22908, USA.

Nilesh Samani (N)

Department of Cardiovascular Sciences, University of Leicester, Leicester, UK; NIHR Leicester Biomedical Research Centre, Glenfield Hospital, Leicester, UK.

Heribert Schunkert (H)

Deutsches Herzzentrum München, Technische UniversitŠt München, Deutsches Zentrum fŸr Herz-Kreislauf-Forschung, München, Germany.

Claudia Schurmann (C)

Hasso Plattner Institute for Digital Health at Mount Sinai, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Digital Health Center, Hasso Plattner Institute, University of Potsdam, Potsdam, Germany; Charles R. Bronfman Institute of Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA.

Daekwan Seo (D)

Psomagen, Inc. (formerly Macrogen USA), 1330 Piccard Drive Ste 103, Rockville, MD 20850, USA.

Jeong-Sun Seo (JS)

Psomagen, Inc. (formerly Macrogen USA), 1330 Piccard Drive Ste 103, Rockville, MD 20850, USA.

Xueling Sim (X)

Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, Singapore.

Rob Sladek (R)

Department of Human Genetics, McGill University, Montreal, QC, Canada; Division of Endocrinology and Metabolism, Department of Medicine, McGill University, Montreal, QC, Canada; McGill University and Génome Québec Innovation Centre, Montreal, QC, Canada.

Kerrin S Small (KS)

Department of Twin Research and Genetic Epidemiology, King's College London, London, UK.

Wing Yee So (WY)

Department of Medicine and Therapeutics, The Chinese University of Hong Kong, Hong Kong, China; Hong Kong Institute of Diabetes and Obesity, The Chinese University of Hong Kong, Hong Kong, China; Li Ka Shing Institute of Health Sciences, The Chinese University of Hong Kong, Hong Kong, China.

Adrienne M Stilp (AM)

Department of Biostatistics, University of Washington, Seattle, WA 98195, USA.

E Shyong Tai (ES)

Department of Medicine, Yong Loo Lin School of Medicine, National University of Singapore, National University Health System, Singapore; Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, Singapore; Duke-NUS Medical School Singapore, Singapore.

Claudia H T Tam (CHT)

Department of Medicine and Therapeutics, The Chinese University of Hong Kong, Hong Kong, China; Hong Kong Institute of Diabetes and Obesity, The Chinese University of Hong Kong, Hong Kong, China; Li Ka Shing Institute of Health Sciences, The Chinese University of Hong Kong, Hong Kong, China.

Kent D Taylor (KD)

The Institute for Translational Genomics and Population Sciences, Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance, CA 90502, USA.

Yik Ying Teo (YY)

Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, Singapore; Department of Statistics and Applied Probability, National University of Singapore, Singapore; Life Sciences Institute, National University of Singapore, Singapore.

Farook Thameem (F)

Department of Biochemistry, Faculty of Medicine, Health Science Center, Kuwait University, Safat, Kuwait.

Brian Tomlinson (B)

Faculty of Medicine, Macau University of Science & Technology, Macau, China.

Michael Y Tsai (MY)

Department of Laboratory Medicine and Pathology, University of Minnesota, Minneapolis, MN 55455, USA.

Tiinamaija Tuomi (T)

Department of Endocrinology, Abdominal Centre, Helsinki University Hospital, Helsinki, Finland; Folkhälsan Research Centre, Helsinki, Finland; Research Programs Unit, Diabetes and Obesity, University of Helsinki, Helsinki, Finland.

Jaakko Tuomilehto (J)

Public Health Promotion Unit, Finnish Institute for Health and Welfare, Helsinki, Finland; Department of Public Health, University of Helsinki, Helsinki, Finland; Diabetes Research Group, King Abdulaziz University, Jeddah, Saudi Arabia.

Teresa Tusié-Luna (T)

Instituto Nacional de Ciencias Medicas y Nutricion, Mexico City, Mexico; Departamento de Medicina Genómica y Toxicología, Instituto de Investigaciones Biomédicas, Universidad Nacional Autónoma de México/ Instituto Nacional de Ciencias Médicas y Nutrición Salvador Zubirán, Mexico City, Mexico.

Miriam S Udler (MS)

Program in Medical and Population Genetics, Broad Institute of Harvard and MIT, Cambridge, MA 02142, USA; Diabetes Research Center (Diabetes Unit), Department of Medicine, Massachusetts General Hospital, Boston, MA 02114, USA; Department of Medicine, Harvard Medical School, Boston, MA 02115, USA.

Rob M van Dam (RM)

Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, Singapore; Department of Nutrition, Harvard School of Public Health, Boston, MA 02115, USA.

Ramachandran S Vasan (RS)

NHLBI Framingham Heart Study, Framingham, MA 01702, USA; Departments of Medicine & Epidemiology, Boston University Schools of Medicine & Public Health, Boston, MA 02118, USA.

Karine A Viaud Martinez (KA)

Illumina Laboratory Services, Illumina Inc., San Diego, CA 92122, USA.

Fei Fei Wang (FF)

Department of Biostatistics, University of Washington, Seattle, WA 98195, USA.

Xuzhi Wang (X)

Department of Biostatistics, Boston University School of Public Health, Boston, MA 02118, USA.

Hugh Watkins (H)

Cardiovascular Medicine, Radcliffe Department of Medicine and the Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK.

Daniel E Weeks (DE)

Department of Biostatistics, Graduate School of Public Health, University of Pittsburgh, Pittsburgh, PA 15261, USA; Department of Human Genetics, Graduate School of Public Health, University of Pittsburgh, Pittsburgh, PA 15261, USA.

James G Wilson (JG)

Division of Cardiovascular Medicine, Beth Israel Deaconess Medical Center, Boston, MA 02215, USA.

Daniel R Witte (DR)

Department of Public Health, Aarhus University, Aarhus, Denmark; Steno Diabetes Center Aarhus, Aarhus, Denmark.

Tien-Yin Wong (TY)

Department of Ophthalmology, Yong Loo Lin School of Medicine, National University of Singapore, National University Health System, Singapore; Ophthalmology & Visual Sciences Academic Clinical Program (Eye ACP), Duke-NUS Medical School, Singapore; Singapore Eye Research Institute, Singapore National Eye Centre, Singapore.

Lisa R Yanek (LR)

Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA.

Sekar Kathiresan (S)

Program in Medical and Population Genetics, Broad Institute of Harvard and MIT, Cambridge, MA 02142, USA; Center for Genomic Medicine, Department of Medicine, Massachusetts General Hospital, Boston, MA 02114, USA; Department of Medicine, Harvard Medical School, Boston, MA 02115, USA; Verve Therapeutics, Cambridge, MA 02139, USA.

Daniel J Rader (DJ)

Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA; Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA; Institute for Translational Medicine and Therapeutics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA.

Jerome I Rotter (JI)

The Institute for Translational Genomics and Population Sciences, Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance, CA 90502, USA.

Michael Boehnke (M)

Department of Biostatistics and Center for Statistical Genetics, University of Michigan, Ann Arbor, MI 48109, USA.

Mark I McCarthy (MI)

Oxford Centre for Diabetes, Endocrinology and Metabolism, Radcliffe Department of Medicine, University of Oxford, Oxford, UK; Wellcome Centre for Human Genetics, University of Oxford, Oxford, UK.

Cristen J Willer (CJ)

Department of Internal Medicine, University of Michigan, Ann Arbor, MI 48109, USA; Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, MI 48109, USA; Department of Human Genetics, University of Michigan, Ann Arbor, MI 48109, USA.

Pradeep Natarajan (P)

Program in Medical and Population Genetics, Broad Institute of Harvard and MIT, Cambridge, MA 02142, USA; Cardiovascular Research Center, Massachusetts General Hospital, Boston, MA 02114, USA; Cardiovascular Disease Initiative, Broad Institute of Harvard and MIT, Cambridge, MA 02142, USA; Department of Medicine, Harvard Medical School, Boston, MA 02115, USA.

Jason A Flannick (JA)

Programs in Metabolism and Medical & Population Genetics, Broad Institute, Cambridge, MA 02142, USA; Department of Pediatrics, Harvard Medical School, Boston, MA 02115, USA; Division of Genetics and Genomics, Boston Children's Hospital, Boston, MA 02115, USA.

Amit V Khera (AV)

Program in Medical and Population Genetics, Broad Institute of Harvard and MIT, Cambridge, MA 02142, USA; Center for Genomic Medicine, Department of Medicine, Massachusetts General Hospital, Boston, MA 02114, USA; Cardiovascular Research Center, Massachusetts General Hospital, Boston, MA 02114, USA.

Gina M Peloso (GM)

Department of Biostatistics, Boston University School of Public Health, Boston, MA 02118, USA. Electronic address: gpeloso@bu.edu.

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