4
|
Erkoreka L, Zumarraga M, Arrue A, Zamalloa MI, Arnaiz A, Olivas O, Moreno-Calle T, Saez E, Garcia J, Marin E, Varela N, Gonzalez-Pinto A, Basterreche N. Genetics of adult attachment: An updated review of the literature. World J Psychiatry 2021; 11:530-542. [PMID: 34631458 PMCID: PMC8474999 DOI: 10.5498/wjp.v11.i9.530] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/25/2021] [Revised: 05/04/2021] [Accepted: 07/29/2021] [Indexed: 02/06/2023] Open
Abstract
Attachment style, which has been theorized to be rooted in childhood bonding experiences, influences adult cognitive, emotional and interpersonal functioning. Despite its relationship with early experiences, research indicates that the continuity of attachment style across childhood and adulthood is only partial, being a malleable tendency that is shaped throughout development, with an increasing influence of genetics, as it occurs in other cognitive and behavioral phenotypes. Genetic research indicates that up to 45% of the variability in anxious and 39% in avoidant adult attachment style could be explained by genetic causes, but the precise mechanisms remain unclear. A narrative review is conducted analyzing the existing literature regarding the implication of candidate genes related to oxytocin, dopaminergic pathways, serotonergic pathways and brain-derived neurotrophic factor in adult attachment, with both vulnerability and differential susceptibility approaches, yielding mixed results. We highlight the lack of genome-wide studies and the scarcity of epigenetic investigation. Based on the existing data, we conclude that the genetics of adult attachment is an area that requires further research to clarify its etiological role and that it should be preferably approached as an interaction between nature and nurture.
Collapse
Affiliation(s)
- Leire Erkoreka
- Department of Psychiatry, Galdakao-Usansolo Hospital, Osakidetza Basque Health Service, Galdakao 48960, Spain
- Department of Neurosciences, University of the Basque Country UPV/EHU, Leioa 48940, Spain
- Grupo Red de Salud Mental, Biocruces Bizkaia Health Research Institute, Barakaldo 48903, Spain
| | - Mercedes Zumarraga
- Grupo Red de Salud Mental, Biocruces Bizkaia Health Research Institute, Barakaldo 48903, Spain
- Department of Neurochemical Research, Bizkaia Mental Health Network, Osakidetza Basque Health Service, Barakaldo 48903, Spain
| | - Aurora Arrue
- Grupo Red de Salud Mental, Biocruces Bizkaia Health Research Institute, Barakaldo 48903, Spain
- Department of Neurochemical Research, Bizkaia Mental Health Network, Osakidetza Basque Health Service, Barakaldo 48903, Spain
| | - M Isabel Zamalloa
- Grupo Red de Salud Mental, Biocruces Bizkaia Health Research Institute, Barakaldo 48903, Spain
- Department of Neurochemical Research, Bizkaia Mental Health Network, Osakidetza Basque Health Service, Barakaldo 48903, Spain
| | - Ainara Arnaiz
- Grupo Red de Salud Mental, Biocruces Bizkaia Health Research Institute, Barakaldo 48903, Spain
- Erandio Mental Health Center, Bizkaia Mental Health Network, Osakidetza Basque Health Service, Erandio 48950, Spain
| | - Olga Olivas
- Grupo Red de Salud Mental, Biocruces Bizkaia Health Research Institute, Barakaldo 48903, Spain
- Zaldibar Hospital, Bizkaia Mental Health Network, Osakidetza Basque Health Service, Zaldibar 48250, Spain
| | - Teresa Moreno-Calle
- Department of Psychiatry, Galdakao-Usansolo Hospital, Osakidetza Basque Health Service, Galdakao 48960, Spain
- Grupo Red de Salud Mental, Biocruces Bizkaia Health Research Institute, Barakaldo 48903, Spain
| | - Estela Saez
- Department of Psychiatry, Galdakao-Usansolo Hospital, Osakidetza Basque Health Service, Galdakao 48960, Spain
| | - Jon Garcia
- Department of Neurosciences, University of the Basque Country UPV/EHU, Leioa 48940, Spain
- Grupo Red de Salud Mental, Biocruces Bizkaia Health Research Institute, Barakaldo 48903, Spain
- Zamudio Hospital, Bizkaia Mental Health Network, Osakidetza Basque Health Service, Zamudio 48170, Spain
| | - Elena Marin
- Grupo Red de Salud Mental, Biocruces Bizkaia Health Research Institute, Barakaldo 48903, Spain
- Bermeo Hospital, Bizkaia Mental Health Network, Osakidetza Basque Health Service, Bermeo 48370, Spain
| | - Noemi Varela
- Grupo Red de Salud Mental, Biocruces Bizkaia Health Research Institute, Barakaldo 48903, Spain
- Zamudio Hospital, Bizkaia Mental Health Network, Osakidetza Basque Health Service, Zamudio 48170, Spain
| | - Ana Gonzalez-Pinto
- Department of Psychiatry, BioAraba Research Institute, Araba University Hospital, University of the Basque Country (UPV/EHU), CIBERSAM, Vitoria-Gasteiz 01004, Spain
| | - Nieves Basterreche
- Zamudio Hospital, Bizkaia Mental Health Network, Osakidetza Basque Health Service, Zamudio 48170, Spain
- Grupo de investigación integradora en Salud Mental, Biocruces Bizkaia Health Research Institute, Barakaldo 48903, Spain
| |
Collapse
|
15
|
Karlsson Linnér R, Marioni RE, Rietveld CA, Simpkin AJ, Davies NM, Watanabe K, Armstrong NJ, Auro K, Baumbach C, Jan Bonder M, Buchwald J, Fiorito G, Ismail K, Iurato S, Joensuu A, Karell P, Kasela S, Lahti J, McRae AF, Mandaviya PR, Seppälä I, Wang Y, Baglietto L, Binder EB, Harris SE, Hodge AM, Horvath S, Hurme M, Johannesson M, Latvala A, Mather KA, Medland SE, Metspalu A, Milani L, Milne RL, Pattie A, Pedersen NL, Peters A, Polidoro S, Räikkönen K, Severi G, Starr JM, Stolk L, Waldenberger M, Eriksson JG, Esko T, Franke L, Gieger C, Giles GG, Hägg S, Jousilahti P, Kaprio J, Kähönen M, Lehtimäki T, Martin NG, van Meurs JBC, Ollikainen M, Perola M, Posthuma D, Raitakari OT, Sachdev PS, Taskesen E, Uitterlinden AG, Vineis P, Wijmenga C, Wright MJ, Relton C, Davey Smith G, Deary IJ, Koellinger PD, Benjamin DJ. An epigenome-wide association study meta-analysis of educational attainment. Mol Psychiatry 2017; 22:1680-1690. [PMID: 29086770 PMCID: PMC6372242 DOI: 10.1038/mp.2017.210] [Citation(s) in RCA: 48] [Impact Index Per Article: 6.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/07/2017] [Revised: 08/16/2017] [Accepted: 08/21/2017] [Indexed: 01/29/2023]
Abstract
The epigenome is associated with biological factors, such as disease status, and environmental factors, such as smoking, alcohol consumption and body mass index. Although there is a widespread perception that environmental influences on the epigenome are pervasive and profound, there has been little evidence to date in humans with respect to environmental factors that are biologically distal. Here we provide evidence on the associations between epigenetic modifications-in our case, CpG methylation-and educational attainment (EA), a biologically distal environmental factor that is arguably among the most important life-shaping experiences for individuals. Specifically, we report the results of an epigenome-wide association study meta-analysis of EA based on data from 27 cohort studies with a total of 10 767 individuals. We find nine CpG probes significantly associated with EA. However, robustness analyses show that all nine probes have previously been found to be associated with smoking. Only two associations remain when we perform a sensitivity analysis in the subset of never-smokers, and these two probes are known to be strongly associated with maternal smoking during pregnancy, and thus their association with EA could be due to correlation between EA and maternal smoking. Moreover, the effect sizes of the associations with EA are far smaller than the known associations with the biologically proximal environmental factors alcohol consumption, body mass index, smoking and maternal smoking during pregnancy. Follow-up analyses that combine the effects of many probes also point to small methylation associations with EA that are highly correlated with the combined effects of smoking. If our findings regarding EA can be generalized to other biologically distal environmental factors, then they cast doubt on the hypothesis that such factors have large effects on the epigenome.
Collapse
Affiliation(s)
- Richard Karlsson Linnér
- Department of Complex Trait Genetics, Vrije Universiteit Amsterdam, Center for Neurogenomics and Cognitive Research, De Boelelaan 1085, Amsterdam, 1081HV, the Netherlands
- Institute for Behavior and Biology, Erasmus University Rotterdam, P.O. Box 1738, 3000 DR, Rotterdam, the Netherlands
| | - Riccardo E Marioni
- Institute for Molecular Bioscience, University of Queensland, Brisbane, QLD 4072, Australia
- Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, 7 George Square, Edinburgh, EH8 9JZ, United Kingdom
- Medical Genetics Section, Centre for Genomic and Experimental Medicine, University of Edinburgh, Edinburgh, EH4 2XU, United Kingdom
| | - Cornelius A Rietveld
- Institute for Behavior and Biology, Erasmus University Rotterdam, P.O. Box 1738, 3000 DR, Rotterdam, the Netherlands
- Department of Applied Economics, Erasmus School of Economics, Erasmus University Rotterdam, Burgemeester Oudlaan 50, Rotterdam, 3062 PA, the Netherlands
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, the Netherlands
| | - Andrew J Simpkin
- MRC Intergrative Epidemiology Unit, School of Social and Community Medicine, University of Bristol, Barley House, Oakfield Grove, Bristol, BS28BN, United Kingdom
| | - Neil M Davies
- MRC Intergrative Epidemiology Unit, School of Social and Community Medicine, University of Bristol, Barley House, Oakfield Grove, Bristol, BS28BN, United Kingdom
| | - Kyoko Watanabe
- Department of Complex Trait Genetics, Vrije Universiteit Amsterdam, Center for Neurogenomics and Cognitive Research, De Boelelaan 1085, Amsterdam, 1081HV, the Netherlands
| | - Nicola J Armstrong
- Mathematics and Statistics, Murdoch University, 90 South St., Murdoch, 6150, WA, Australia
| | - Kirsi Auro
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Tukholmankatu 8, 2B, Helsinki, FI-00014, Finland
- National Institute for Health and Welfare, Genomics and Biomarkers, PO Box 30, Helsinki, FI-00271, Finland
| | - Clemens Baumbach
- Research Unit of Molecular Epidemiology (AME), Institute of Epidemiology II, Helmholtz Zentrum München, German Research Center for Environmental Health, Ingolstädter Landstr. 1, Munich, Germany, Neuherberg, 85764, Germany
| | - Marc Jan Bonder
- Department of Genetics, University Medical Center Groningen, University of Groningen, Groningen, The Netherlands
| | - Jadwiga Buchwald
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Tukholmankatu 8, 2B, Helsinki, FI-00014, Finland
| | - Giovanni Fiorito
- Molecular and genetic epidemiology unit, Human Genetics Foundation Torino (HuGeF), Via Nizza 52, Turin, 10126, Italy
- Department of Medical Sciences, University of Torino, Corso Dogliotti 14
| | - Khadeeja Ismail
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Tukholmankatu 8, 2B, Helsinki, FI-00014, Finland
| | - Stella Iurato
- Department Translational Research in Psychiatry, Max-Planck-Institute of Psychiatry, Munich, Germany, Kraepelinstr. 2-10, Munich, 80804, Germany
| | - Anni Joensuu
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Tukholmankatu 8, 2B, Helsinki, FI-00014, Finland
- National Institute for Health and Welfare, Genomics and Biomarkers, PO Box 30, Helsinki, FI-00271, Finland
| | - Pauliina Karell
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Tukholmankatu 8, 2B, Helsinki, FI-00014, Finland
| | - Silva Kasela
- Estonian Genome Center, University of Tartu, Riia 23B, Tartu, 51010, Estonia
- Institute of Molecular and Cell Biology, University of Tartu, Riia 23, Tartu, 51010, Estonia
| | - Jari Lahti
- Institute of Behavioural Studies, Siltavuorenpenger 1A, University of Helsinki, Helsinki, FI-00014, Finland
- Collegium for Advanced Studies, University of Helsinki, Helsinki, FI-00014, Finland
| | - Allan F McRae
- Institute for Molecular Bioscience, The University of Queensland, St. Lucia, QLD
| | - Pooja R Mandaviya
- Department of Clinical Chemistry, Erasmus University Medical Center, Wytemaweg 80, Rotterdam, 3015 CN, The Netherlands
- Department of Internal Medicine, Erasmus University Medical Center, Wytemaweg 80, Rotterdam, 3015 CN, The Netherlands
| | - Ilkka Seppälä
- Department of Clinical Chemistry, Fimlab Laboratories, Tampere 33520, Finland
- Department of Clinical Chemistry, Faculty of Medicine and Life Sciences, University of Tampere, Tampere 33014, Finland
| | - Yunzhang Wang
- Medical Epidemiology and Biostatistics, Karolinska Institutet, Nobels väg 12A, Stockholm, 17177, Sweden
| | - Laura Baglietto
- Centre for Research in Epidemiology and Population Health, Inserm (Institut National de la Santé et de la Recherche Médicale), 114 rue Edouard Vaillant, Villejuif, 94805, France
| | - Elisabeth B Binder
- Department Translational Research in Psychiatry, Max-Planck-Institute of Psychiatry, Munich, Germany, Kraepelinstr. 2-10, Munich, 80804, Germany
- Department of Psychiatry and Behavioral Sciences, Emory University School of Medicine, Atlanta, USA
| | - Sarah E Harris
- Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, 7 George Square, Edinburgh, EH8 9JZ, United Kingdom
- Medical Genetics Section, Centre for Genomic and Experimental Medicine, University of Edinburgh, Edinburgh, EH4 2XU, United Kingdom
| | - Allison M Hodge
- Cancer Epidemiology Centre, Cancer Council Victoria, 615 St Kilda Road, Melbourne, 3004, Victoria, Australia
- Centre for Epidemiology and Biostatistics, School of Population and Global Health, The University of Melbourne, Level 3, 207 Bouverie Street, Carlton, Melbourne, 3010, Victoria, Australia
| | - Steve Horvath
- Human Genetics and Biostatistics, University of California Los Angeles, 695 Charles E. Young Drive South, Box 708822, Los Angeles, CA 90095-7088, USA
| | - Mikko Hurme
- Department of Microbiology and Immunology, Faculty of Medicine and Life Sciences, University of Tampere, Tampere 33014, Finland
- Gerontology Research Center, University of Tampere, Tampere 33014, Finland
- Fimlab Laboratories, Tampere 33520, Finland
| | - Magnus Johannesson
- Department of Economics, Stockholm School of Economics, Box 6501, Stockholm, 11383, Sweden
| | - Antti Latvala
- Department of Public Health, University of Helsinki, Tukholmankatu 8, 2B, Helsinki, FI-00014, Finland
| | - Karen A Mather
- Centre for Healthy Brain Ageing, Psychiatry, UNSW Australia, High St., Sydney, NSW 2052, Australia
| | - Sarah E Medland
- Psychiatric Genetics, QIMR Berghofer Medical Research Institute, 300 Herston Rd., Herston, QLD 4006, Australia
| | - Andres Metspalu
- Estonian Genome Center, University of Tartu, Riia 23B, Tartu, 51010, Estonia
- Institute of Molecular and Cell Biology, University of Tartu, Riia 23, Tartu, 51010, Estonia
| | - Lili Milani
- Estonian Genome Center, University of Tartu, Riia 23B, Tartu, 51010, Estonia
| | - Roger L Milne
- Cancer Epidemiology Centre, Cancer Council Victoria, 615 St Kilda Road, Melbourne, 3004, Victoria, Australia
- Centre for Epidemiology and Biostatistics, School of Population and Global Health, The University of Melbourne, Level 3, 207 Bouverie Street, Carlton, Melbourne, 3010, Victoria, Australia
| | - Alison Pattie
- Department of Psychology, University of Edinburgh, 7 George Square, Edinburgh, EH8 9JZ, United Kingdom
| | - Nancy L Pedersen
- Medical Epidemiology and Biostatistics, Karolinska Institutet, Nobels väg 12A, Stockholm, 17177, Sweden
| | - Annette Peters
- Research Unit of Molecular Epidemiology (AME), Institute of Epidemiology II, Helmholtz Zentrum München, German Research Center for Environmental Health, Ingolstädter Landstr. 1, Munich, Germany, Neuherberg, 85764, Germany
| | - Silvia Polidoro
- Molecular and genetic epidemiology unit, Human Genetics Foundation Torino (HuGeF), Via Nizza 52, Turin, 10126, Italy
| | - Katri Räikkönen
- Institute of Behavioural Studies, Siltavuorenpenger 1A, University of Helsinki, Helsinki, FI-00014, Finland
| | - Gianluca Severi
- Molecular and genetic epidemiology unit, Human Genetics Foundation Torino (HuGeF), Via Nizza 52, Turin, 10126, Italy
- Cancer Epidemiology Centre, Cancer Council Victoria, 615 St Kilda Road, Melbourne, 3004, Victoria, Australia
- Centre for Research in Epidemiology and Population Health (CESP), Inserm (Institut National de la Santé et de la Recherche Médicale), 28 Rue Laennec, Lyon, 69373, France
| | - John M Starr
- Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, 7 George Square, Edinburgh, EH8 9JZ, United Kingdom
- Alzheimer Scotland Dementia Research Centre, University of Edinburgh, 7 George Square, Edinburgh, EH8 9JZ, United Kingdom
| | - Lisette Stolk
- Department of Clinical Chemistry, Erasmus University Medical Center, Wytemaweg 80, Rotterdam, 3015 CN, The Netherlands
- Netherlands Consortium for Healthy Ageing, Erasmus University Medical Center, Wytemaweg 80, Rotterdam, 3015 CN, The Netherlands
| | - Melanie Waldenberger
- Research Unit of Molecular Epidemiology (AME), Institute of Epidemiology II, Helmholtz Zentrum München, German Research Center for Environmental Health, Ingolstädter Landstr. 1, Munich, Germany, Neuherberg, 85764, Germany
| | | | - Johan G Eriksson
- Department of General Practice and Primary Health Care, University of Helsinki and Helsinki University Hospital, Tukholmankatu 8 B, Helsinki, FI-00014, Finland
- National Institute for Health and Welfare, P.O. Box 30, Helsinki, FI-00271, Finland
- Folkhälsan Research Center, Helsinki, Finland
| | - Tõnu Esko
- Estonian Genome Center, University of Tartu, Riia 23B, Tartu, 51010, Estonia
- Program in Medical and Population Genetics, Broad Institute, 415 Main St., Cambridge, MA 02142, USA
| | - Lude Franke
- Department of Genetics, University Medical Center Groningen, University of Groningen, Groningen, The Netherlands
| | - Christian Gieger
- Research Unit of Molecular Epidemiology (AME), Institute of Epidemiology II, Helmholtz Zentrum München, German Research Center for Environmental Health, Ingolstädter Landstr. 1, Munich, Germany, Neuherberg, 85764, Germany
| | - Graham G Giles
- Cancer Epidemiology Centre, Cancer Council Victoria, 615 St Kilda Road, Melbourne, 3004, Victoria, Australia
- Centre for Epidemiology and Biostatistics, School of Population and Global Health, The University of Melbourne, Level 3, 207 Bouverie Street, Carlton, Melbourne, 3010, Victoria, Australia
| | - Sara Hägg
- Medical Epidemiology and Biostatistics, Karolinska Institutet, Nobels väg 12A, Stockholm, 17177, Sweden
| | - Pekka Jousilahti
- National Institute for Health and Welfare, Genomics and Biomarkers, PO Box 30, Helsinki, FI-00271, Finland
| | - Jaakko Kaprio
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Tukholmankatu 8, 2B, Helsinki, FI-00014, Finland
- Department of Public Health, University of Helsinki, Tukholmankatu 8, 2B, Helsinki, FI-00014, Finland
| | - Mika Kähönen
- Department of Clinical Physiology, Tampere University Hospital, Tampere 33521, Finland
- Department of Clinical Physiology, Faculty of Medicine and Life Sciences, University of Tampere, Tampere 33014, Finland
| | - Terho Lehtimäki
- Department of Clinical Chemistry, Fimlab Laboratories, Tampere 33520, Finland
- Department of Clinical Chemistry, Faculty of Medicine and Life Sciences, University of Tampere, Tampere 33014, Finland
| | - Nicholas G Martin
- Genetic Epidemiology, QIMR Berghofer Medical Research Institute, 300 Herston Rd, Herston, QLD 4006, Australia
| | - Joyce B C van Meurs
- Department of Internal Medicine, Erasmus University Medical Center, Wytemaweg 80, Rotterdam, 3015 CN, The Netherlands
- Netherlands Consortium for Healthy Ageing, Erasmus University Medical Center, Wytemaweg 80, Rotterdam, 3015 CN, The Netherlands
| | - Miina Ollikainen
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Tukholmankatu 8, 2B, Helsinki, FI-00014, Finland
- Department of Public Health, University of Helsinki, Tukholmankatu 8, 2B, Helsinki, FI-00014, Finland
| | - Markus Perola
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Tukholmankatu 8, 2B, Helsinki, FI-00014, Finland
- National Institute for Health and Welfare, Genomics and Biomarkers, PO Box 30, Helsinki, FI-00271, Finland
| | - Danielle Posthuma
- Department of Complex Trait Genetics, Vrije Universiteit Amsterdam, Center for Neurogenomics and Cognitive Research, De Boelelaan 1085, Amsterdam, 1081HV, the Netherlands
| | - Olli T Raitakari
- Department of Clinical Physiology and Nuclear Medicine, Turku University Hospital, Turku 20521, Finland
- Research Centre of Applied and Preventive Cardiovascular Medicine, University of Turku, Turku 20014, Finland
| | - Perminder S Sachdev
- Centre for Healthy Brain Ageing, Psychiatry, UNSW Australia, High St., Sydney, NSW 2052, Australia
- Neuropsychiatric Institute, Prince of Wales Hospital, Barker St. Randwick
| | - Erdogan Taskesen
- Department of Complex Trait Genetics, Vrije Universiteit Amsterdam, Center for Neurogenomics and Cognitive Research, De Boelelaan 1085, Amsterdam, 1081HV, the Netherlands
- VU University Medical Center (VUMC), Alzheimer Center, Department of Neurology, Amsterdam, the Netherlands
| | - André G Uitterlinden
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, the Netherlands
- Department of Internal Medicine, Erasmus University Medical Center, Wytemaweg 80, Rotterdam, 3015 CN, The Netherlands
- Netherlands Consortium for Healthy Ageing, Erasmus University Medical Center, Wytemaweg 80, Rotterdam, 3015 CN, The Netherlands
| | - Paolo Vineis
- Molecular and genetic epidemiology unit, Human Genetics Foundation Torino (HuGeF), Via Nizza 52, Turin, 10126, Italy
- MRC/PHE Centre for Environment and Health, School of Public Health, Imperial College London, St Mary’s Campus, Norfolk Place, London, W2 1PG, United Kingdom
| | - Cisca Wijmenga
- Department of Genetics, University Medical Center Groningen, University of Groningen, Groningen, The Netherlands
| | - Margaret J Wright
- Queensland Brain Institute and Centre for Advanced Imaging, The University of Queensland, Brisbane, QLD, Australia
| | - Caroline Relton
- MRC Intergrative Epidemiology Unit, School of Social and Community Medicine, University of Bristol, Barley House, Oakfield Grove, Bristol, BS28BN, United Kingdom
| | - George Davey Smith
- MRC Intergrative Epidemiology Unit, School of Social and Community Medicine, University of Bristol, Barley House, Oakfield Grove, Bristol, BS28BN, United Kingdom
| | - Ian J Deary
- Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, 7 George Square, Edinburgh, EH8 9JZ, United Kingdom
- Department of Psychology, University of Edinburgh, 7 George Square, Edinburgh, EH8 9JZ, United Kingdom
| | - Philipp D Koellinger
- Department of Complex Trait Genetics, Vrije Universiteit Amsterdam, Center for Neurogenomics and Cognitive Research, De Boelelaan 1085, Amsterdam, 1081HV, the Netherlands
- Institute for Behavior and Biology, Erasmus University Rotterdam, P.O. Box 1738, 3000 DR, Rotterdam, the Netherlands
| | - Daniel J Benjamin
- Center for Economic and Social Research, University of Southern California, Los Angeles, CA 90089-3332, USA
| |
Collapse
|