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Sammallahti S, Cortes Hidalgo AP, Tuominen S, Malmberg A, Mulder RH, Brunst KJ, Alemany S, McBride NS, Yousefi P, Heiss JA, McRae N, Page CM, Jin J, Pesce G, Caramaschi D, Rifas-Shiman SL, Koen N, Adams CD, Magnus MC, Baïz N, Ratanatharathorn A, Czamara D, Håberg SE, Colicino E, Baccarelli AA, Cardenas A, DeMeo DL, Lawlor DA, Relton CL, Felix JF, van IJzendoorn MH, Bakermans-Kranenburg MJ, Kajantie E, Räikkönen K, Sunyer J, Sharp GC, Houtepen LC, Nohr EA, Sørensen TIA, Téllez-Rojo MM, Wright RO, Annesi-Maesano I, Wright J, Hivert MF, Wright RJ, Zar HJ, Stein DJ, London SJ, Cecil CAM, Tiemeier H, Lahti J. Maternal anxiety during pregnancy and newborn epigenome-wide DNA methylation. Mol Psychiatry 2021; 26:1832-1845. [PMID: 33414500 PMCID: PMC8595870 DOI: 10.1038/s41380-020-00976-0] [Citation(s) in RCA: 16] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/07/2020] [Revised: 10/31/2020] [Accepted: 11/30/2020] [Indexed: 01/29/2023]
Abstract
Maternal anxiety during pregnancy is associated with adverse foetal, neonatal, and child outcomes, but biological mechanisms remain unclear. Altered foetal DNA methylation (DNAm) has been proposed as a potential underlying mechanism. In the current study, we performed a meta-analysis to examine the associations between maternal anxiety, measured prospectively during pregnancy, and genome-wide DNAm from umbilical cord blood. Sixteen non-overlapping cohorts from 12 independent longitudinal studies of the Pregnancy And Childhood Epigenetics Consortium participated, resulting in a combined dataset of 7243 mother-child dyads. We examined prenatal anxiety in relation to genome-wide DNAm and differentially methylated regions. We observed no association between the general symptoms of anxiety during pregnancy or pregnancy-related anxiety, and DNAm at any of the CpG sites, after multiple-testing correction. Furthermore, we identify no differentially methylated regions associated with maternal anxiety. At the cohort-level, of the 21 associations observed in individual cohorts, none replicated consistently in the other cohorts. In conclusion, contrary to some previous studies proposing cord blood DNAm as a promising potential mechanism explaining the link between maternal anxiety during pregnancy and adverse outcomes in offspring, we found no consistent evidence for any robust associations between maternal anxiety and DNAm in cord blood. Larger studies and analysis of DNAm in other tissues may be needed to establish subtle or subgroup-specific associations between maternal anxiety and the foetal epigenome.
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Affiliation(s)
- Sara Sammallahti
- Erasmus MC, University Medical Center Rotterdam, Department of Adolescent and Child Psychiatry and Psychology, Rotterdam, The Netherlands
- Erasmus MC, University Medical Center Rotterdam, Generation R Study Group, Rotterdam, The Netherlands
- Harvard T.H. Chan School of Public Health, Department of Social and Behavioral Science, Boston, MA, USA
- University of Helsinki, Department of Psychology and Logopedics, Helsinki, Finland
| | - Andrea P Cortes Hidalgo
- Erasmus MC, University Medical Center Rotterdam, Department of Adolescent and Child Psychiatry and Psychology, Rotterdam, The Netherlands
- Erasmus MC, University Medical Center Rotterdam, Generation R Study Group, Rotterdam, The Netherlands
| | - Samuli Tuominen
- University of Helsinki, Department of Psychology and Logopedics, Helsinki, Finland
| | - Anni Malmberg
- University of Helsinki, Department of Psychology and Logopedics, Helsinki, Finland
| | - Rosa H Mulder
- Erasmus MC, University Medical Center Rotterdam, Department of Adolescent and Child Psychiatry and Psychology, Rotterdam, The Netherlands
- Erasmus MC, University Medical Center Rotterdam, Generation R Study Group, Rotterdam, The Netherlands
- Leiden University, Institute of Education and Child Studies, Leiden, The Netherlands
| | - Kelly J Brunst
- University of Cincinnati, College of Medicine, Department of Environmental Health, Cincinnati, OH, USA
| | - Silvia Alemany
- ISGlobal, Barcelona Institute for Global Health, Barcelona, Spain
- CIBER Epidemiología y Salud Pública (CIBERESP), Barcelona, Spain
- Universitat Pompeu Fabra (UPF), Barcelona, Spain
| | - Nancy S McBride
- University of Bristol, MRC Integrative Epidemiology Unit, Population Health Sciences, Bristol Medical School, Bristol, UK
| | - Paul Yousefi
- University of Bristol, MRC Integrative Epidemiology Unit, Population Health Sciences, Bristol Medical School, Bristol, UK
| | - Jonathan A Heiss
- Icahn School of Medicine at Mount Sinai, Department of Environmental Medicine and Public Health, New York, NY, USA
| | - Nia McRae
- Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Christian M Page
- Centre for Fertility and Health, Norwegian Institute of Public Health, Oslo, Norway
- Oslo Centre for Biostatistics and Epidemiology, Oslo University Hospital, Oslo, Norway
| | | | - Giancarlo Pesce
- INSERM UMR-S 1136, EPAR, Saint-Antoine Medical School, Paris, France
- Sorbonne Université, Epidemiology of Allergic and Respiratory Diseases Department (EPAR), Pierre Louis Institute of Epidemiology and Public Health (IPLESP), Paris, France
| | - Doretta Caramaschi
- University of Bristol, MRC Integrative Epidemiology Unit, Population Health Sciences, Bristol Medical School, Bristol, UK
| | - Sheryl L Rifas-Shiman
- Harvard Medical School, Department of Population Medicine, Harvard Pilgrim Health Care Institute, Boston, MA, USA
| | - Nastassja Koen
- University of Cape Town, Department of Psychiatry and Mental Health, Cape Town, South Africa
- South African Medical Research Council (SAMRC) Unit on Risk and Resilience in Mental Disorders, Cape Town, South Africa
- University of Cape Town, Neuroscience Institute, Cape Town, South Africa
| | - Charleen D Adams
- Beckman Research Institute of City of Hope, Department of Population Sciences, Duarte, CA, USA
| | - Maria C Magnus
- University of Bristol, MRC Integrative Epidemiology Unit, Population Health Sciences, Bristol Medical School, Bristol, UK
- Centre for Fertility and Health, Norwegian Institute of Public Health, Oslo, Norway
| | - Nour Baïz
- INSERM UMR-S 1136, EPAR, Saint-Antoine Medical School, Paris, France
- Sorbonne Université, Epidemiology of Allergic and Respiratory Diseases Department (EPAR), Pierre Louis Institute of Epidemiology and Public Health (IPLESP), Paris, France
| | - Andrew Ratanatharathorn
- Columbia University, Department of Epidemiology, New York City, NY, USA
- Harvard T.H. Chan School of Public Health, Department of Epidemiology, Boston, MA, USA
| | - Darina Czamara
- Max-Planck-Institute of Psychiatry, Department of Translational Research in Psychiatry, Munich, Germany
| | - Siri E Håberg
- Centre for Fertility and Health, Norwegian Institute of Public Health, Oslo, Norway
| | - Elena Colicino
- Icahn School of Medicine at Mount Sinai, Department of Environmental Medicine and Public Health, New York, NY, USA
| | - Andrea A Baccarelli
- Columbia University Mailman School of Public Health, Precision Environmental Health Lab, New York, NY, USA
| | - Andres Cardenas
- University of California, Division of Environmental Health Sciences, School of Public Health, Berkeley, CA, USA
| | - Dawn L DeMeo
- Brigham and Women's Hospital, Channing Division of Network Medicine, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Deborah A Lawlor
- University of Bristol, MRC Integrative Epidemiology Unit, Population Health Sciences, Bristol Medical School, Bristol, UK
| | - Caroline L Relton
- University of Bristol, MRC Integrative Epidemiology Unit, Population Health Sciences, Bristol Medical School, Bristol, UK
| | - Janine F Felix
- Erasmus MC, University Medical Center Rotterdam, Generation R Study Group, Rotterdam, The Netherlands
- Erasmus MC, University Medical Center Rotterdam, Department of Pediatrics, Rotterdam, The Netherlands
| | - Marinus H van IJzendoorn
- Erasmus University Rotterdam, Department of Psychology, Education, and Child Studies, Rotterdam, The Netherlands
- University of Cambridge, School of Clinical Medicine, Cambridge, UK
| | - Marian J Bakermans-Kranenburg
- Leiden University, Leiden Institute for Brain and Cognition, Leiden, The Netherlands
- Vrije Universiteit Amsterdam, Clinical Child & Family Studies, Amsterdam, The Netherlands
| | - Eero Kajantie
- Finnish Institute for Health and Welfare, Helsinki, Finland
- Oulu University Hospital and University of Oulu, PEDEGO Research Unit, MRC Oulu, Oulu, Finland
- Children's Hospital, Helsinki University Hospital and University of Helsinki, Helsinki, Finland
- Norwegian University of Science and Technology, Department of Clinical and Molecular Medicine, Trondheim, Norway
| | - Katri Räikkönen
- University of Helsinki, Department of Psychology and Logopedics, Helsinki, Finland
| | - Jordi Sunyer
- ISGlobal, Barcelona Institute for Global Health, Barcelona, Spain
- CIBER Epidemiología y Salud Pública (CIBERESP), Barcelona, Spain
- Universitat Pompeu Fabra (UPF), Barcelona, Spain
- IMIM (Hospital del Mar Medical Research Institute), Barcelona, Spain
| | - Gemma C Sharp
- University of Bristol, MRC Integrative Epidemiology Unit, Population Health Sciences, Bristol Medical School, Bristol, UK
| | - Lotte C Houtepen
- University of Bristol, MRC Integrative Epidemiology Unit, Population Health Sciences, Bristol Medical School, Bristol, UK
| | - Ellen A Nohr
- University of Southern Denmark, Institute of Clinical Research and Department of Gynaecology and Obstetrics, Odense, Denmark
| | - Thorkild I A Sørensen
- University of Bristol, MRC Integrative Epidemiology Unit, Population Health Sciences, Bristol Medical School, Bristol, UK
- University of Copenhagen, Faculty of Health and Medical Sciences, Department of Public Health, Copenhagen, Denmark
- University of Copenhagen, Faculty of Medical and Health Sciences, Novo Nordisk Foundation Center for Basic Metabolic Research, Copenhagen, Denmark
| | - Martha M Téllez-Rojo
- National Institute of Public Health, Center for Nutrition and Health Research, Cuernavaca, Mor, Mexico
| | | | - Isabella Annesi-Maesano
- INSERM UMR-S 1136, EPAR, Saint-Antoine Medical School, Paris, France
- Sorbonne Université, Epidemiology of Allergic and Respiratory Diseases Department (EPAR), Pierre Louis Institute of Epidemiology and Public Health (IPLESP), Paris, France
| | - John Wright
- Bradford Institute for Health Research, Bradford Teaching Hospitals, NHS Foundation Trust, Bradford, UK
| | - Marie-France Hivert
- Harvard Medical School, Department of Population Medicine, Harvard Pilgrim Health Care Institute, Boston, MA, USA
- Massachusetts General Hospital, Diabetes Unit, Boston, MA, USA
| | - Rosalind J Wright
- Icahn School of Medicine at Mount Sinai, Environmental Medicine & Public Health, Institute for Exposomic Research, New York, NY, USA
| | - Heather J Zar
- University of Cape Town, Department of Paediatrics and Child Health, Cape Town, South Africa
- South African Medical Research Council (SAMRC) Unit on Child and Adolescent Health, Cape Town, Cape Town, South Africa
| | - Dan J Stein
- University of Cape Town, Department of Psychiatry and Mental Health, Cape Town, South Africa
- South African Medical Research Council (SAMRC) Unit on Risk and Resilience in Mental Disorders, Cape Town, South Africa
- University of Cape Town, Neuroscience Institute, Cape Town, South Africa
| | - Stephanie J London
- Epidemiology Branch, National Institute of Environmental Health Sciences, National Institutes of Health, Department of Health and Human Services, Research Triangle Park, NC, USA
| | - Charlotte A M Cecil
- Erasmus MC, University Medical Center Rotterdam, Department of Adolescent and Child Psychiatry and Psychology, Rotterdam, The Netherlands
- Erasmus MC, University Medical Center Rotterdam, Generation R Study Group, Rotterdam, The Netherlands
- Erasmus MC, University Medical Center Rotterdam, Department of Epidemiology, Rotterdam, The Netherlands
- Leiden University Medical Center, Molecular Epidemiology, Department of Biomedical Data Sciences, Leiden, The Netherlands
| | - Henning Tiemeier
- Erasmus MC, University Medical Center Rotterdam, Department of Adolescent and Child Psychiatry and Psychology, Rotterdam, The Netherlands.
- Erasmus MC, University Medical Center Rotterdam, Generation R Study Group, Rotterdam, The Netherlands.
- Harvard T.H. Chan School of Public Health, Department of Social and Behavioral Science, Boston, MA, USA.
| | - Jari Lahti
- University of Helsinki, Department of Psychology and Logopedics, Helsinki, Finland
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Sharp TH, McBride NS, Howell AE, Evans CJ, Jones DK, Perry G, Dimitriadis SI, Lancaster TM, Zuccolo L, Relton C, Matthews SM, Breeze T, David AS, Drakesmith M, Linden DEJ, Paus T, Walton E. Population neuroimaging: generation of a comprehensive data resource within the ALSPAC pregnancy and birth cohort. Wellcome Open Res 2020; 5:203. [PMID: 33043145 PMCID: PMC7531050 DOI: 10.12688/wellcomeopenres.16060.1] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 08/20/2020] [Indexed: 11/20/2022] Open
Abstract
Neuroimaging offers a valuable insight into human brain development by allowing in vivo assessment of structure, connectivity and function. Multimodal neuroimaging data have been obtained as part of three sub-studies within the Avon Longitudinal Study of Parents and Children, a prospective multigenerational pregnancy and birth cohort based in the United Kingdom. Brain imaging data were acquired when offspring were between 18 and 24 years of age, and included acquisition of structural, functional and magnetization transfer magnetic resonance, diffusion tensor, and magnetoencephalography imaging. This resource provides a unique opportunity to combine neuroimaging data with extensive phenotypic and genotypic measures from participants, their mothers, and fathers.
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Affiliation(s)
- Tamsin H Sharp
- MRC Integrative Epidemiology Unit, Population Health Sciences, University of Bristol, Bristol, BS8 2BN, UK
| | - Nancy S McBride
- MRC Integrative Epidemiology Unit, Population Health Sciences, University of Bristol, Bristol, BS8 2BN, UK
| | - Amy E Howell
- MRC Integrative Epidemiology Unit, Population Health Sciences, University of Bristol, Bristol, BS8 2BN, UK
| | - C John Evans
- Cardiff University Brain Research Imaging Centre (CUBRIC), School of Psychology, Cardiff University, Cardiff, CF24 4HQ, UK
| | - Derek K Jones
- Cardiff University Brain Research Imaging Centre (CUBRIC), School of Psychology, Cardiff University, Cardiff, CF24 4HQ, UK
| | - Gavin Perry
- Cardiff University Brain Research Imaging Centre (CUBRIC), School of Psychology, Cardiff University, Cardiff, CF24 4HQ, UK
| | - Stavros I Dimitriadis
- Cardiff University Brain Research Imaging Centre (CUBRIC), School of Psychology, Cardiff University, Cardiff, CF24 4HQ, UK
| | - Thomas M Lancaster
- Cardiff University Brain Research Imaging Centre (CUBRIC), School of Psychology, Cardiff University, Cardiff, CF24 4HQ, UK
| | - Luisa Zuccolo
- MRC Integrative Epidemiology Unit, Population Health Sciences, University of Bristol, Bristol, BS8 2BN, UK
| | - Caroline Relton
- MRC Integrative Epidemiology Unit, Population Health Sciences, University of Bristol, Bristol, BS8 2BN, UK
| | - Sarah M Matthews
- ALSPAC, Population Health Sciences, Bristol Medical School, University of Bristol, University of Bristol, Bristol, BS8 2BN, UK
| | - Thomas Breeze
- ALSPAC, Population Health Sciences, Bristol Medical School, University of Bristol, University of Bristol, Bristol, BS8 2BN, UK
| | - Anthony S David
- Institute of Mental Health, University College London Medical School, London, W1T 7NF, UK
| | - Mark Drakesmith
- Cardiff University Brain Research Imaging Centre (CUBRIC), School of Psychology, Cardiff University, Cardiff, CF24 4HQ, UK
| | - David E J Linden
- MRC Centre for Neuropsychiatric Genetics and Genomics, Division of Psychological Medicine and Clinical Neurosciences, Cardiff University, Cardiff, CF24 4HQ, UK
| | - Tomas Paus
- Bloorview Research Institute, Holland Bloorview Kids Rehabilitation Hospital and Departments of Psychology and Psychiatry, University of Toronto, Ontario, M4G 1R8, Canada
| | - Esther Walton
- MRC Integrative Epidemiology Unit, Population Health Sciences, University of Bristol, Bristol, BS8 2BN, UK.,Department of Psychology, University of Bath, Bath, BA2 7AY, UK
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