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Discovery of novel heart rate-associated loci using the Exome Chip

  • Marten E. Van Den Berg
  • , Helen R. Warren
  • , Claudia P. Cabrera
  • , Niek Verweij
  • , Borbala Mifsud
  • , Jeffrey Haessler
  • , Nathan A. Bihlmeyer
  • , Yi Ping Fu
  • , Stefan Weiss
  • , Henry J. Lin
  • , Niels Grarup
  • , Ruifang Li-Gao
  • , Giorgio Pistis
  • , Nabi Shah
  • , Jennifer A. Brody
  • , Martina Müller-Nurasyid
  • , Honghuang Lin
  • , Hao Mei
  • , Albert V. Smith
  • , Leo Pekka Lyytikäinen
  • Leanne M. Hall, Jessica Van Setten, Stella Trompet, Bram P. Prins, Aaron Isaacs, Farid Radmanesh, Jonathan Marten, Aiman Entwistle, Jan A. Kors, Claudia T. Silva, Alvaro Alonso, Joshua C. Bis, Rudolf De Boer, Hugoline G. De Haan, Renée De Mutsert, George Dedoussis, Anna F. Dominiczak, Alex S.F. Doney, Patrick T. Ellinor, Ruben N. Eppinga, Stephan B. Felix, Xiuqing Guo, Yanick Hagemeijer, Torben Hansen, Tamara B. Harris, Susan R. Heckbert, Paul L. Huang, Shih Jen Hwang, Mika Kähönen, Jørgen K. Kanters, Ivana Kolcic, Lenore J. Launer, Man Li, Jie Yao, Allan Linneberg, Simin Liu, Peter W. Macfarlane, Massimo Mangino, Andrew D. Morris, Antonella Mulas, Alison D. Murray, Christopher P. Nelson, Marco Orrú, Sandosh Padmanabhan, Annette Peters, David J. Porteous, Neil Poulter, Bruce M. Psaty, Lihong Qi, Olli T. Raitakari, Fernando Rivadeneira, Carolina Roselli, Igor Rudan, Naveed Sattar, Peter Sever, Moritz F. Sinner, Elsayed Z. Soliman, Timothy D. Spector, Alice V. Stanton, Kathleen E. Stirrups, Kent D. Taylor, Martin D. Tobin, André Uitterlinden, Ilonca Vaartjes, Arno W. Hoes, Peter Van Der Meer, Uwe Völker, Melanie Waldenberger, Zhijun Xie, Magdalena Zoledziewska, Andrew Tinker, Ozren Polasek, Jonathan Rosand, Yalda Jamshidi, Cornelia M. Van Duijn, Eleftheria Zeggini, J. Wouter Jukema, Folkert W. Asselbergs, Nilesh J. Samani, Terho Lehtimäki, Vilmundur Gudnason, James Wilson, Steven A. Lubitz, Stefan Kääb, Nona Sotoodehnia, Mark J. Caulfield, Colin N.A. Palmer, Serena Sanna, Dennis O. Mook-Kanamori, Panos Deloukas, Oluf Pedersen, Jerome I. Rotter, Marcus Dörr, Chris J. O'Donnell, Caroline Hayward, Dan E. Arking, Charles Kooperberg, Pim Van Der Harst, Mark Eijgelsheim, Bruno H. Stricker, Patricia B. Munroe*
*Corresponding author for this work
  • Erasmus University Rotterdam
  • Clinical Pharmacology
  • Queen Mary University of London
  • Department of Cardiology
  • University of Groningen
  • Division of Public Health Sciences
  • Fred Hutchinson Cancer Research Center
  • Predoctoral Training Program in Human Genetics
  • Johns Hopkins University
  • Division of Cardiovascular Sciences
  • National Institutes of Health
  • Interfaculty Institute for Genetics and Functional Genomics
  • University of Greifswald
  • German Centre for Cardiovascular Research
  • Department of Pediatrics
  • University of California at Los Angeles
  • University of Copenhagen
  • Department of Clinical Epidemiology
  • Leiden University
  • National Research Council of Italy
  • Center for Statistical Genetics
  • University of Michigan, Ann Arbor
  • Division of Molecular and Clinical Medicine
  • University of Dundee
  • Department of Pharmacy
  • COMSATS University Islamabad
  • University of Washington
  • Institute of Genetic Epidemiology
  • Helmholtz Zentrum München - German Research Center for Environmental Health
  • Department of Medicine I
  • Ludwig Maximilian University of Munich
  • Section of Computational Biomedicine
  • Boston University
  • Department of Data Science
  • University of Mississippi
  • Icelandic Heart Association
  • University of Iceland
  • Department of Clinical Chemistry
  • Fimlab Laboratories
  • Department of Cardiovascular Sciences
  • University of Leicester
  • University Hospitals of Leicester NHS Trust
  • Department of Cardiology
  • Utrecht University
  • Department of Gerontology and Geriatrics
  • Department of Human Genetics
  • Wellcome Trust Sanger Institute
  • Cardiogenetics Lab
  • St. George's University of London
  • Maastricht Centre for Systems Biology (MaCSBio)
  • Maastricht University
  • Center for Human Genetics Research
  • Massachusetts General Hospital
  • Program in Medical and Population Genetics
  • Broad Institute
  • University of Edinburgh
  • Department of Epidemiology
  • Doctoral Program in Biomedical Sciences
  • Universidad del Rosario
  • GENIUROS Group
  • Department of Epidemiology
  • Emory University
  • Department of Dietetics-Nutrition
  • Harokopio University
  • Institute of Cardiovascular and Medical Sciences
  • University of Glasgow
  • Cardiovascular Research Center
  • Dept. of Internal Medicine B - Cardiology Pneumology Infectious Diseases
  • Laboratory of Epidemiology and Population Sciences
  • Group Health Cooperative
  • Division of Intramural Research
  • Department of Clinical Physiology
  • Tampere University
  • Laboratory of Experimental Cardiology
  • University of Split
  • Division of Nephrology and Hypertension Internal Medicine
  • University of Utah
  • Research Centre for Prevention and Health
  • Capital Region of Denmark
  • Department of Clinical Experimental Research
  • Department of Clinical Medicine
  • Brown University
  • Department of Twin Research and Genetic Epidemiology
  • King's College London
  • Guy's and St Thomas' NHS Foundation Trust
  • Aberdeen Biomedical Imaging Centre
  • University of Aberdeen
  • Unita Operativa Complessa di Cardiologia
  • AO Brotzu
  • Institute of Epidemiology II
  • German Center for Diabetes Research
  • School of Public Health
  • Imperial College London
  • University of California at Davis
  • Department of Clinical Physiology and Nuclear Medicine
  • University of Turku
  • Human Genomics Facility
  • Wake Forest University
  • Department of Molecular and Cellular Therapeutics
  • Royal College of Surgeons in Ireland
  • University of Cambridge
  • Center for Translational Genomics and Population Sciences
  • Departments of Pediatrics Medicine
  • Department of Health Sciences
  • Human Genotyping Facility
  • Research Unit Molecular Epidemiology
  • Durrer Center for Cardiogenetic Research
  • Interuniversity Cardiology Institute of the Netherlands
  • Institute of Cardiovascular Science
  • University College London
  • Physiology and Biophysics
  • Cardiovascular Health Research Unit
  • Department of Public Health and Primary Care
  • The Institute for Translational Genomics and Population Sciences
  • Boston Veteran's Administration Healthcare

Research output: Contribution to journal › Article › peer-review

Abstract

Resting heart rate is a heritable trait, and an increase in heart rate is associated with increased mortality risk. Genome-wide association study analyses have found loci associated with resting heart rate, at the time of our study these loci explained 0.9% of the variation. This study aims to discover new genetic loci associated with heart rate from Exome Chip meta-analyses. Heart rate was measured from either elecrtrocardiograms or pulse recordings. We meta-analysed heart rate association results from 104 452 European-ancestry individuals from 30 cohorts, genotyped using the Exome Chip. Twenty-four variants were selected for follow-up in an independent dataset (UK Biobank, N = 134 251). Conditional and gene-based testing was undertaken, and variants were investigated with bioinformatics methods. We discovered five novel heart rate loci, and one new independent low-frequency non-synonymous variant in an established heart rate locus (KIAA1755). Lead variants in four of the novel loci are non-synonymous variants in the genes C10orf71, DALDR3, TESK2 and SEC31B. The variant at SEC31B is significantly associated with SEC31B expression in heart and tibial nerve tissue. Further candidate genes were detected from long-range regulatory chromatin interactions in heart tissue (SCD, SLF2 and MAPK8). We observed significant enrichment in DNase I hypersensitive sites in fetal heart and lung. Moreover, enrichment was seen for the first time in human neuronal progenitor cells (derived from embryonic stem cells) and fetal muscle samples by including our novel variants. Our findings advance the knowledge of the genetic architecture of heart rate, and indicate new candidate genes for follow-up functional studies.

Original languageEnglish
Pages (from-to)2346-2363
Number of pages18
JournalHuman Molecular Genetics
Volume26
Issue number12
DOIs
Publication statusPublished - 15 Jun 2017
Externally publishedYes

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