Analysis of rare genetic variation underlying cardiometabolic diseases and traits among 200,000 individuals in the UK Biobank
Cardiometabolic diseases are the leading cause of death worldwide. Despite a known genetic component, our understanding of these diseases remains incomplete. Here, we analyzed the contribution of rare variants to 57 diseases and 26 cardiometabolic traits, using data from 200,337 UK Biobank participa...
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Published in | Nature genetics Vol. 54; no. 3; pp. 240 - 250 |
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Main Authors | , , , , , , , , , , , , , , , , , |
Format | Journal Article |
Language | English |
Published |
New York
Nature Publishing Group US
01.03.2022
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Subjects | |
Online Access | Get full text |
ISSN | 1061-4036 1546-1718 1546-1718 |
DOI | 10.1038/s41588-021-01011-w |
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Abstract | Cardiometabolic diseases are the leading cause of death worldwide. Despite a known genetic component, our understanding of these diseases remains incomplete. Here, we analyzed the contribution of rare variants to 57 diseases and 26 cardiometabolic traits, using data from 200,337 UK Biobank participants with whole-exome sequencing. We identified 57 gene-based associations, with broad replication of novel signals in Geisinger MyCode. There was a striking risk associated with mutations in known Mendelian disease genes, including
MYBPC3
,
LDLR
,
GCK
,
PKD1
and
TTN
. Many genes showed independent convergence of rare and common variant evidence, including an association between
GIGYF1
and type 2 diabetes. We identified several large effect associations for height and 18 unique genes associated with blood lipid or glucose levels. Finally, we found that between 1.0% and 2.4% of participants carried rare potentially pathogenic variants for cardiometabolic disorders. These findings may facilitate studies aimed at therapeutics and screening of these common disorders.
Analysis of whole-exome sequencing data from over 200,000 individuals in the UK Biobank provides new insights into the contribution of rare variants to cardiometabolic diseases and traits. |
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AbstractList | Cardiometabolic diseases are the leading cause of death worldwide. Despite a known genetic component, our understanding of these diseases remains incomplete. Here we analyzed the contribution of rare variants to 57 diseases and 26 cardiometabolic traits, using data from 200,337 UK Biobank participants with whole-exome sequencing. We identified 57 gene-based associations, with broad replication of novel signals in Geisinger MyCode. There was a striking risk associated with mutations in known Mendelian disease genes, including
MYBPC3
,
LDLR
,
GCK
,
PKD1
and
TTN
. Many genes showed independent convergence of rare and common variant evidence, including an association between
GIGYF1
and type 2 diabetes. We identified several large-effect associations for height, and 18 unique genes associated with blood lipid or glucose levels. Finally, we found that between 1.0 and 2.4% of participants carried rare potentially pathogenic variants for cardiometabolic disorders. These findings may facilitate studies aimed at therapeutics and screening of these common disorders. Cardiometabolic diseases are the leading cause of death worldwide. Despite a known genetic component, our understanding of these diseases remains incomplete. Here, we analyzed the contribution of rare variants to 57 diseases and 26 cardiometabolic traits, using data from 200,337 UK Biobank participants with whole-exome sequencing. We identified 57 gene-based associations, with broad replication of novel signals in Geisinger MyCode. There was a striking risk associated with mutations in known Mendelian disease genes, including MYBPC3, LDLR, GCK, PKD1 and TTN. Many genes showed independent convergence of rare and common variant evidence, including an association between GIGYF1 and type 2 diabetes. We identified several large effect associations for height and 18 unique genes associated with blood lipid or glucose levels. Finally, we found that between 1.0% and 2.4% of participants carried rare potentially pathogenic variants for cardiometabolic disorders. These findings may facilitate studies aimed at therapeutics and screening of these common disorders. Cardiometabolic diseases are the leading cause of death worldwide. Despite a known genetic component, our understanding of these diseases remains incomplete. Here, we analyzed the contribution of rare variants to 57 diseases and 26 cardiometabolic traits, using data from 200,337 UK Biobank participants with whole-exome sequencing. We identified 57 gene-based associations, with broad replication of novel signals in Geisinger MyCode. There was a striking risk associated with mutations in known Mendelian disease genes, including MYBPC3 , LDLR , GCK , PKD1 and TTN . Many genes showed independent convergence of rare and common variant evidence, including an association between GIGYF1 and type 2 diabetes. We identified several large effect associations for height and 18 unique genes associated with blood lipid or glucose levels. Finally, we found that between 1.0% and 2.4% of participants carried rare potentially pathogenic variants for cardiometabolic disorders. These findings may facilitate studies aimed at therapeutics and screening of these common disorders. Analysis of whole-exome sequencing data from over 200,000 individuals in the UK Biobank provides new insights into the contribution of rare variants to cardiometabolic diseases and traits. Cardiometabolic diseases are the leading cause of death worldwide. Despite a known genetic component, our understanding of these diseases remains incomplete. Here, we analyzed the contribution of rare variants to 57 diseases and 26 cardiometabolic traits, using data from 200,337 UK Biobank participants with whole-exome sequencing. We identified 57 gene-based associations, with broad replication of novel signals in Geisinger MyCode. There was a striking risk associated with mutations in known Mendelian disease genes, including MYBPC3, LDLR, GCK, PKD1 and TTN. Many genes showed independent convergence of rare and common variant evidence, including an association between GIGYF1 and type 2 diabetes. We identified several large effect associations for height and 18 unique genes associated with blood lipid or glucose levels. Finally, we found that between 1.0% and 2.4% of participants carried rare potentially pathogenic variants for cardiometabolic disorders. These findings may facilitate studies aimed at therapeutics and screening of these common disorders.Cardiometabolic diseases are the leading cause of death worldwide. Despite a known genetic component, our understanding of these diseases remains incomplete. Here, we analyzed the contribution of rare variants to 57 diseases and 26 cardiometabolic traits, using data from 200,337 UK Biobank participants with whole-exome sequencing. We identified 57 gene-based associations, with broad replication of novel signals in Geisinger MyCode. There was a striking risk associated with mutations in known Mendelian disease genes, including MYBPC3, LDLR, GCK, PKD1 and TTN. Many genes showed independent convergence of rare and common variant evidence, including an association between GIGYF1 and type 2 diabetes. We identified several large effect associations for height and 18 unique genes associated with blood lipid or glucose levels. Finally, we found that between 1.0% and 2.4% of participants carried rare potentially pathogenic variants for cardiometabolic disorders. These findings may facilitate studies aimed at therapeutics and screening of these common disorders. |
Author | Pirruccello, James P. Weng, Lu-Chen Halford, Jennifer L. vanMaanen, David P. Chaffin, Mark Choi, Seung Hoan Morrill, Valerie N. Jurgens, Sean J. Oetjens, Matthew T. Haggerty, Christopher M. Aragam, Krishna G. Lagerman, Braxton Roselli, Carolina Hall, Amelia W. Lubitz, Steven A. Nauffal, Victor Ellinor, Patrick T. Lunetta, Kathryn L. |
AuthorAffiliation | 3 Cardiovascular Research Center, Massachusetts General Hospital, Boston, MA, USA 4 Autism & Developmental Medicine Institute, Geisinger, Danville, PA, USA 2 Department of Experimental Cardiology, Amsterdam UMC, University of Amsterdam, Amsterdam, The Netherlands 5 Department of Translational Data Science and Informatics, Geisinger, Danville, PA, USA 6 Regeneron Genetics Center, Tarrytown, NY, USA 10 Demoulas Center for Cardiac Arrhythmias, Massachusetts General Hospital, Boston, MA, USA 1 Cardiovascular Disease Initiative, The Broad Institute of MIT and Harvard, Cambridge, MA, USA 7 NHLBI and Boston University’s Framingham Heart Study, Framingham, MA, USA 8 Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA 9 Heart Institute, Geisinger, Danville, PA, USA |
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Author_xml | – sequence: 1 givenname: Sean J. orcidid: 0000-0002-1605-9782 surname: Jurgens fullname: Jurgens, Sean J. organization: Cardiovascular Disease Initiative, The Broad Institute of MIT and Harvard, Department of Experimental Cardiology, Amsterdam UMC, University of Amsterdam – sequence: 2 givenname: Seung Hoan orcidid: 0000-0002-2797-3190 surname: Choi fullname: Choi, Seung Hoan organization: Cardiovascular Disease Initiative, The Broad Institute of MIT and Harvard – sequence: 3 givenname: Valerie N. surname: Morrill fullname: Morrill, Valerie N. organization: Cardiovascular Disease Initiative, The Broad Institute of MIT and Harvard – sequence: 4 givenname: Mark orcidid: 0000-0002-1234-5562 surname: Chaffin fullname: Chaffin, Mark organization: Cardiovascular Disease Initiative, The Broad Institute of MIT and Harvard – sequence: 5 givenname: James P. orcidid: 0000-0001-6088-4037 surname: Pirruccello fullname: Pirruccello, James P. organization: Cardiovascular Disease Initiative, The Broad Institute of MIT and Harvard, Cardiovascular Research Center, Massachusetts General Hospital – sequence: 6 givenname: Jennifer L. orcidid: 0000-0002-1454-3650 surname: Halford fullname: Halford, Jennifer L. organization: Cardiovascular Disease Initiative, The Broad Institute of MIT and Harvard – sequence: 7 givenname: Lu-Chen orcidid: 0000-0003-1475-4930 surname: Weng fullname: Weng, Lu-Chen organization: Cardiovascular Disease Initiative, The Broad Institute of MIT and Harvard, Cardiovascular Research Center, Massachusetts General Hospital – sequence: 8 givenname: Victor orcidid: 0000-0001-7199-299X surname: Nauffal fullname: Nauffal, Victor organization: Cardiovascular Disease Initiative, The Broad Institute of MIT and Harvard, Cardiovascular Research Center, Massachusetts General Hospital – sequence: 9 givenname: Carolina orcidid: 0000-0001-5267-6756 surname: Roselli fullname: Roselli, Carolina organization: Cardiovascular Disease Initiative, The Broad Institute of MIT and Harvard – sequence: 10 givenname: Amelia W. surname: Hall fullname: Hall, Amelia W. organization: Cardiovascular Disease Initiative, The Broad Institute of MIT and Harvard, Cardiovascular Research Center, Massachusetts General Hospital – sequence: 11 givenname: Matthew T. surname: Oetjens fullname: Oetjens, Matthew T. organization: Autism & Developmental Medicine Institute, Geisinger – sequence: 12 givenname: Braxton surname: Lagerman fullname: Lagerman, Braxton organization: Department of Translational Data Science and Informatics, Geisinger – sequence: 13 givenname: David P. surname: vanMaanen fullname: vanMaanen, David P. organization: Department of Translational Data Science and Informatics, Geisinger – sequence: 15 givenname: Krishna G. surname: Aragam fullname: Aragam, Krishna G. organization: Cardiovascular Disease Initiative, The Broad Institute of MIT and Harvard, Cardiovascular Research Center, Massachusetts General Hospital – sequence: 16 givenname: Kathryn L. orcidid: 0000-0002-9268-810X surname: Lunetta fullname: Lunetta, Kathryn L. organization: NHLBI and Boston University’s Framingham Heart Study, Department of Biostatistics, Boston University School of Public Health – sequence: 17 givenname: Christopher M. orcidid: 0000-0002-3227-4490 surname: Haggerty fullname: Haggerty, Christopher M. organization: Department of Translational Data Science and Informatics, Geisinger, Heart Institute, Geisinger – sequence: 18 givenname: Steven A. orcidid: 0000-0002-9599-4866 surname: Lubitz fullname: Lubitz, Steven A. organization: Cardiovascular Disease Initiative, The Broad Institute of MIT and Harvard, Cardiovascular Research Center, Massachusetts General Hospital, Demoulas Center for Cardiac Arrhythmias, Massachusetts General Hospital – sequence: 19 givenname: Patrick T. orcidid: 0000-0002-2067-0533 surname: Ellinor fullname: Ellinor, Patrick T. email: ellinor@mgh.harvard.edu organization: Cardiovascular Disease Initiative, The Broad Institute of MIT and Harvard, Cardiovascular Research Center, Massachusetts General Hospital, Demoulas Center for Cardiac Arrhythmias, Massachusetts General Hospital |
BackLink | https://www.ncbi.nlm.nih.gov/pubmed/35177841$$D View this record in MEDLINE/PubMed |
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ContentType | Journal Article |
Contributor | Khalid, Shareef Staples, Jeffrey C O'Keeffe, Sean Nafde, Mona Shuldiner, Alan Nielsen, Jonas Ferreira, Manuel A R Mitnaul, Lyndon J Lattari, Michael Manoochehri, Kia Widom, Louis Salerno, William Hawes, Alicia Lopez, Alexander Beechert, Christina Krasheninina, Olga Padilla, Maria Sotiropoulos Baras, Aris Habegger, Lukas Reid, Jeffrey G Mighty, Jason Polanco, Tommy Gu, Zhenhua Pradhan, Manasi Abecasis, Goncalo Overton, John D Deubler, Andrew Coppola, Giovanni Forsythe, Caitlin Schleicher, Thomas D Cantor, Michael Bai, Xiaodong Li, Dadong Balasubramanian, Suganthi Karalis, Katia Panea, Razvan Verweij, Niek Rasool, Ayesha Economides, Aris Lanche, Rouel Maxwell, Evan K Ulloa, Ricardo H Boutkov, Boris Eom, Gisu De, Tanima Mansfield, Adam J Orelus, Max Siminovitch, Katherine Lotta, Luca A Jones, Marcus B Fuller, Erin D Wolf, Sarah E |
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Copyright | The Author(s), under exclusive licence to Springer Nature America, Inc. 2022 2022. The Author(s), under exclusive licence to Springer Nature America, Inc. |
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Notes | ObjectType-Article-1 SourceType-Scholarly Journals-1 ObjectType-Feature-2 content type line 23 These authors contributed equally to this work. These authors jointly supervised this work. Author Contributions Statement S.J.J., S.H.C., S.A.L. and P.T.E. conceived and designed the study. S.J.J., S.H.C., V.N.M., M.C., J.P.P and J.L.H. performed data curation and data processing, for data other than the MyCode dataset. S.J.J., S.H.C. and V.N.M. performed statistical analyses, for data other than the MyCode dataset. M.T.O., B.L., D.P.v.M. and C.M.H. performed data curation, data processing and statistical analyses in the MyCode dataset. S.J.J., S.H.C. and M.C. performed data visualization. K.G.A., K.L.L., S.A.L. and P.T.E. supervised the overall study. S.J.J., S.H.C. and P.T.E. drafted the manuscript. L.-C.W., V.N., C.R. and A.W.H. contributed critically to the analysis plan and revisions of the manuscript. All authors critically revised and approved the manuscript. Contributions from consortium members from the Regeneron Genetics Center are provided in the Supplementary Note. A list of consortium authors and their affiliations appear at the end of the paper. |
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Title | Analysis of rare genetic variation underlying cardiometabolic diseases and traits among 200,000 individuals in the UK Biobank |
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