Journal of the American Heart Association: Cardiovascular and Cerebrovascular Disease (Sep 2024)
Genome‐Wide Interaction Analyses of Serum Calcium on Ventricular Repolarization Time in 125 393 Participants
- William J. Young,
- Peter J. van der Most,
- Traci M. Bartz,
- Maxime M. Bos,
- Ginevra Biino,
- ThuyVy Duong,
- Luisa Foco,
- Jesus T. Lominchar,
- Martina Müller‐Nurasyid,
- Giuseppe Giovanni Nardone,
- Alessandro Pecori,
- Julia Ramirez,
- Linda Repetto,
- Katharina Schramm,
- Xia Shen,
- Stefan van Duijvenboden,
- Diana van Heemst,
- Stefan Weiss,
- Jie Yao,
- Jan‐Walter Benjamins,
- Alvaro Alonso,
- Beatrice Spedicati,
- Mary L. Biggs,
- Jennifer A. Brody,
- Marcus Dörr,
- Christian Fuchsberger,
- Martin Gögele,
- Xiuqing Guo,
- M. Arfan Ikram,
- J. Wouter Jukema,
- Stefan Kääb,
- Jørgen K. Kanters,
- Henry J. Lin,
- Allan Linneberg,
- Matthias Nauck,
- Ilja M. Nolte,
- Giulia Pianigiani,
- Aurora Santin,
- Elsayed Z. Soliman,
- Paola Tesolin,
- Simona Vaccargiu,
- Melanie Waldenberger,
- Pim van der Harst,
- Niek Verweij,
- Dan E. Arking,
- Maria Pina Concas,
- Alessandro De Grandi,
- Giorgia Girotto,
- Niels Grarup,
- Maryam Kavousi,
- Dennis O. Mook‐Kanamori,
- Pau Navarro,
- Michele Orini,
- Sandosh Padmanabhan,
- Cristian Pattaro,
- Annette Peters,
- Mario Pirastu,
- Peter P. Pramstaller,
- Susan R. Heckbert,
- Mortiz Sinner,
- Harold Snieder,
- Uwe Völker,
- James F. Wilson,
- W. James Gauderman,
- Pier D. Lambiase,
- Nona Sotoodehnia,
- Andrew Tinker,
- Helen R. Warren,
- Raymond Noordam,
- Patricia B. Munroe
Affiliations
- William J. Young
- Clinical Pharmacology and Precision Medicine William Harvey Research Institute, Queen Mary University of London United Kingdom
- Peter J. van der Most
- Department of Epidemiology University of Groningen, University Medical Center Groningen Groningen The Netherlands
- Traci M. Bartz
- Cardiovascular Health Research Unit, Department of Biostatistics and Medicine University of Washington Seattle WA USA
- Maxime M. Bos
- Department of Epidemiology Erasmus MC University Medical Center Rotterdam Netherlands
- Ginevra Biino
- Institute of Molecular Genetics, National Research Council of Italy Pavia Italy
- ThuyVy Duong
- Department of Genetic Medicine McKusick‐Nathans Institute, Johns Hopkins University School of Medicine Baltimore MD USA
- Luisa Foco
- Eurac Research Institute for Biomedicine (Affiliated with the University of Lübeck) Bolzano Italy
- Jesus T. Lominchar
- Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Sciences University of Copenhagen Denmark
- Martina Müller‐Nurasyid
- German Research Center for Environmental Health Institute of Genetic Epidemiology, Helmholtz Zentrum München Neuherberg Germany
- Giuseppe Giovanni Nardone
- Department of Medicine, Surgery and Health Sciences University of Trieste Italy
- Alessandro Pecori
- Institute for Maternal and Child Health—IRCCS “Burlo Garofolo” Trieste Italy
- Julia Ramirez
- Clinical Pharmacology and Precision Medicine William Harvey Research Institute, Queen Mary University of London United Kingdom
- Linda Repetto
- Centre for Global Health Research Usher Institute, University of Edinburgh Scotland
- Katharina Schramm
- German Research Center for Environmental Health Institute of Genetic Epidemiology, Helmholtz Zentrum München Neuherberg Germany
- Xia Shen
- Centre for Global Health Research Usher Institute, University of Edinburgh Scotland
- Stefan van Duijvenboden
- Clinical Pharmacology and Precision Medicine William Harvey Research Institute, Queen Mary University of London United Kingdom
- Diana van Heemst
- Department of Internal Medicine, Section of Gerontology and Geriatrics Leiden University Medical Center Leiden The Netherlands
- Stefan Weiss
- DZHK (German Centre for Cardiovascular Research), partner site Greifswald Greifswald Germany
- Jie Yao
- Department of Pediatrics The Institute for Translational Genomics and Population Sciences, The Lundquist Institute for Biomedical Innovation at Harbor‐UCLA Medical Center Torrance CA USA
- Jan‐Walter Benjamins
- Department of Cardiology University of Groningen, University Medical Center Groningen Groningen The Netherlands
- Alvaro Alonso
- Department of Epidemiology Rollins School of Public Health, Emory University Atlanta GA USA
- Beatrice Spedicati
- Department of Medicine, Surgery and Health Sciences University of Trieste Italy
- Mary L. Biggs
- Cardiovascular Health Research Unit, Department of Medicine University of Washington Seattle WA USA
- Jennifer A. Brody
- Cardiovascular Health Research Unit, Department of Medicine University of Washington Seattle WA USA
- Marcus Dörr
- DZHK (German Centre for Cardiovascular Research), partner site Greifswald Greifswald Germany
- Christian Fuchsberger
- Eurac Research Institute for Biomedicine (Affiliated with the University of Lübeck) Bolzano Italy
- Martin Gögele
- Eurac Research Institute for Biomedicine (Affiliated with the University of Lübeck) Bolzano Italy
- Xiuqing Guo
- Institute for Translational Genomics and Population Sciences/The Lundquist Institute at Harbor‐UCLA Medical Center Torrance CA USA
- M. Arfan Ikram
- Department of Epidemiology Erasmus MC University Medical Center Rotterdam Netherlands
- J. Wouter Jukema
- Department of Cardiology Leiden University Medical Center Leiden The Netherlands
- Stefan Kääb
- Department of Cardiology University Hospital, LMU Munich Munich Germany
- Jørgen K. Kanters
- Laboratory of Experimental Cardiology, Department of Biomedical Sciences University of Copenhagen Denmark
- Henry J. Lin
- Department of Pediatrics The Institute for Translational Genomics and Population Sciences, The Lundquist Institute for Biomedical Innovation at Harbor‐UCLA Medical Center Torrance CA USA
- Allan Linneberg
- Center for Clinical Research and Prevention Bispebjerg and Frederiksberg Hospital, The Capital Region Copenhagen Denmark
- Matthias Nauck
- DZHK (German Centre for Cardiovascular Research), partner site Greifswald Greifswald Germany
- Ilja M. Nolte
- Department of Epidemiology University of Groningen, University Medical Center Groningen Groningen The Netherlands
- Giulia Pianigiani
- Institute for Maternal and Child Health—IRCCS “Burlo Garofolo” Trieste Italy
- Aurora Santin
- Department of Medicine, Surgery and Health Sciences University of Trieste Italy
- Elsayed Z. Soliman
- Epidemiological Cardiology Research Center (EPICARE) Wake Forest School of Medicine Winston Salem USA
- Paola Tesolin
- Institute for Maternal and Child Health—IRCCS “Burlo Garofolo” Trieste Italy
- Simona Vaccargiu
- Institute for Genetic and Biomedical Research, National Research Council of Italy Cagliari Italy
- Melanie Waldenberger
- DZHK (German Centre for Cardiovascular Research), partner site: Munich Heart Alliance Munich Germany
- Pim van der Harst
- Department of Cardiology University of Groningen, University Medical Center Groningen Groningen The Netherlands
- Niek Verweij
- Department of Cardiology University of Groningen, University Medical Center Groningen Groningen The Netherlands
- Dan E. Arking
- Department of Genetic Medicine McKusick‐Nathans Institute, Johns Hopkins University School of Medicine Baltimore MD USA
- Maria Pina Concas
- Institute for Maternal and Child Health—IRCCS “Burlo Garofolo” Trieste Italy
- Alessandro De Grandi
- Eurac Research Institute for Biomedicine (Affiliated with the University of Lübeck) Bolzano Italy
- Giorgia Girotto
- Department of Medicine, Surgery and Health Sciences University of Trieste Italy
- Niels Grarup
- Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Sciences University of Copenhagen Denmark
- Maryam Kavousi
- Department of Epidemiology Erasmus MC University Medical Center Rotterdam Netherlands
- Dennis O. Mook‐Kanamori
- Department of Clinical Epidemiology Leiden University Medical Center Leiden The Netherlands
- Pau Navarro
- MRC Human Genetics Unit Institute of Genetics and Cancer, University of Edinburgh Scotland
- Michele Orini
- Barts Heart Centre St Bartholomew’s Hospital, Barts Health NHS Trust London United Kingdom
- Sandosh Padmanabhan
- Institute of Cardiovascular and Medical Sciences, University of Glasgow UK
- Cristian Pattaro
- Eurac Research Institute for Biomedicine (Affiliated with the University of Lübeck) Bolzano Italy
- Annette Peters
- German Research Center for Environmental Health Institute of Genetic Epidemiology, Helmholtz Zentrum München Neuherberg Germany
- Mario Pirastu
- Institute for Genetic and Biomedical Research, Sassari Unit, National Research Council of Italy Sassari Italy
- Peter P. Pramstaller
- Eurac Research Institute for Biomedicine (Affiliated with the University of Lübeck) Bolzano Italy
- Susan R. Heckbert
- Cardiovascular Health Research Unit, Department of Medicine University of Washington Seattle WA USA
- Mortiz Sinner
- Department of Cardiology University Hospital, LMU Munich Munich Germany
- Harold Snieder
- Department of Epidemiology University of Groningen, University Medical Center Groningen Groningen The Netherlands
- Uwe Völker
- DZHK (German Centre for Cardiovascular Research), partner site Greifswald Greifswald Germany
- James F. Wilson
- Centre for Global Health Research Usher Institute, University of Edinburgh Scotland
- W. James Gauderman
- Department of population and public health sciences University of Southern California Los Angeles CA USA
- Pier D. Lambiase
- Barts Heart Centre St Bartholomew’s Hospital, Barts Health NHS Trust London United Kingdom
- Nona Sotoodehnia
- Cardiovascular Health Research Unit, Division of Cardiology, Department of Medicine University of Washington Seattle WA USA
- Andrew Tinker
- Clinical Pharmacology and Precision Medicine William Harvey Research Institute, Queen Mary University of London United Kingdom
- Helen R. Warren
- Clinical Pharmacology and Precision Medicine William Harvey Research Institute, Queen Mary University of London United Kingdom
- Raymond Noordam
- Department of Internal Medicine, Section of Gerontology and Geriatrics Leiden University Medical Center Leiden The Netherlands
- Patricia B. Munroe
- Clinical Pharmacology and Precision Medicine William Harvey Research Institute, Queen Mary University of London United Kingdom
- DOI
- https://doi.org/10.1161/JAHA.123.034760
- Journal volume & issue
-
Vol. 13,
no. 17
Abstract
Background Ventricular repolarization time (ECG QT and JT intervals) is associated with malignant arrhythmia. Genome‐wide association studies have identified 230 independent loci for QT and JT; however, 50% of their heritability remains unexplained. Previous work supports a causal effect of lower serum calcium concentrations on longer ventricular repolarization time. We hypothesized calcium interactions with QT and JT variant associations could explain a proportion of the missing heritability. Methods and Results We performed genome‐wide calcium interaction analyses for QT and JT intervals. Participants were stratified by their calcium level relative to the study distribution (top or bottom 20%). We performed a 2‐stage analysis (genome‐wide discovery [N=62 532] and replication [N=59 861] of lead variants) and a single‐stage genome‐wide meta‐analysis (N=122 393, [European ancestry N=117 581, African ancestry N=4812]). We also calculated 2‐degrees of freedom joint main and interaction and 1‐degree of freedom interaction P values. In 2‐stage and single‐stage analyses, 50 and 98 independent loci, respectively, were associated with either QT or JT intervals (2‐degrees of freedom joint main and interaction P value <5×10−8). No lead variant had a significant interaction result after correcting for multiple testing and sensitivity analyses provided similar findings. Two loci in the single‐stage meta‐analysis were not reported previously (SPPL2B and RFX6). Conclusions We have found limited support for an interaction effect of serum calcium on QT and JT variant associations despite sample sizes with suitable power to detect relevant effects. Therefore, such effects are unlikely to explain a meaningful proportion of the heritability of QT and JT, and factors including rare variation and other environmental interactions need to be considered.
Keywords
- calcium
- ECG intervals
- gene‐lifestyle interaction
- genome‐wide association study
- ventricular repolarization