Frontiers in Physiology (Jun 2022)
Associations of Polymorphisms in the Peroxisome Proliferator-Activated Receptor Gamma Coactivator-1 Alpha Gene With Subsequent Coronary Heart Disease: An Individual-Level Meta-Analysis
- Tessa Schillemans,
- Vinicius Tragante,
- Buamina Maitusong,
- Bruna Gigante,
- Bruna Gigante,
- Sharon Cresci,
- Federica Laguzzi,
- Max Vikström,
- Mark Richards,
- Mark Richards,
- Anna Pilbrow,
- Vicky Cameron,
- Luisa Foco,
- Robert N. Doughty,
- Pekka Kuukasjärvi,
- Hooman Allayee,
- Hooman Allayee,
- Jaana A. Hartiala,
- W. H. Wilson Tang,
- W. H. Wilson Tang,
- Leo-Pekka Lyytikäinen,
- Leo-Pekka Lyytikäinen,
- Kjell Nikus,
- Kjell Nikus,
- Jari O. Laurikka,
- Jari O. Laurikka,
- Sundararajan Srinivasan,
- Ify R. Mordi,
- Stella Trompet,
- Stella Trompet,
- Adriaan Kraaijeveld,
- Jessica van Setten,
- Crystel M. Gijsberts,
- Crystel M. Gijsberts,
- Anke H. Maitland-van der Zee,
- Christoph H. Saely,
- Christoph H. Saely,
- Christoph H. Saely,
- Yan Gong,
- Julie A. Johnson,
- Julie A. Johnson,
- Rhonda M. Cooper-DeHoff,
- Rhonda M. Cooper-DeHoff,
- Carl J. Pepine,
- Gavino Casu,
- Andreas Leiherer,
- Andreas Leiherer,
- Heinz Drexel,
- Heinz Drexel,
- Heinz Drexel,
- Benjamin D. Horne,
- Benjamin D. Horne,
- Sander W. van der Laan,
- Nicola Marziliano,
- Nicola Marziliano,
- Stanley L. Hazen,
- Stanley L. Hazen,
- Juha Sinisalo,
- Mika Kähönen,
- Mika Kähönen,
- Terho Lehtimäki,
- Terho Lehtimäki,
- Chim C. Lang,
- Ralph Burkhardt,
- Ralph Burkhardt,
- Markus Scholz,
- J. Wouter Jukema,
- J. Wouter Jukema,
- Niclas Eriksson,
- Axel Åkerblom,
- Axel Åkerblom,
- Stefan James,
- Stefan James,
- Claes Held,
- Claes Held,
- Emil Hagström,
- John A. Spertus,
- Ale Algra,
- Ulf de Faire,
- Agneta Åkesson,
- Folkert W. Asselbergs,
- Folkert W. Asselbergs,
- Riyaz S. Patel,
- Riyaz S. Patel,
- Karin Leander
Affiliations
- Tessa Schillemans
- Institute of Environmental Medicine, Karolinska Institutet, Stockholm, Sweden
- Vinicius Tragante
- Division Heart and Lungs, Department of Cardiology, University Medical Center Utrecht, Utrecht University, Utrecht, Netherlands
- Buamina Maitusong
- Institute of Environmental Medicine, Karolinska Institutet, Stockholm, Sweden
- Bruna Gigante
- Division of Cardiovascular Medicine, Department of Medicine, Danderyd University Hospital, Karolinska Institutet, Stockholm, Sweden
- Bruna Gigante
- Department of Clinical Sciences, Danderyd University Hospital, Karolinska Institutet, Stockholm, Sweden
- Sharon Cresci
- Cardiovascular Division, John T. Milliken Department of Internal Medicine, Washington University School of Medicine, St. Louis, MO, United States
- Federica Laguzzi
- Institute of Environmental Medicine, Karolinska Institutet, Stockholm, Sweden
- Max Vikström
- Institute of Environmental Medicine, Karolinska Institutet, Stockholm, Sweden
- Mark Richards
- Department of Medicine, Christchurch Heart Institute, University of Otago, Christchurch, New Zealand
- Mark Richards
- Cardiovascular Research Institute, National University of Singapore, Singapore, Singapore
- Anna Pilbrow
- Department of Medicine, Christchurch Heart Institute, University of Otago, Christchurch, New Zealand
- Vicky Cameron
- Department of Medicine, Christchurch Heart Institute, University of Otago, Christchurch, New Zealand
- Luisa Foco
- Institute for Biomedicine, Eurac Research, Bolzano, Italy
- Robert N. Doughty
- Heart Health Research Group, The University of Auckland, Auckland, New Zealand
- Pekka Kuukasjärvi
- 0Finnish Cardiovascular Research Center - Tampere, Department of Cardio-Thoracic Surgery, Faculty of Medicine and Health Technology, Tampere University, Tampere, Finland
- Hooman Allayee
- 1Department of Biochemistry and Molecular Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA, United States
- Hooman Allayee
- 2Department of Population and Public Health Sciences, Keck School of Medicine, University of Southern California, Los Angeles, CA, United States
- Jaana A. Hartiala
- 2Department of Population and Public Health Sciences, Keck School of Medicine, University of Southern California, Los Angeles, CA, United States
- W. H. Wilson Tang
- 3Department of Cardiovascular and Metabolic Sciences and Center for Microbiome and Human Health, Lerner Research Institute, Cleveland Clinic Ohio, Cleveland, OH, United States
- W. H. Wilson Tang
- 4Department of Cardiovascular Medicine, Heart, Vascular and Thoracic Institute, Cleveland Clinic Ohio, Cleveland, OH, United States
- Leo-Pekka Lyytikäinen
- 5Department of Clinical Chemistry, Fimlab Laboratories Ltd., Tampere, Finland
- Leo-Pekka Lyytikäinen
- 6Finnish Cardiovascular Research Center - Tampere, Department of Clinical Chemistry, Faculty of Medicine and Health Technology, Tampere University, Tampere, Finland
- Kjell Nikus
- 7Finnish Cardiovascular Research Center - Tampere, Department of Cardiology, Faculty of Medicine and Health Technology, Tampere University, Tampere, Finland
- Kjell Nikus
- 8Heart Center, Department of Cardiology, Tampere University Hospital, Tampere, Finland
- Jari O. Laurikka
- 0Finnish Cardiovascular Research Center - Tampere, Department of Cardio-Thoracic Surgery, Faculty of Medicine and Health Technology, Tampere University, Tampere, Finland
- Jari O. Laurikka
- 9Heart Center, Department of Thoracic Surgery, Tampere University Hospital, Tampere, Finland
- Sundararajan Srinivasan
- 0Division of Population Health and Genomics, School of Medicine, University of Dundee, Dundee, United Kingdom
- Ify R. Mordi
- 1Division of Molecular and Clinical Medicine, School of Medicine, University of Dundee, Dundee, United Kingdom
- Stella Trompet
- 2Department of Internal Medicine, Leiden University Medical Center, Leiden, Netherlands
- Stella Trompet
- 3Section of Gerontology and Geriatrics, and Department of Cardiology, Leiden University Medical Center, Leiden, Netherlands
- Adriaan Kraaijeveld
- Division Heart and Lungs, Department of Cardiology, University Medical Center Utrecht, Utrecht University, Utrecht, Netherlands
- Jessica van Setten
- Division Heart and Lungs, Department of Cardiology, University Medical Center Utrecht, Utrecht University, Utrecht, Netherlands
- Crystel M. Gijsberts
- 4Laboratory of Experimental Cardiology, University Medical Center Utrecht, Utrecht University, Utrecht, Netherlands
- Crystel M. Gijsberts
- 5Department of Cardiology, Radboud University Nijmegen Medical Centre, Nijmegen, Netherlands
- Anke H. Maitland-van der Zee
- 6Amsterdam University Medical Centers, Department of Respiratory Medicine, University of Amsterdam, Amsterdam, Netherlands
- Christoph H. Saely
- 7Vorarlberg Institute for Vascular Investigation and Treatment (VIVIT), Feldkirch, Austria
- Christoph H. Saely
- 8Private University in the Principality of Liechtenstein, Triesen, Liechtenstein
- Christoph H. Saely
- 9Academic Teaching Hospital Feldkirch, Feldkirch, Austria
- Yan Gong
- 0Center for Pharmacogenomics and Precision Medicine, Department of Pharmacotherapy and Translational Research, University of Florida, Gainesville, FL, United States
- Julie A. Johnson
- 0Center for Pharmacogenomics and Precision Medicine, Department of Pharmacotherapy and Translational Research, University of Florida, Gainesville, FL, United States
- Julie A. Johnson
- 1Division of Cardiovascular Medicine, College of Medicine, University of Florida, Gainesville, FL, United States
- Rhonda M. Cooper-DeHoff
- 0Center for Pharmacogenomics and Precision Medicine, Department of Pharmacotherapy and Translational Research, University of Florida, Gainesville, FL, United States
- Rhonda M. Cooper-DeHoff
- 1Division of Cardiovascular Medicine, College of Medicine, University of Florida, Gainesville, FL, United States
- Carl J. Pepine
- 1Division of Cardiovascular Medicine, College of Medicine, University of Florida, Gainesville, FL, United States
- Gavino Casu
- 2Azienda Ospedaliero Universitaria, Sassari, Italy
- Andreas Leiherer
- 7Vorarlberg Institute for Vascular Investigation and Treatment (VIVIT), Feldkirch, Austria
- Andreas Leiherer
- 8Private University in the Principality of Liechtenstein, Triesen, Liechtenstein
- Heinz Drexel
- 7Vorarlberg Institute for Vascular Investigation and Treatment (VIVIT), Feldkirch, Austria
- Heinz Drexel
- 8Private University in the Principality of Liechtenstein, Triesen, Liechtenstein
- Heinz Drexel
- 3Department of Medicine and Intensive Care, County Hospital Bregenz, Bregenz, Austria
- Benjamin D. Horne
- 4Intermountain Medical Center Heart Institute, Salt Lake City, UT, United States
- Benjamin D. Horne
- 5Division of Cardiovascular Medicine, Stanford University, Stanford, CA, United States
- Sander W. van der Laan
- 6Central Diagnostics Laboratory, Division Laboratories, Pharmacy, and Biomedical Genetics, University Medical Center Utrecht, Utrecht, Netherlands
- Nicola Marziliano
- 7Medicine Laboratory Unit, ASST Rhodense (Rho-Milano), Lombardy, Italy
- Nicola Marziliano
- 8Department of Medicine and Health Sciences, University of Molise, Campobasso, Italy
- Stanley L. Hazen
- 3Department of Cardiovascular and Metabolic Sciences and Center for Microbiome and Human Health, Lerner Research Institute, Cleveland Clinic Ohio, Cleveland, OH, United States
- Stanley L. Hazen
- 4Department of Cardiovascular Medicine, Heart, Vascular and Thoracic Institute, Cleveland Clinic Ohio, Cleveland, OH, United States
- Juha Sinisalo
- 9Heart and Lung Center, Helsinki University Hospital, University of Helsinki, Helsinki, Finland
- Mika Kähönen
- 0Finnish Cardiovascular Research Center - Tampere, Department of Clinical Physiology, Faculty of Medicine and Health Technology, Department of Clinical Physiology, Tampere University, Tampere, Finland
- Mika Kähönen
- 1Institute of Clinical Chemistry and Laboratory Medicine, University Hospital Regensburg, Regensburg, Germany
- Terho Lehtimäki
- 5Department of Clinical Chemistry, Fimlab Laboratories Ltd., Tampere, Finland
- Terho Lehtimäki
- 0Finnish Cardiovascular Research Center - Tampere, Department of Clinical Physiology, Faculty of Medicine and Health Technology, Department of Clinical Physiology, Tampere University, Tampere, Finland
- Chim C. Lang
- 0Division of Population Health and Genomics, School of Medicine, University of Dundee, Dundee, United Kingdom
- Ralph Burkhardt
- 1Institute of Clinical Chemistry and Laboratory Medicine, University Hospital Regensburg, Regensburg, Germany
- Ralph Burkhardt
- 2LIFE Research Center for Civilization Diseases, Leipzig University, Leipzig, Germany
- Markus Scholz
- 3LIFE Research Center for Civilization Diseases, Institute for Medical Informatics, Statistics and Epidemiology, Leipzig University, Leipzig, Germany
- J. Wouter Jukema
- 4Department of Cardiology, Leiden University Medical Center, Leiden, Netherlands
- J. Wouter Jukema
- 5Netherlands Heart Institute, Utrecht, Netherlands
- Niclas Eriksson
- 6Uppsala Clinical Research Center, Uppsala University, Uppsala, Sweden
- Axel Åkerblom
- 6Uppsala Clinical Research Center, Uppsala University, Uppsala, Sweden
- Axel Åkerblom
- 7Department of Medical Sciences, Cardiology, Uppsala University, Uppsala, Sweden
- Stefan James
- 6Uppsala Clinical Research Center, Uppsala University, Uppsala, Sweden
- Stefan James
- 7Department of Medical Sciences, Cardiology, Uppsala University, Uppsala, Sweden
- Claes Held
- 6Uppsala Clinical Research Center, Uppsala University, Uppsala, Sweden
- Claes Held
- 7Department of Medical Sciences, Cardiology, Uppsala University, Uppsala, Sweden
- Emil Hagström
- 7Department of Medical Sciences, Cardiology, Uppsala University, Uppsala, Sweden
- John A. Spertus
- 8Saint Luke´s Mid America Heart Institute, University of Missouri-Kansas City, Kansas City, MO, United States
- Ale Algra
- 9Department of Neurology and Neurosurgery, Brain Centre Rudolf Magnus and Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, Netherlands
- Ulf de Faire
- Institute of Environmental Medicine, Karolinska Institutet, Stockholm, Sweden
- Agneta Åkesson
- Institute of Environmental Medicine, Karolinska Institutet, Stockholm, Sweden
- Folkert W. Asselbergs
- Division Heart and Lungs, Department of Cardiology, University Medical Center Utrecht, Utrecht University, Utrecht, Netherlands
- Folkert W. Asselbergs
- 0Faculty of Population Health Sciences, Institute of Cardiovascular Science and Institute of Health Informatics, University College London, London, United Kingdom
- Riyaz S. Patel
- 0Faculty of Population Health Sciences, Institute of Cardiovascular Science and Institute of Health Informatics, University College London, London, United Kingdom
- Riyaz S. Patel
- 1Bart’s Heart Centre, St Bartholomew’s Hospital, London, United Kingdom
- Karin Leander
- Institute of Environmental Medicine, Karolinska Institutet, Stockholm, Sweden
- DOI
- https://doi.org/10.3389/fphys.2022.909870
- Journal volume & issue
-
Vol. 13
Abstract
Background: The knowledge of factors influencing disease progression in patients with established coronary heart disease (CHD) is still relatively limited. One potential pathway is related to peroxisome proliferator–activated receptor gamma coactivator-1 alpha (PPARGC1A), a transcription factor linked to energy metabolism which may play a role in the heart function. Thus, its associations with subsequent CHD events remain unclear. We aimed to investigate the effect of three different SNPs in the PPARGC1A gene on the risk of subsequent CHD in a population with established CHD.Methods: We employed an individual-level meta-analysis using 23 studies from the GENetIcs of sUbSequent Coronary Heart Disease (GENIUS-CHD) consortium, which included participants (n = 80,900) with either acute coronary syndrome, stable CHD, or a mixture of both at baseline. Three variants in the PPARGC1A gene (rs8192678, G482S; rs7672915, intron 2; and rs3755863, T528T) were tested for their associations with subsequent events during the follow-up using a Cox proportional hazards model adjusted for age and sex. The primary outcome was subsequent CHD death or myocardial infarction (CHD death/myocardial infarction). Stratified analyses of the participant or study characteristics as well as additional analyses for secondary outcomes of specific cardiovascular disease diagnoses and all-cause death were also performed.Results: Meta-analysis revealed no significant association between any of the three variants in the PPARGC1A gene and the primary outcome of CHD death/myocardial infarction among those with established CHD at baseline: rs8192678, hazard ratio (HR): 1.01, 95% confidence interval (CI) 0.98–1.05 and rs7672915, HR: 0.97, 95% CI 0.94–1.00; rs3755863, HR: 1.02, 95% CI 0.99–1.06. Similarly, no significant associations were observed for any of the secondary outcomes. The results from stratified analyses showed null results, except for significant inverse associations between rs7672915 (intron 2) and the primary outcome among 1) individuals aged ≥65, 2) individuals with renal impairment, and 3) antiplatelet users.Conclusion: We found no clear associations between polymorphisms in the PPARGC1A gene and subsequent CHD events in patients with established CHD at baseline.
Keywords