Please use this identifier to cite or link to this item: https://repository.monashhealth.org/monashhealthjspui/handle/1/60575
Title: Epigenome-wide association study meta-analysis of wellbeing.
Authors: Bartels M.;van de Weijer M.P.;Azcona-Granada N.;Baselmans B.M.L.;Suderman M.;Soerensen M.;Buchwald J.;Mulder R.H.;Rawal R.;Luciano M.;Bonder M.J.;Choudhary P.;Lowry E.;Lind P.A.;Schwartz J.;Debrabant B.;Ollikainen M.;Felix J.F.;Bakermans-Kranenburg M.J.;Tiemeier H.;Gieger C.;Waldenberger M.;Martin N.G.;Vokonas P.;Baccarelli A.A.;Christensen K.;Kaprio J.;van IJzendoorn M.H.;Emeny R.T.;Deary I.J.;Franke L.;Sebert S.;McRae A.F.;Spiro A.;van Dongen J.
Monash Health Department(s): Monash University - School of Clinical Sciences at Monash Health
Institution: (Bartels, van de Weijer, Azcona-Granada, Baselmans) Department of Biological Psychology, Vrije Universiteit Amsterdam, Van Der Boechorststraat 7, Amsterdam, Netherlands
(Bartels, van de Weijer, Azcona-Granada, Baselmans) Amsterdam Public Health Research Institute, Amsterdam University Medical Centre, Amsterdam, Netherlands
(van de Weijer) Department of Psychiatry, Location AMC, Amsterdam University Medical Centre, Amsterdam, Netherlands
(Suderman) MRC Integrative Epidemiology Unit, Bristol Medical School, Population Health Sciences, University of Bristol, Bristol, United Kingdom
(Soerensen, Christensen) Danish Twin Registry and the Research Unit for Epidemiology, Biostatistics and Biodemography, Department of Public Health, University of Southern Denmark, Odense, Denmark
(Soerensen, Christensen) Department of Clinical Genetics, Odense University Hospital, Odense, Denmark
(Buchwald, Ollikainen, Kaprio) Institute for Molecular Medicine Finland FIMM, University of Helsinki, Helsinki, Finland
(Mulder, Felix) Generation R Study Group, Erasmus MC, University Medical Center Rotterdam, Rotterdam, Netherlands
(Mulder, Tiemeier) Department of Child and Adolescent Psychiatry/Psychology, Erasmus MC, University Medical Center Rotterdam, Rotterdam, Netherlands
(Rawal) Department of Microbiology, Laboratoire National de Sante, Luxembourg
(Luciano) Department of Psychology, University of Edinburgh, Edinburgh, United Kingdom
(Bonder, Franke) Department of Genetics, University of Groningen, University Medical Centre Groningen, Groningen, Netherlands
(Bonder) UtrechtNetherlands
(Choudhary, Sebert) Research Unit of Population Health, Faculty of Medicine, University of Oulu, Oulu, Finland
(Lowry) Queen's University Belfast, Belfast, United Kingdom
(Lind) Psychiatric Genetics, Brain and Mental Health Research Program, QIMR Berghofer, Brisbane, Australia
(Lind) School of Biomedical Sciences, Queensland University of Technology, Brisbane, Australia
(Lind) School of Biomedical Sciences, University of Queensland, Brisbane, Australia
(Schwartz) Department of Environmental Health, Harvard School of Public Health, Boston, United States
(Debrabant) Data Science and Statistics, Department of Mathematics and Computer Science, University of Southern Denmark, Odense, Denmark
(Ollikainen) Minerva Foundation Institute for Medical Research, Helsinki, Finland
(Felix) Department of Pediatrics, Erasmus MC, University Medical Center Rotterdam, Rotterdam, Netherlands
(Bakermans-Kranenburg) William James Center for Research, ISPA Instituto Universitario, Lisbon, Portugal
(Bakermans-Kranenburg, van IJzendoorn) Faculty of Psychology and Humanities, Universidad San Sebastian, Valdivia, Chile
(Tiemeier) Department of Social and Behavioral Science, Harvard T.H. Chan School of Public Health, Boston, United States
(Gieger, Waldenberger) Research Unit Molecular Epidemiology, Institute of Epidemiology, German Research Center for Environmental Health, Helmholtz Zentrum MunchenNeuherberg, Germany
(Martin) Genetic Epidemiology, Brain and Mental Health Research Program, QIMR Berghofer, Brisbane, Australia
(Vokonas, Spiro) Veterans Affairs Boston Healthcare System, Boston, United States
(Baccarelli) Harvard T.H. Chan School of Public Health, Boston, United States
(van IJzendoorn) Psychiatry Monash Health, Monash University, Melbourne, Australia
(Emeny) Department of Internal Medicine, Division of Molecular Medicine, UNM Comprehensive Cancer Center, Cancer Control & Population Sciences Research Program, Albuquerque, United States
(Deary) Psychology, University of Edinburgh, Edinburgh, United Kingdom
(McRae) Institute for Molecular Bioscience, University of Queensland, Brisbane, Australia
(van Dongen) Department of Biological Psychology, Vrije Universiteit Amsterdam, Van Der Boechorststraat 7, Amsterdam, Netherlands
(van Dongen) Amsterdam Public Health Research Institute, Amsterdam University Medical Centre, Amsterdam, Netherlands
(van Dongen) Amsterdam Reproduction & Development (AR&D) Research Institute, Amsterdam, Netherlands
Issue Date: 27-Jul-2026
Copyright year: 2026
Place of publication: Germany
Publication information: Clinical epigenetics. (no pagination), 2026. Date of Publication: 14 Jul 2026.
Journal: Clinical Epigenetics
Abstract: Wellbeing is associated with both behavioral phenotypes as well as several key life outcomes, such as health, employment, and coping with stressful events. These phenotypes associated with wellbeing could be potential indicators of differential epigenetic patterns between individuals that differ in their levels of wellbeing. We performed the largest epigenome-wide (EWAS) meta-analysis of wellbeing to date by combining whole blood DNA methylation data (Illumina 450K array) from 13 cohorts from Europe, Australia, and the USA (N = 10,757 participants). After correcting for smoking and BMI, no epigenome-wide significant methylation sites were identified. We tested whether a weighted methylation score (MS) based on leave-one-cohort-out EWAS meta-analysis summary statistics predicted wellbeing in an independent cohort, and whether prediction was significant over and above the polygenic score (PGS) for wellbeing. The MS was associated with wellbeing (variance explained = 0.22%, p = 0.03) and was no longer significant after adding the polygenic score (PGS; variance explained = 0.43%, p = 0.0046, MS; variance explained = 0.07%, p = 0.2842). We further compared DNA methylation levels in 16 pairs of monozygotic twins discordant for wellbeing. These analyses revealed no significant within-pair DNA methylation differences at the top-sites from the meta-analysis or in MS. Our results suggest that larger EWAS meta-analyses with uniform phenotype assessment are required to identify methylation sites associated with wellbeing.Copyright © 2026. The Author(s).
DOI: http://monash.idm.oclc.org/login?url=https://dx.doi.org/10.1186/s13148-026-02202-0
PubMed URL: 42449378
URI: https://repository.monashhealth.org/monashhealthjspui/handle/1/60575
Type: Article In Press
Subjects: aged
DNA methylation
DNA methylation age
epigenome
etiology
Europe
genetic risk score
monozygotic twins
phenotype
smoking
wellbeing
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