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Cheesman R, Coleman J, Rayner C, Purves KL, Morneau-Vaillancourt G, Glanville K, Choi SW, Breen G, Eley TC. Familial Influences on Neuroticism and Education in the UK Biobank. Behav Genet 2020; 50:84-93. [PMID: 31802328 PMCID: PMC7028797 DOI: 10.1007/s10519-019-09984-5] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/21/2019] [Accepted: 11/20/2019] [Indexed: 01/22/2023]
Abstract
Genome-wide studies often exclude family members, even though they are a valuable source of information. We identified parent-offspring pairs, siblings and couples in the UK Biobank and implemented a family-based DNA-derived heritability method to capture additional genetic effects and multiple sources of environmental influence on neuroticism and years of education. Compared to estimates from unrelated individuals, total heritability increased from 10 to 27% and from 17 to 56% for neuroticism and education respectively by including family-based genetic effects. We detected no family environmental influences on neuroticism. The couple similarity variance component explained 35% of the variation in years of education, probably reflecting assortative mating. Overall, our genetic and environmental estimates closely replicate previous findings from an independent sample. However, more research is required to dissect contributions to the additional heritability by rare and structural genetic effects, assortative mating, and residual environmental confounding. The latter is especially relevant for years of education, a highly socially contingent variable, for which our heritability estimate is at the upper end of twin estimates in the literature. Family-based genetic effects could be harnessed to improve polygenic prediction.
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Affiliation(s)
- R Cheesman
- Social Genetic & Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & Neuroscience, King's College London, 16 de Crespigny Park, Denmark Hill, London, SE5 8AF, UK.
| | - J Coleman
- Social Genetic & Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & Neuroscience, King's College London, 16 de Crespigny Park, Denmark Hill, London, SE5 8AF, UK
- NIHR Biomedical Research Centre for Mental Health, South London and Maudsley NHS Trust, London, UK
| | - C Rayner
- Social Genetic & Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & Neuroscience, King's College London, 16 de Crespigny Park, Denmark Hill, London, SE5 8AF, UK
| | - K L Purves
- Social Genetic & Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & Neuroscience, King's College London, 16 de Crespigny Park, Denmark Hill, London, SE5 8AF, UK
| | - G Morneau-Vaillancourt
- Research Unit on Child Psychosocial Maladjustment, Laval University, Quebec City, Canada
| | - K Glanville
- Social Genetic & Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & Neuroscience, King's College London, 16 de Crespigny Park, Denmark Hill, London, SE5 8AF, UK
| | - S W Choi
- Social Genetic & Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & Neuroscience, King's College London, 16 de Crespigny Park, Denmark Hill, London, SE5 8AF, UK
| | - G Breen
- Social Genetic & Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & Neuroscience, King's College London, 16 de Crespigny Park, Denmark Hill, London, SE5 8AF, UK
- NIHR Biomedical Research Centre for Mental Health, South London and Maudsley NHS Trust, London, UK
| | - T C Eley
- Social Genetic & Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & Neuroscience, King's College London, 16 de Crespigny Park, Denmark Hill, London, SE5 8AF, UK.
- NIHR Biomedical Research Centre for Mental Health, South London and Maudsley NHS Trust, London, UK.
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Rayner C, Coleman JRI, Purves KL, Hodsoll J, Goldsmith K, Alpers GW, Andersson E, Arolt V, Boberg J, Bögels S, Creswell C, Cooper P, Curtis C, Deckert J, Domschke K, El Alaoui S, Fehm L, Fydrich T, Gerlach AL, Grocholewski A, Hahlweg K, Hamm A, Hedman E, Heiervang ER, Hudson JL, Jöhren P, Keers R, Kircher T, Lang T, Lavebratt C, Lee SH, Lester KJ, Lindefors N, Margraf J, Nauta M, Pané-Farré CA, Pauli P, Rapee RM, Reif A, Rief W, Roberts S, Schalling M, Schneider S, Silverman WK, Ströhle A, Teismann T, Thastum M, Wannemüller A, Weber H, Wittchen HU, Wolf C, Rück C, Breen G, Eley TC. A genome-wide association meta-analysis of prognostic outcomes following cognitive behavioural therapy in individuals with anxiety and depressive disorders. Transl Psychiatry 2019; 9:150. [PMID: 31123309 PMCID: PMC6533285 DOI: 10.1038/s41398-019-0481-y] [Citation(s) in RCA: 30] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/06/2018] [Revised: 03/01/2019] [Accepted: 03/23/2019] [Indexed: 01/04/2023] Open
Abstract
Major depressive disorder and the anxiety disorders are highly prevalent, disabling and moderately heritable. Depression and anxiety are also highly comorbid and have a strong genetic correlation (rg ≈ 1). Cognitive behavioural therapy is a leading evidence-based treatment but has variable outcomes. Currently, there are no strong predictors of outcome. Therapygenetics research aims to identify genetic predictors of prognosis following therapy. We performed genome-wide association meta-analyses of symptoms following cognitive behavioural therapy in adults with anxiety disorders (n = 972), adults with major depressive disorder (n = 832) and children with anxiety disorders (n = 920; meta-analysis n = 2724). We estimated the variance in therapy outcomes that could be explained by common genetic variants (h2SNP) and polygenic scoring was used to examine genetic associations between therapy outcomes and psychopathology, personality and learning. No single nucleotide polymorphisms were strongly associated with treatment outcomes. No significant estimate of h2SNP could be obtained, suggesting the heritability of therapy outcome is smaller than our analysis was powered to detect. Polygenic scoring failed to detect genetic overlap between therapy outcome and psychopathology, personality or learning. This study is the largest therapygenetics study to date. Results are consistent with previous, similarly powered genome-wide association studies of complex traits.
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Affiliation(s)
- Christopher Rayner
- Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - Jonathan R I Coleman
- Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
- South London and Maudsley NHS Trust, NIHR Biomedical Research Centre for Mental Health, London, UK
| | - Kirstin L Purves
- Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - John Hodsoll
- Biostatistics and Health Informatics, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - Kimberley Goldsmith
- Biostatistics and Health Informatics, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - Georg W Alpers
- Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany
| | - Evelyn Andersson
- Centre for Psychiatry Research, Department of Clinical Neuroscience, Karolinska Institutet, Stockholm, Sweden
- Stockholm Health Care Services, Stockholm County Council, Stockholm, Sweden
| | - Volker Arolt
- Department of Psychiatry and Psychotherapy, University of Münster, Münster, Germany
| | - Julia Boberg
- Centre for Psychiatry Research, Department of Clinical Neuroscience, Karolinska Institutet, Stockholm, Sweden
- Stockholm Health Care Services, Stockholm County Council, Stockholm, Sweden
| | - Susan Bögels
- Research Institute Child Development and Education, University of Amsterdam, Amsterdam, The Netherlands
| | - Cathy Creswell
- School of Psychology and Clinical Language Sciences, University of Reading, Reading, UK
| | - Peter Cooper
- School of Psychology and Clinical Language Sciences, University of Reading, Reading, UK
| | - Charles Curtis
- Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
- South London and Maudsley NHS Trust, NIHR Biomedical Research Centre for Mental Health, London, UK
| | - Jürgen Deckert
- Department of Psychiatry, Psychosomatic Medicine and Psychotherapy, University of Würzburg, Würzburg, 97078, Germany
| | - Katharina Domschke
- Faculty of Medicine, Department of Psychiatry and Psychotherapy, Medical Center, University of Freiburg, Freiburg, Germany
- Center for NeuroModulation, Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Samir El Alaoui
- Centre for Psychiatry Research, Department of Clinical Neuroscience, Karolinska Institutet, Stockholm, Sweden
- Stockholm Health Care Services, Stockholm County Council, Stockholm, Sweden
| | - Lydia Fehm
- Department of Psychology, Humboldt-Universität zu Berlin, Berlin, Germany
| | - Thomas Fydrich
- Department of Psychology, Humboldt-Universität zu Berlin, Berlin, Germany
| | - Alexander L Gerlach
- Clinical Psychology and Psychotherapy, University of Cologne, Cologne, Germany
| | - Anja Grocholewski
- Department of Psychology, University of Braunschweig, Braunschweig, Germany
| | - Kurt Hahlweg
- Department of Psychology, University of Braunschweig, Braunschweig, Germany
| | - Alfons Hamm
- Department of Biological and Clinical Psychology, University of Greifswald, Greifswald, Germany
| | - Erik Hedman
- Centre for Psychiatry Research, Department of Clinical Neuroscience, Karolinska Institutet, Stockholm, Sweden
- Stockholm Health Care Services, Stockholm County Council, Stockholm, Sweden
| | - Einar R Heiervang
- Division of Mental Health and Addiction, Department of Child and Adolescent Psychiatry, Oslo University Hospital, Oslo, Norway
| | - Jennifer L Hudson
- Centre for Emotional Health, Department of Psychology, Macquarie University, Sydney, Australia
| | - Peter Jöhren
- Mental Health Research and Treatment Center, Ruhr-Universität Bochum, Bochum, Germany
| | - Robert Keers
- Department of Biological and Experimental Psychology, School of Biological and Chemical Sciences, Queen Mary University of London, London, UK
| | - Tilo Kircher
- Department of Psychiatry and Psychotherapy, University of Marburg, Marburg, Germany
| | - Thomas Lang
- Christoph-Dornier-Stiftung für Klinische Psychologie, Institut für Klinische Psychologie und Psychotherapie, Bremen, Germany
| | - Catharina Lavebratt
- Neurogenetics Unit, Center for Molecular Medicine, Department of Molecular Medicine and Surgery, Karolinska Institutet, Stockholm, Sweden
| | - Sang-Hyuck Lee
- Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
- South London and Maudsley NHS Trust, NIHR Biomedical Research Centre for Mental Health, London, UK
| | - Kathryn J Lester
- Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
- School of Psychology, University of Sussex, Brighton, UK
| | - Nils Lindefors
- Centre for Psychiatry Research, Department of Clinical Neuroscience, Karolinska Institutet, Stockholm, Sweden
- Stockholm Health Care Services, Stockholm County Council, Stockholm, Sweden
| | - Jürgen Margraf
- Mental Health Research and Treatment Center, Ruhr-Universität Bochum, Bochum, Germany
| | - Maaike Nauta
- Department of Clinical Psychology and Experimental Psychopathology, University of Groningen, Groningen, The Netherlands
| | - Christiane A Pané-Farré
- Department of Biological and Clinical Psychology, University of Greifswald, Greifswald, Germany
| | - Paul Pauli
- Department of Psychology (Biological Psychology, Clinical Psychology, and Psychotherapy), University of Würzburg, Würzburg, Germany
| | - Ronald M Rapee
- Centre for Emotional Health, Department of Psychology, Macquarie University, Sydney, Australia
| | - Andreas Reif
- Department of Psychiatry, Psychosomatic Medicine and Psychotherapy, University Hospital Frankfurt, Frankfurt am Main, Germany
| | - Winfried Rief
- Department of Psychiatry and Psychotherapy, University of Marburg, Marburg, Germany
| | - Susanna Roberts
- Department of Psychology, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - Martin Schalling
- Neurogenetics Unit, Center for Molecular Medicine, Department of Molecular Medicine and Surgery, Karolinska Institutet, Stockholm, Sweden
| | - Silvia Schneider
- Mental Health Research and Treatment Center, Ruhr-Universität Bochum, Bochum, Germany
| | - Wendy K Silverman
- Child Study Center, Yale University School of Medicine, New Haven, CT, USA
| | - Andreas Ströhle
- Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité-Universitätsmedizin Berlin, Berlin, Germany
| | - Tobias Teismann
- Mental Health Research and Treatment Center, Ruhr-Universität Bochum, Bochum, Germany
| | - Mikael Thastum
- Department of Psychology and Behavioural Sciences, Aarhus University, Aarhus, Denmark
| | - Andre Wannemüller
- Mental Health Research and Treatment Center, Ruhr-Universität Bochum, Bochum, Germany
- Dental Clinic Bochum, Bochum, Germany
| | - Heike Weber
- Department of Psychiatry, Psychosomatic Medicine and Psychotherapy, University of Würzburg, Würzburg, 97078, Germany
| | - Hans-Ulrich Wittchen
- Institute of Clinical Psychology and Psychotherapy, Technische Universität Dresden, Dresden, Germany
| | - Christiane Wolf
- Department of Psychiatry, Psychosomatic Medicine and Psychotherapy, University of Würzburg, Würzburg, 97078, Germany
| | - Christian Rück
- Centre for Psychiatry Research, Department of Clinical Neuroscience, Karolinska Institutet, Stockholm, Sweden
- Stockholm Health Care Services, Stockholm County Council, Stockholm, Sweden
| | - Gerome Breen
- Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK.
- South London and Maudsley NHS Trust, NIHR Biomedical Research Centre for Mental Health, London, UK.
| | - Thalia C Eley
- Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK.
- South London and Maudsley NHS Trust, NIHR Biomedical Research Centre for Mental Health, London, UK.
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