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Novins DK, Althoff RR, Brotman MA, DelBello MP, Doyle AE, Fortuna LR, Fristad MA, Middeldorp CM, Njoroge WFM, Rogers CE, Singh MK. Editors' Best of 2023. J Am Acad Child Adolesc Psychiatry 2024; 63:3-6. [PMID: 38154857 DOI: 10.1016/j.jaac.2023.10.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/05/2023] [Accepted: 10/05/2023] [Indexed: 12/30/2023]
Abstract
There is, in the content of the Journal, an embarrassment of riches, and picking a "best" seems to demand a certain qualification: is the "best" the most interesting, most surprising, most educational, most important, most provocative, most enjoyable? How to choose? We are hardly unbiased and can admit to a special affection for the ones that we and the authors worked hardest on, modifying version after version into shape. Acknowledging these biases, here are the 2023 articles that we think deserve your attention or at least a second read.
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Payne L, Goijen HJ, Cobham V, Bor W, Stathis SS, Coghill DC, Middeldorp CM. The impact of COVID-19 on children and adolescents attending Child and Youth Mental Health Services in Queensland, Australia. Early Interv Psychiatry 2023; 17:1180-1188. [PMID: 37051676 DOI: 10.1111/eip.13421] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/15/2022] [Revised: 01/27/2023] [Accepted: 03/28/2023] [Indexed: 04/14/2023]
Abstract
OBJECTIVE This explorative study aims to provide insight into impacts of the COVID-19 pandemic and associated restrictions, on mental health of children and adolescents treated at Child and Youth Mental Health Services, and their parents. METHOD The COVID-19 Mental Health Survey was disseminated to parents of children and adolescents under treatment at community Child and Youth Mental Health Services (Brisbane, Australia) between July-November 2020 throughout different stages of COVID-19 related restrictions. Parents of 110 children participated. RESULTS Most reported child's symptoms were sadness (46%), anxiety (60%), lack of focus (61%), lack of joy in their usual activities (38%) and reduction in sleep (42%). Parental emotions were significantly correlated with their child's emotions. Parent's lack of enjoyment of usual activities had the overall strongest average correlation (0.27) but this was no longer significant once other variables were controlled for. Children who attended school remotely for some of the days had a significantly (p < .05) higher risk of having more reported symptoms. Interestingly, in later stages of the lockdown with further easing of restrictions, symptoms also tended to be more severe. CONCLUSION Cross-sectional data on children and adolescents in Queensland, Australia with pre-existing mental health issues suggests mental health continued to deteriorate through the pandemic even as restrictions eased. Changes in schooling seem to be an especially important risk factor.
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Affiliation(s)
- Leanne Payne
- Child Health Research Centre, University of Queensland, St Lucia, Australia
- Child and Youth Mental Health Service, Children's Health Queensland Hospital and Health Service, South Brisbane, Australia
| | - Hedwig J Goijen
- Child Health Research Centre, University of Queensland, St Lucia, Australia
- Department of Psychiatry, Amsterdam UMC, University of Amsterdam, Amsterdam, The Netherlands
| | - Vanessa Cobham
- Child and Youth Mental Health Service, Children's Health Queensland Hospital and Health Service, South Brisbane, Australia
- School of Psychology, Faculty of Health and Behavioural Sciences, University of Queensland, St Lucia, Australia
| | - William Bor
- Child and Youth Mental Health Service, Children's Health Queensland Hospital and Health Service, South Brisbane, Australia
| | - Stephen S Stathis
- Child and Youth Mental Health Service, Children's Health Queensland Hospital and Health Service, South Brisbane, Australia
| | - David C Coghill
- Division of Clinical Science, Murdoch Children's Research Institute, Melbourne, Australia
- Departments of Paediatrics and Psychiatry, Faculty of Medicine, Dentistry and Health Sciences, University of Melbourne, Melbourne, Australia
- Division of Neuroscience, University of Dundee, Dundee, UK
- Department of Mental Health, Royal Children's Hospital Melbourne, Parkville, Australia
| | - Christel M Middeldorp
- Child Health Research Centre, University of Queensland, St Lucia, Australia
- Child and Youth Mental Health Service, Children's Health Queensland Hospital and Health Service, South Brisbane, Australia
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Novins DK, Singh MK, Althoff RR, Bagot KS, Brotman MA, DelBello MP, Dickstein DP, Doyle AE, Drury SS, Findling RL, Fortuna LR, Fristad MA, Middeldorp CM, Njoroge WFM, Rogers CE, Pumariega AJ, Bath E, Tobón AL, Thompson-Felix T, Billingsley MK. Editors' Note: Third Annual Report Regarding JAACAP's Antiracist Journey. J Am Acad Child Adolesc Psychiatry 2023; 62:1287-1294. [PMID: 38035913 DOI: 10.1016/j.jaac.2023.09.531] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/15/2023] [Accepted: 09/15/2023] [Indexed: 12/02/2023]
Abstract
In 2020, we wrote to you of our dedication and vision for JAACAP "to be antiracist at every level."1 Over the last 3 years, we have pursued initiatives "to reshape the Journal to pursue this vision."2,3 In this article, we provide an update on these goals and initiatives (Figure 1). With the launching of our new open access journal, JAACAP Open,4 in late 2022, we now extend these initiatives to both scientific journals in the JAACAP family and aspire to be a leader among mental health journals in our intentional pursuit of antiracist policies and practices.
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Tennakoon G, Byrne EM, Vaithianathan R, Middeldorp CM. Using electronic health record data to predict future self-harm or suicidal ideation in young people treated by child and youth mental health services. Suicide Life Threat Behav 2023; 53:853-869. [PMID: 37578103 DOI: 10.1111/sltb.12988] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/15/2023] [Revised: 07/18/2023] [Accepted: 07/23/2023] [Indexed: 08/15/2023]
Abstract
INTRODUCTION Identifying young people who are at risk of self-harm or suicidal ideation (SHoSI) is a priority for mental health clinicians. We explore the utility of routinely collected data in developing a tool to aid early identification of those at risk. METHOD We used electronic health records of 4610 young people aged 5-19 years who were treated by Child and Youth Mental Health Services (CYMHS) in greater Brisbane, Australia. Two Lasso models were trained to predict the risk of future SHoSI in young people currently rated SHoSI; and those who were not. RESULTS For currently non-SHoSI children, an Area Under the Receiver Operating Characteristics (AUC) of 0.78 was achieved. Those with the highest risk were 4.97 (CI 4.35-5.66) times more likely to be categorized as SHoSI in the future. For current SHoSI children, the AUC was 0.62. CONCLUSION A prediction model with fair overall predictive power for currently non-SHoSI children was generated. Predicting persistence for SHoSI was more difficult. The electronic health records alone were not sufficient to discriminate at acceptable levels and may require adding unstructured data such as clinical notes. To optimally predict SHoSI models need to be tested and validated separately for those young people with varying degrees of risk.
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Affiliation(s)
- Gayani Tennakoon
- Institute for Social Science Research, University of Queensland, Brisbane, Indooroopilly, Australia
- Centre for Social Data Analytics, Auckland University of Technology, Auckland, New Zealand
| | - Enda M Byrne
- Child Health Research Centre, University of Queensland, Brisbane, Queensland, Australia
| | - Rhema Vaithianathan
- Institute for Social Science Research, University of Queensland, Brisbane, Indooroopilly, Australia
- Centre for Social Data Analytics, Auckland University of Technology, Auckland, New Zealand
| | - Christel M Middeldorp
- Child Health Research Centre, University of Queensland, Brisbane, Queensland, Australia
- Child and Youth Mental Health Service, Children's Health Queensland Hospital and Health Service, Brisbane, Queensland, Australia
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Bisset M, Brown LE, Bhide S, Patel P, Zendarski N, Coghill D, Payne L, Bellgrove MA, Middeldorp CM, Sciberras E. Practitioner Review: It's time to bridge the gap - understanding the unmet needs of consumers with attention-deficit/hyperactivity disorder - a systematic review and recommendations. J Child Psychol Psychiatry 2023; 64:848-858. [PMID: 36651107 PMCID: PMC10952204 DOI: 10.1111/jcpp.13752] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 11/15/2022] [Indexed: 01/19/2023]
Abstract
OBJECTIVE Understanding the unmet needs of healthcare consumers with attention-deficit/hyperactivity disorder (ADHD) (individuals with ADHD and their caregivers) provides critical insight into gaps in services, education and research that require focus and funding to improve outcomes. This review examines the unmet needs of ADHD consumers from a consumer perspective. METHODS A standardised search protocol identified peer-reviewed studies published between December 2011 and December 2021 focusing on consumer-identified needs relating to ADHD clinical care or research priorities. RESULTS 1,624 articles were screened with 23 studies that reviewed examining the needs of ADHD consumers from Europe, the U.K., Hong Kong, Iran, Australia, the U.S.A. and Canada. Consumer-identified needs related to: treatment that goes beyond medication (12 studies); improved ADHD-related education/training (17 studies); improved access to clinical services, carer support and financial assistance (14 studies); school accommodations/support (6 studies); and ongoing treatment efficacy research (1 study). CONCLUSION ADHD consumers have substantial unmet needs in clinical, psychosocial and research contexts. Recommendations to address these needs include: improving access to and quality of multimodal care provision; incorporating recovery principles into care provision; fostering ADHD health literacy; and increasing consumer participation in research, service development and ADHD-related training/education.
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Affiliation(s)
- Matthew Bisset
- School of PsychologyDeakin UniversityMelbourneVICAustralia
- The Royal Children's HospitalParkvilleVICAustralia
- Murdoch Children's Research InsitituteMelbourneVICAustralia
| | | | - Sampada Bhide
- School of PsychologyDeakin UniversityMelbourneVICAustralia
- Murdoch Children's Research InsitituteMelbourneVICAustralia
- The Royal Melbourne HospitalParkvilleVICAustralia
| | - Pooja Patel
- School of PsychologyDeakin UniversityMelbourneVICAustralia
| | - Nardia Zendarski
- Department of PaediatricsUniversity of MelbourneParkvilleVICAustralia
| | - David Coghill
- The Royal Children's HospitalParkvilleVICAustralia
- Murdoch Children's Research InsitituteMelbourneVICAustralia
- Department of PaediatricsUniversity of MelbourneParkvilleVICAustralia
| | - Leanne Payne
- Child Health Research CentreUniversity of QueenslandBrisbaneQLDAustralia
- Child and Youth Mental Health ServiceChildren's Health Queensland Hospital and Health ServiceBrisbaneQLDAustralia
| | - Mark A. Bellgrove
- Turner Institute for Brain and Mental Health and School of Psychological SciencesMonash UniversityMelbourneVICAustralia
| | - Christel M. Middeldorp
- Child Health Research CentreUniversity of QueenslandBrisbaneQLDAustralia
- Child and Youth Mental Health ServiceChildren's Health Queensland Hospital and Health ServiceBrisbaneQLDAustralia
| | - Emma Sciberras
- School of PsychologyDeakin UniversityMelbourneVICAustralia
- Murdoch Children's Research InsitituteMelbourneVICAustralia
- Department of PaediatricsUniversity of MelbourneParkvilleVICAustralia
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Doyle FL, Morawska A, Higgins DJ, Havighurst SS, Mazzucchelli TG, Toumbourou JW, Middeldorp CM, Chainey C, Cobham VE, Harnett P, Sanders MR. Policies are Needed to Increase the Reach and Impact of Evidence-Based Parenting Supports: A Call for a Population-Based Approach to Supporting Parents, Children, and Families. Child Psychiatry Hum Dev 2023; 54:891-904. [PMID: 34989941 PMCID: PMC8733919 DOI: 10.1007/s10578-021-01309-0] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [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] [Accepted: 12/14/2021] [Indexed: 01/23/2023]
Abstract
Parents can be essential change-agents in their children's lives. To support parents in their parenting role, a range of programs have been developed and evaluated. In this paper, we provide an overview of the evidence for the effectiveness of parenting interventions for parents and children across a range of outcomes, including child and adolescent mental and physical health, child and adolescent competencies and academic outcomes, parental skills and competencies, parental wellbeing and mental health, and prevention of child maltreatment and family violence. Although there is extensive research showing the effectiveness of evidence-based parenting programs, these are not yet widely available at a population level and many parents are unable to access support. We outline how to achieve increased reach of evidence-based parenting supports, highlighting the policy imperative to adequately support the use of these supports as a way to address high priority mental health, physical health, and social problems.
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Affiliation(s)
- Frances L. Doyle
- School of Psychology, Faculty of Science, The University of Sydney, Sydney, NSW Australia
- School of Psychology, The MARCS Institute for Brain Behaviour and Development, Transforming Early Education and Child Health (TeEACH) Research Centre, Translational Health Research Institute, Western Sydney University, Sydney, NSW Australia
| | - Alina Morawska
- Parenting and Family Support Centre, School of Psychology, The University of Queensland, Brisbane, QLD Australia
| | - Daryl J. Higgins
- Institute of Child Protection Studies, Australian Catholic University, Melbourne, VIC, Australia
| | - Sophie S. Havighurst
- Mindful: Centre for Training and Research in Developmental Health, The University of Melbourne, Melbourne, VIC, Australia
| | - Trevor G. Mazzucchelli
- School of Psychology, Curtin University, Perth, WA Australia
- School of Psychology, The University of Queensland, Brisbane, QLD Australia
| | - John W. Toumbourou
- Centre for Social and Early Emotional Development, Deakin University, Geelong, VIC, Australia
| | - Christel M. Middeldorp
- Child Health Research Centre, The University of Queensland, Brisbane, QLD Australia
- Child and Youth Mental Health Service, Children’s Health Queensland Hospital and Health Service, Brisbane, QLD Australia
| | - Carys Chainey
- Parenting and Family Support Centre, School of Psychology, The University of Queensland, Brisbane, QLD Australia
| | - Vanessa E. Cobham
- School of Psychology, The University of Queensland, Brisbane, QLD Australia
- Child and Youth Mental Health Service, Children’s Health Queensland Hospital and Health Service, Brisbane, QLD Australia
| | - Paul Harnett
- School of Criminology and Criminal Justice, Griffith University, Brisbane, QLD, Australia
| | - Matthew R. Sanders
- Parenting and Family Support Centre, School of Psychology, The University of Queensland, Brisbane, QLD Australia
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Summerton A, Bellows ST, Westrupp EM, Stokes MA, Coghill D, Bellgrove MA, Hutchinson D, Becker SP, Melvin G, Quach J, Efron D, Stringaris A, Middeldorp CM, Banaschewski T, Sciberras E. Longitudinal Associations Between COVID-19 Stress and the Mental Health of Children With ADHD. J Atten Disord 2023:10870547231168334. [PMID: 37122232 PMCID: PMC10130929 DOI: 10.1177/10870547231168334] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 05/02/2023]
Abstract
OBJECTIVE To investigate the longitudinal associations between COVID-19 induced stress (related to COVID-19 restrictions/changes), attention-deficit/hyperactivity disorder (ADHD) symptoms, oppositional symptoms, and mental health outcomes (negative affect, anxiety, depression, and irritability) in children with ADHD during the COVID-19 pandemic. METHOD Parents of 140 Australian children with ADHD (aged 5-17 years) completed an online survey in May 2020 during stay-at-home restrictions and 12-months later. RESULTS Baseline COVID-19 stress was associated with increased total ADHD symptom severity (β = .21, p = .007) and hyperactivity/impulsivity symptoms (β = .23, p = .002) at 12-months, after accounting for covariates (i.e., child age, gender, ADHD medication, socio-economic status, and baseline symptoms). Despite some indication of associations between baseline COVID-19 stress and 12-month oppositional symptoms and negative affect, these were attenuated when adjusting for baseline symptoms. CONCLUSIONS The study provides initial evidence of the medium-term impacts of pandemic-related stress for children with ADHD.
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Affiliation(s)
| | | | - Elizabeth M Westrupp
- Deakin University, Geelong, VIC, Australia
- La Trobe University, Bundoora, VIC, Australia
| | | | - David Coghill
- University of Melbourne, Parkville, VIC, Australia
- Murdoch Children's Research Institute, Parkville, VIC, Australia
- The Royal Children's Hospital, Parkville, VIC, Australia
| | | | - Delyse Hutchinson
- Deakin University, Geelong, VIC, Australia
- Murdoch Children's Research Institute, Parkville, VIC, Australia
- University of New South Wales, Sydney, NSW, Australia
| | - Stephen P Becker
- Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA
- University of Cincinnati College of Medicine, OH, USA
| | | | - Jon Quach
- University of Melbourne, Parkville, VIC, Australia
- Murdoch Children's Research Institute, Parkville, VIC, Australia
| | - Daryl Efron
- University of Melbourne, Parkville, VIC, Australia
- Murdoch Children's Research Institute, Parkville, VIC, Australia
- The Royal Children's Hospital, Parkville, VIC, Australia
| | - Argyris Stringaris
- University College London, UK
- National and Kapodistrian University of Athens, Greece
| | - Christel M Middeldorp
- University of Queensland, Brisbane, QLD, Australia
- Children's Health Queensland Hospital and Health Service, Brisbane, QLD, Australia
| | | | - Emma Sciberras
- Deakin University, Geelong, VIC, Australia
- University of Melbourne, Parkville, VIC, Australia
- Murdoch Children's Research Institute, Parkville, VIC, Australia
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Thorp JG, Gerring ZF, Colodro-Conde L, Byrne EM, Medland SE, Middeldorp CM, Derks EM. The association between trauma exposure, polygenic risk and individual depression symptoms. Psychiatry Res 2023; 321:115101. [PMID: 36774750 PMCID: PMC9977888 DOI: 10.1016/j.psychres.2023.115101] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/10/2022] [Revised: 01/11/2023] [Accepted: 02/06/2023] [Indexed: 02/11/2023]
Abstract
BACKGROUND Traumatic experiences are associated with increased risk for major depressive disorder (MDD). This study sought to determine the extent that trauma exposure, depression polygenic risk scores (PRS), and their interaction are associated with MDD and individual depression symptoms. METHODS Data from 102,182 individuals from the large-scale UK Biobank population cohort was analysed. A series of regression analyses were conducted to estimate the association between trauma, depression PRS and 1) current depression, 2) lifetime MDD case-control status, 3) nine individual current depressive symptoms, and 4) thirteen individual symptoms experienced during a major depressive episode. Additive and multiplicative PRS-by-trauma interactions were also assessed. RESULTS Trauma and depression PRS were significantly associated with both current depression and lifetime MDD. A positive, additive interaction effect was observed on depression, but multiplicative interactions were not significant. Trauma exposure and depression PRS were associated with specific patterns of depression symptoms; Trauma was associated with low self-esteem, suicidal ideation, and atypical (but not typical) neurovegetative symptoms. Additive interaction effects were observed on six out of nine current depressive symptoms. CONCLUSIONS Trauma exposure and genetic predisposition to depression may lead to particular symptomatology, which may contribute to the extreme clinical heterogeneity observed in individuals with major depression.
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Affiliation(s)
- Jackson G Thorp
- Translational Neurogenomics, QIMR Berghofer Medical Research Institute, Brisbane, Australia; Faculty of Medicine, University of Queensland, Brisbane, Australia.
| | - Zachary F Gerring
- Translational Neurogenomics, QIMR Berghofer Medical Research Institute, Brisbane, Australia
| | - Lucía Colodro-Conde
- Psychiatric Genetics, QIMR Berghofer Medical Research Institute, Brisbane, Australia
| | - Enda M Byrne
- Institute for Molecular Bioscience, University of Queensland, Brisbane, Australia; Child Health Research Centre, University of Queensland, Brisbane, Australia
| | - Sarah E Medland
- Psychiatric Genetics, QIMR Berghofer Medical Research Institute, Brisbane, Australia
| | - Christel M Middeldorp
- Child Health Research Centre, University of Queensland, Brisbane, Australia; Child and Youth Mental Health Service, Children's Health Queensland Hospital and Health Service, Brisbane, Australia
| | - Eske M Derks
- Translational Neurogenomics, QIMR Berghofer Medical Research Institute, Brisbane, Australia
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Tedja AM, Shanmugam MS, Stathis S, Middeldorp CM. Short research article: COVID-19 and its impact on child and youth mental health service demand in the community and emergency department. Child Adolesc Ment Health 2023; 28:167-171. [PMID: 35970198 PMCID: PMC9538734 DOI: 10.1111/camh.12593] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [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] [Accepted: 07/08/2022] [Indexed: 01/18/2023]
Abstract
BACKGROUND To explore changes in child and youth mental health service (CYMHS) demand in Brisbane, Australia, following the COVID pandemic. METHODS The number of monthly presentations and referrals to respectively the emergency department (ED) and community CYMHS were compared among 2018, 2019 and 2020. RESULTS The study shows a marked increase in referrals to ED starting from July and in the community from May 2020. In the population referred to as community teams, the proportions of Indigenous children and those from lower socio-economic areas decreased. CONCLUSIONS The COVID-19 pandemic has aggravated the supply and demand disparity in CYMHS, with the largest effect on the most vulnerable families.
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Affiliation(s)
- Amy M. Tedja
- Child and Youth Mental Health ServiceChildren's Health Queensland Hospital and Health ServiceBrisbaneQLDAustralia
| | - Meenakshi S. Shanmugam
- Child and Youth Mental Health ServiceChildren's Health Queensland Hospital and Health ServiceBrisbaneQLDAustralia
| | - Stephen Stathis
- Child and Youth Mental Health ServiceChildren's Health Queensland Hospital and Health ServiceBrisbaneQLDAustralia
- Child Health Research CentreUniversity of QueenslandBrisbaneQLDAustralia
| | - Christel M. Middeldorp
- Child and Youth Mental Health ServiceChildren's Health Queensland Hospital and Health ServiceBrisbaneQLDAustralia
- Child Health Research CentreUniversity of QueenslandBrisbaneQLDAustralia
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Affiliation(s)
- Meike Bartels
- Department of Biological Psychology, Vrije Universiteit Amsterdam (Bartels); Amsterdam Public Health Research Institute, Amsterdam University Medical Centers, Amsterdam (Bartels); Child Health Research Centre, University of Queensland, Brisbane, Australia (Middeldorp); Child and Youth Mental Health Service, Children's Health Queensland Hospital and Health Service, Brisbane, Australia (Middeldorp)
| | - Christel M Middeldorp
- Department of Biological Psychology, Vrije Universiteit Amsterdam (Bartels); Amsterdam Public Health Research Institute, Amsterdam University Medical Centers, Amsterdam (Bartels); Child Health Research Centre, University of Queensland, Brisbane, Australia (Middeldorp); Child and Youth Mental Health Service, Children's Health Queensland Hospital and Health Service, Brisbane, Australia (Middeldorp)
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Akingbuwa WA, Hammerschlag AR, Allegrini AG, Sallis H, Kuja-Halkola R, Rimfeld K, Lichtenstein P, Lundstrom S, Munafò MR, Plomin R, Nivard MG, Bartels M, Middeldorp CM. Multivariate analyses of molecular genetic associations between childhood psychopathology and adult mood disorders and related traits. Am J Med Genet B Neuropsychiatr Genet 2023; 192:3-12. [PMID: 36380638 PMCID: PMC7615008 DOI: 10.1002/ajmg.b.32922] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/30/2021] [Revised: 09/07/2022] [Accepted: 10/18/2022] [Indexed: 11/17/2022]
Abstract
Ubiquitous associations have been detected between different types of childhood psychopathology and polygenic risk scores based on adult psychiatric disorders and related adult outcomes, indicating that genetic factors partly explain the association between childhood psychopathology and adult outcomes. However, these analyses in general do not take into account the correlations between the adult trait and disorder polygenic risk scores. This study aimed to further clarify the influence of genetic factors on associations between childhood psychopathology and adult outcomes by accounting for these correlations. Using a multivariate multivariable regression, we analyzed associations of childhood attention-deficit/hyperactivity disorder (ADHD), internalizing, and social problems, with polygenic scores (PGS) of adult disorders and traits including major depression, bipolar disorder, subjective well-being, neuroticism, insomnia, educational attainment, and body mass index (BMI), derived for 20,539 children aged 8.5-10.5 years. After correcting for correlations between the adult phenotypes, major depression PGS were associated with all three childhood traits, that is, ADHD, internalizing, and social problems. In addition, BMI PGS were associated with ADHD symptoms and social problems, while neuroticism PGS were only associated with internalizing problems and educational attainment PGS were only associated with ADHD symptoms. PGS of bipolar disorder, subjective well-being, and insomnia were not associated with any childhood traits. Our findings suggest that associations between childhood psychopathology and adult traits like insomnia and subjective well-being may be primarily driven by genetic factors that influence adult major depression. Additionally, specific childhood phenotypes are genetically associated with educational attainment, BMI and neuroticism.
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Affiliation(s)
- Wonuola A Akingbuwa
- Department of Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
- Amsterdam Public Health Research Institute, Amsterdam, The Netherlands
| | - Anke R Hammerschlag
- Department of Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
- Amsterdam Public Health Research Institute, Amsterdam, The Netherlands
- Child Health Research Centre, the University of Queensland, Brisbane, Queensland, Australia
| | - Andrea G Allegrini
- Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
- Division of Psychology and Language Sciences, Department of Clinical, Educational and Health Psychology, University College London, London, UK
| | - Hannah Sallis
- School of Psychological Science, University of Bristol, Bristol, UK
- MRC Integrative Epidemiology Unit, University of Bristol, Bristol, UK
- Centre for Academic Mental Health, Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, UK
| | - Ralf Kuja-Halkola
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Kaili Rimfeld
- Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - Paul Lichtenstein
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Sebastian Lundstrom
- Centre for Ethics Law and Mental Health, Gillberg Neuropsychiatry Centre, University of Gothenburg, Gothenburg, Sweden
| | - Marcus R Munafò
- School of Psychological Science, University of Bristol, Bristol, UK
- MRC Integrative Epidemiology Unit, University of Bristol, Bristol, UK
- NIHR Biomedical Research Centre, University Hospitals Bristol NHS Foundation Trust, University of Bristol, Bristol, UK
| | - Robert Plomin
- Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - Michel G Nivard
- Department of Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
| | - Meike Bartels
- Department of Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
- Amsterdam Public Health Research Institute, Amsterdam, The Netherlands
| | - Christel M Middeldorp
- Department of Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
- Child Health Research Centre, the University of Queensland, Brisbane, Queensland, Australia
- Child and Youth Mental Health Service, Children's Health Queensland Hospital and Health Services, Brisbane, Queensland, Australia
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12
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Lu ZQ, de Geus H, Roest S, Payne L, Krishnamoorthy G, Littlewood R, Hoyland M, Stathis S, Bor W, Middeldorp CM. Characteristics and treatment outcomes of children and adolescents accessing treatment in Child and Youth Mental Health Services. Early Interv Psychiatry 2022; 16:1297-1308. [PMID: 35114734 PMCID: PMC10078779 DOI: 10.1111/eip.13275] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/18/2021] [Revised: 01/04/2022] [Accepted: 01/18/2022] [Indexed: 01/15/2023]
Abstract
AIM To provide insight into the characteristics and treatment outcomes of children and adolescents accessing outpatient Child and Youth Mental Health Services (CYMHS), and to explore whether outcomes differ by age, sex, and ancestry background. This information can guide how to optimize the treatment delivered at these services. METHODS An observational retrospective study was performed based on data from 3098 children and adolescents between age 5 and 18 who received treatment at Brisbane, Australia, community CYMHS between 2013-2018. Patient characteristics, service use, and clinician and parent rated Routine Outcome Measures (ROM) were extracted from electronic health records. RESULTS Anxiety and mood disorders were the most common mental disorders (37% and 19%). In 1315 children and adolescents (42%), two or more disorders were diagnosed, and the far majority (88%) had experienced at least one psychosocial stressor. The ROM scores improved between start and end of treatment with Cohen's d effect sizes of around 0.9. However, ~50% of the children still scored in the clinical range at the end of treatment. Outcomes did not differ over gender and Indigenous status. CONCLUSIONS Children and adolescents accessing CYMHS have severe and complex mental disorders as reflected by high rates of comorbidity, exposure to adverse circumstances and high symptom scores at the start of treatment. Despite the clinically relevant and substantial improvement, end ROM scores indicated the presence of residual symptoms. As this increases the risk for relapse, services should explore ways to improve treatment to further reduce mental health symptoms.
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Affiliation(s)
- Zhen Qi Lu
- Child Health Research Centre, the University of Queensland, Brisbane, Australia
| | - Hanna de Geus
- Curium-LUMC, Centre of Child and Youth Psychiatry, Leiden University Medical Centre, Leiden, The Netherlands
| | - Sanna Roest
- Curium-LUMC, Centre of Child and Youth Psychiatry, Leiden University Medical Centre, Leiden, The Netherlands
| | - Leanne Payne
- Child Health Research Centre, the University of Queensland, Brisbane, Australia.,Child and Youth Mental Health Service, Children's Health Queensland Hospital and Health Service, Brisbane, Australia
| | - Govind Krishnamoorthy
- Child and Youth Mental Health Service, Children's Health Queensland Hospital and Health Service, Brisbane, Australia.,Institute for Resilient Regions, University of Southern Queensland, Ipswich, Australia
| | | | - Margaret Hoyland
- Child and Youth Mental Health Service, Children's Health Queensland Hospital and Health Service, Brisbane, Australia
| | - Stephen Stathis
- Child Health Research Centre, the University of Queensland, Brisbane, Australia.,Child and Youth Mental Health Service, Children's Health Queensland Hospital and Health Service, Brisbane, Australia
| | - William Bor
- Child and Youth Mental Health Service, Children's Health Queensland Hospital and Health Service, Brisbane, Australia
| | - Christel M Middeldorp
- Child Health Research Centre, the University of Queensland, Brisbane, Australia.,Child and Youth Mental Health Service, Children's Health Queensland Hospital and Health Service, Brisbane, Australia
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13
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Payne L, Roest SL, Lu ZQ, Zendarski N, Bisset M, Sciberras E, Stathis S, Siebelink BM, Vermeiren RRJM, Bellgrove MA, Coghill D, Middeldorp CM. Comparing Treatment Outcomes in Children and Adolescents With ADHD to Other Disorders Within an Australian and Dutch Outpatient Cohort. J Atten Disord 2022; 26:1914-1924. [PMID: 35861495 DOI: 10.1177/10870547221112941] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/26/2022]
Abstract
OBJECTIVE Previous studies at child and youth mental health services (CYMHS) suggest that children with ADHD have poorer outcomes compared to those with other diagnoses. This study investigates this in more detail. METHODS Children with ADHD were compared to those with ASD and those with emotional disorders, on routinely collected outcomes at CYMHS in Australia (N = 2,513) and the Netherlands (N = 844). RESULTS Where the emotional disorders group reached a similar level of emotional symptoms at the end-of-treatment as the ADHD and ASD groups, the latter two groups still had higher scores on ADHD and ASD symptoms (attention and peer problems). The poorer outcomes were mainly explained by higher severity at baseline. In Australia, an ADHD and/or ASD diagnosis also independently contributed to worse outcomes. CONCLUSION Those with neurodevelopmental disorders within both countries had poorer outcomes than those with emotional disorders. Services should aim to optimize treatment to ensure best possible outcomes.
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Affiliation(s)
| | | | - Zhen Qi Lu
- University of Queensland, St Lucia, Australia
| | | | | | - Emma Sciberras
- University of Melbourne, Parkville, VIC, Australia.,Deakin University, Burwood, VIC, Australia.,Murdoch Children's Research Institute, Parkville, Australia
| | - Stephen Stathis
- University of Queensland, St Lucia, Australia.,Children's Health Queensland Hospital and Health Service, South Brisbane, Australia
| | | | | | | | | | - Christel M Middeldorp
- University of Queensland, St Lucia, Australia.,Children's Health Queensland Hospital and Health Service, South Brisbane, Australia
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14
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Sullivan DP, Payne L, Boulton KA, Silove N, Bellgrove MA, Sciberras E, Coghill DR, Guastella AJ, Middeldorp CM. Examining the pharmacological and psychological treatment of child and adolescent ADHD in Australia: Protocol for a retrospective cohort study using linked national registry data. BMJ Open 2022; 12:e064920. [PMID: 36418141 PMCID: PMC9685201 DOI: 10.1136/bmjopen-2022-064920] [Citation(s) in RCA: 0] [Impact Index Per Article: 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] [Indexed: 11/24/2022] Open
Abstract
INTRODUCTION Attention deficit hyperactivity disorder (ADHD) is a neurodevelopmental disorder which affects 5% of children globally. In Australia, it is estimated that 4.1% of children and adolescents have ADHD. While research has examined the treatment and outcomes of children with ADHD attending public mental health services during their time in the public system in Australia, it is not known what treatment they received before and after these treatment episodes, which will provide a more complete understanding of these children's treatment journey. METHODS AND ANALYSIS We will link clinical data from cohorts of children and adolescents treated in the public child and youth mental health and/or child development services in Brisbane, Melbourne and Sydney to the Medicare Benefits Schedule (MBS), Pharmaceutical Benefits Scheme (PBS) and National Death Index. MBS data will demonstrate the treatment journey with respect to clinicians seen, and treatment episodes from the public health service data sets will be examined to assess if the type and intensity of treatment are related to treatment outcomes. PBS data will reveal all psychotropic medications prescribed, allowing an examination of not just ADHD medications, but also other psychotropics which may indicate co-occurring conditions (eg, anxiety and mood disorders). Statistical analyses will include descriptive statistics to describe the rates of specific medications and clinician specialties seen. Linear and logistic regression will be used to model how treatment and sociodemographic variables relate to routinely collected outcome measures in the public health system while controlling for covarying factors. ETHICS AND DISSEMINATION This study has been approved by the following institutional ethics committees: (1) Children's Health Queensland Hospital and Health Service (HREC/21/QCHQ/76260), (2) The University of Queensland (2021/HE002143) and (3) The Australian Institute of Health and Welfare (EO2021/4/1300). Findings will be disseminated through peer-reviewed journals, conferences, professional associations and to public mental health services that treat ADHD.
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Affiliation(s)
- Daniel P Sullivan
- Child Health Research Centre, The University of Queensland, South Brisbane, Queensland, Australia
- Child and Youth Mental Health Service, Children's Health Queensland Hospital and Health Service, South Brisbane, Queensland, Australia
| | - Leanne Payne
- Child Health Research Centre, The University of Queensland, South Brisbane, Queensland, Australia
- Child and Youth Mental Health Service, Children's Health Queensland Hospital and Health Service, South Brisbane, Queensland, Australia
| | - Kelsie A Boulton
- Brain and Mind Centre, The University of Sydney, Sydney, New South Wales, Australia
- Clinic for Autism and Neurodevelopmental (CAN) Research, The University of Sydney, Sydney, New South Wales, Australia
| | - Natalie Silove
- Child Development Unit, The Sydney Children's Hospitals Network Randwick and Westmead, Westmead, New South Wales, Australia
| | - Mark A Bellgrove
- Turner Institute for Brain and Mental Health, School of Psychological Science, Monash University, Clayton, Victoria, Australia
| | - Emma Sciberras
- School of Psychology, Deakin University, Burwood, Victoria, Australia
- Deakin University Centre for Social and Early Emotional Development, Burwood, Victoria, Australia
| | - David R Coghill
- Departments of Paediatrics and Psychiatry, University of Melbourne, Melbourne, Victoria, Australia
- The Royal Children's Hospital Melbourne, Parkville, Victoria, Australia
| | - Adam J Guastella
- Clinic for Autism and Neurodevelopmental (CAN) Research, The University of Sydney, Sydney, New South Wales, Australia
- Clinical Research Unit, Brain and Mind Research Institute, Camperdown, New South Wales, Australia
| | - Christel M Middeldorp
- Child Health Research Centre, The University of Queensland, South Brisbane, Queensland, Australia
- Child and Youth Mental Health Service, Children's Health Queensland Hospital and Health Service, South Brisbane, Queensland, Australia
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15
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Tate AE, Akingbuwa WA, Karlsson R, Hottenga JJ, Pool R, Boman M, Larsson H, Lundström S, Lichtenstein P, Middeldorp CM, Bartels M, Kuja-Halkola R. A genetically informed prediction model for suicidal and aggressive behaviour in teens. Transl Psychiatry 2022; 12:488. [PMID: 36411277 PMCID: PMC9678913 DOI: 10.1038/s41398-022-02245-w] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/01/2022] [Revised: 10/24/2022] [Accepted: 10/28/2022] [Indexed: 11/22/2022] Open
Abstract
Suicidal and aggressive behaviours cause significant personal and societal burden. As risk factors associated with these behaviours frequently overlap, combined approaches in predicting the behaviours may be useful in identifying those at risk for either. The current study aimed to create a model that predicted if individuals will exhibit suicidal behaviour, aggressive behaviour, both, or neither in late adolescence. A sample of 5,974 twins from the Child and Adolescent Twin Study in Sweden (CATSS) was broken down into a training (80%), tune (10%) and test (10%) set. The Netherlands Twin Register (NTR; N = 2702) was used for external validation. Our longitudinal data featured genetic, environmental, and psychosocial predictors derived from parental and self-report data. A stacked ensemble model was created which contained a gradient boosted machine, random forest, elastic net, and neural network. Model performance was transferable between CATSS and NTR (macro area under the receiver operating characteristic curve (AUC) [95% CI] AUCCATSS(test set) = 0.709 (0.671-0.747); AUCNTR = 0.685 (0.656-0.715), suggesting model generalisability across Northern Europe. The notable exception is suicidal behaviours in the NTR, which was no better than chance. The 25 highest scoring variable importance scores for the gradient boosted machines and random forest models included self-reported psychiatric symptoms in mid-adolescence, sex, and polygenic scores for psychiatric traits. The model's performance is comparable to current prediction models that use clinical interviews and is not yet suitable for clinical use. Moreover, genetic variables may have a role to play in predictive models of adolescent psychopathology.
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Affiliation(s)
- Ashley E. Tate
- grid.465198.7Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Solna, Sweden
| | - Wonuola A. Akingbuwa
- grid.12380.380000 0004 1754 9227Department of Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands ,grid.509540.d0000 0004 6880 3010Amsterdam Public Health Research Institute, Amsterdam University Medical Centres, Amsterdam, the Netherlands
| | - Robert Karlsson
- grid.465198.7Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Solna, Sweden
| | - Jouke-Jan Hottenga
- grid.12380.380000 0004 1754 9227Department of Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
| | - René Pool
- grid.12380.380000 0004 1754 9227Department of Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands ,grid.509540.d0000 0004 6880 3010Amsterdam Public Health Research Institute, Amsterdam University Medical Centres, Amsterdam, the Netherlands
| | - Magnus Boman
- grid.5037.10000000121581746Division of Software and Computer Systems, School of Electrical Engineering and Computer Science KTH, Stockholm, Sweden ,grid.4714.60000 0004 1937 0626Department of Learning, Informatics, Management and Ethics, Karolinska Institute, Solna, Sweden
| | - Henrik Larsson
- grid.465198.7Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Solna, Sweden ,grid.15895.300000 0001 0738 8966School of Medical Sciences, Örebro University, Örebro, Sweden
| | - Sebastian Lundström
- grid.8761.80000 0000 9919 9582Centre for Ethics, Law and Mental Health (CELAM), University of Gothenburg, Gothenburg, Sweden ,grid.8761.80000 0000 9919 9582Gillberg Neuropsychiatry Centre, University of Gothenburg, Gothenburg, Sweden
| | - Paul Lichtenstein
- grid.465198.7Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Solna, Sweden
| | - Christel M. Middeldorp
- grid.12380.380000 0004 1754 9227Department of Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands ,grid.1003.20000 0000 9320 7537Child Health Research Centre, the University of Queensland, Brisbane, QLD Australia ,grid.512914.a0000 0004 0642 3960Child and Youth Mental Health Service, Children’s Health Queensland Hospital and Health Services, Brisbane, QLD Australia
| | - Meike Bartels
- grid.12380.380000 0004 1754 9227Department of Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
| | - Ralf Kuja-Halkola
- grid.465198.7Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Solna, Sweden
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16
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Najman JM, Clavarino AM, McGee TR, Middeldorp CM, Williams GM, Scott JG. Do adversities experienced over the early life course predict mental illness and substance use behaviour in adulthood: A birth cohort study. J Psychiatr Res 2022; 155:542-549. [PMID: 36194992 DOI: 10.1016/j.jpsychires.2022.09.020] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/21/2022] [Revised: 08/29/2022] [Accepted: 09/16/2022] [Indexed: 10/31/2022]
Abstract
A range of adult health outcomes have been linked to early childhood adversities. These early adversities include parental marital breakdown and family economic disadvantage. Childhood experiences of maltreatment have also been linked to a variety of adult health outcomes. As both childhood adversities and child maltreatment often co-occur, we examine whether childhood adversities at 3 stages of the child's early life course predict any of nine adult mental health outcomes controlling for past experiences of child trauma (maltreatment). Data are from a long running birth cohort study, the Mater-University of Queensland Study of Pregnancy (MUSP). We use bivariate and multinomial logistic regression with adjustment for confounding, to predict adult outcomes. Experiences of recent life events in pregnancy appear to be unrelated to adult mental health. Recent life events experienced at the 5-year follow-up independently predicts lifetime ever depression and cannabis use disorder. Experiences of recent life events at 14-years of age predict lifetime ever depression, cannabis and amphetamine use in adulthood. Our findings support early childhood interventions which should be supplemented with a focus on later childhood and the adolescent period of development. Interventions should also focus on the broader social and demographic context within which children are born. Efforts to reduce the occurrence and consequences of childhood maltreatment should be given primary attention in order to reduce the childhood factors contributing to adult mental illness.
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Affiliation(s)
- Jackob M Najman
- School of Public Health, University of Queensland, Herston, Queensland, 4006, Australia.
| | - Alexandra M Clavarino
- School of Public Health, University of Queensland, Herston, Queensland, 4006, Australia
| | - Tara R McGee
- School of Criminology and Criminal Justice, Griffith University, Mount Gravatt, Queensland, 4122, Australia
| | - Christel M Middeldorp
- Child Health Research Centre, University of Queensland, South Brisbane, Queensland, 4101, Australia
| | - Gail M Williams
- School of Public Health, University of Queensland, Herston, Queensland, 4006, Australia
| | - James G Scott
- Mental Health Research Program, QIMR Berghofer Medical Research Institute, Herston, Queensland, 4006, Australia; Metro North Mental Health Service, Herston, Queensland, 4006, Australia
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17
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Akingbuwa WA, Hammerschlag AR, Bartels M, Nivard MG, Middeldorp CM. Ultra-rare and common genetic variant analysis converge to implicate negative selection and neuronal processes in the aetiology of schizophrenia. Mol Psychiatry 2022; 27:3699-3707. [PMID: 35665764 PMCID: PMC9708595 DOI: 10.1038/s41380-022-01621-8] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/21/2021] [Revised: 04/21/2022] [Accepted: 05/11/2022] [Indexed: 02/08/2023]
Abstract
Both common and rare genetic variants (minor allele frequency >1% and <0.1% respectively) have been implicated in the aetiology of schizophrenia. In this study, we integrate single-cell gene expression data with publicly available Genome-Wide Association Study (GWAS) and exome sequenced data in order to investigate in parallel, the enrichment of common and (ultra-)rare variants related to schizophrenia in several functionally relevant gene-sets. Four types of gene-sets were constructed 1) protein-truncating variant (PTV)-intolerant (PI) genes 2) genes expressed in brain cell types and neurons ascertained from mouse and human brain tissue 3) genes defined by synaptic function and location and 4) intersection genes, i.e., PI genes that are expressed in the human and mouse brain cell gene-sets. We show that common as well as ultra-rare schizophrenia-associated variants are overrepresented in PI genes, in excitatory neurons from the prefrontal cortex and hippocampus, medium spiny neurons, and genes enriched for synaptic processes. We also observed stronger enrichment in the intersection genes. Our findings suggest that across the allele frequency spectrum, genes and genetic variants likely to be under stringent selection, and those expressed in particular brain cell types, are involved in the same biological pathways influencing the risk for schizophrenia.
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Affiliation(s)
- Wonuola A Akingbuwa
- Department of Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands.
- Amsterdam Public Health Research Institute, Amsterdam University Medical Centres, Amsterdam, the Netherlands.
| | - Anke R Hammerschlag
- Department of Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
- Amsterdam Public Health Research Institute, Amsterdam University Medical Centres, Amsterdam, the Netherlands
- Child Health Research Centre, the University of Queensland, Brisbane, QLD, Australia
| | - Meike Bartels
- Department of Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
- Amsterdam Public Health Research Institute, Amsterdam University Medical Centres, Amsterdam, the Netherlands
| | - Michel G Nivard
- Department of Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
| | - Christel M Middeldorp
- Department of Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
- Child Health Research Centre, the University of Queensland, Brisbane, QLD, Australia
- Child and Youth Mental Health Service, Children's Health Queensland Hospital and Health Services, Brisbane, QLD, Australia
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18
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Middeldorp CM. One mental health problem influencing the risk for another, within individuals and between siblings. Commentary on Allegrini et al. (2022). JCPP Advances 2022. [DOI: 10.1002/jcv2.12102] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022] Open
Affiliation(s)
- Christel M. Middeldorp
- Child Health Research Centre The University of Queensland Brisbane Australia
- Child and Youth Mental Health Service Children's Health Queensland Hospital and Health Service Brisbane Australia
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19
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Neumann A, Nolte IM, Pappa I, Ahluwalia TS, Pettersson E, Rodriguez A, Whitehouse A, van Beijsterveldt CEM, Benyamin B, Hammerschlag AR, Helmer Q, Karhunen V, Krapohl E, Lu Y, van der Most PJ, Palviainen T, St Pourcain B, Seppälä I, Suarez A, Vilor-Tejedor N, Tiesler CMT, Wang C, Wills A, Zhou A, Alemany S, Bisgaard H, Bønnelykke K, Davies GE, Hakulinen C, Henders AK, Hyppönen E, Stokholm J, Bartels M, Hottenga JJ, Heinrich J, Hewitt J, Keltikangas-Järvinen L, Korhonen T, Kaprio J, Lahti J, Lahti-Pulkkinen M, Lehtimäki T, Middeldorp CM, Najman JM, Pennell C, Power C, Oldehinkel AJ, Plomin R, Räikkönen K, Raitakari OT, Rimfeld K, Sass L, Snieder H, Standl M, Sunyer J, Williams GM, Bakermans-Kranenburg MJ, Boomsma DI, van IJzendoorn MH, Hartman CA, Tiemeier H. A genome-wide association study of total child psychiatric problems scores. PLoS One 2022; 17:e0273116. [PMID: 35994476 PMCID: PMC9394806 DOI: 10.1371/journal.pone.0273116] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/15/2021] [Accepted: 08/02/2022] [Indexed: 11/25/2022] Open
Abstract
Substantial genetic correlations have been reported across psychiatric disorders and numerous cross-disorder genetic variants have been detected. To identify the genetic variants underlying general psychopathology in childhood, we performed a genome-wide association study using a total psychiatric problem score. We analyzed 6,844,199 common SNPs in 38,418 school-aged children from 20 population-based cohorts participating in the EAGLE consortium. The SNP heritability of total psychiatric problems was 5.4% (SE = 0.01) and two loci reached genome-wide significance: rs10767094 and rs202005905. We also observed an association of SBF2, a gene associated with neuroticism in previous GWAS, with total psychiatric problems. The genetic effects underlying the total score were shared with common psychiatric disorders only (attention-deficit/hyperactivity disorder, anxiety, depression, insomnia) (rG > 0.49), but not with autism or the less common adult disorders (schizophrenia, bipolar disorder, or eating disorders) (rG < 0.01). Importantly, the total psychiatric problem score also showed at least a moderate genetic correlation with intelligence, educational attainment, wellbeing, smoking, and body fat (rG > 0.29). The results suggest that many common genetic variants are associated with childhood psychiatric symptoms and related phenotypes in general instead of with specific symptoms. Further research is needed to establish causality and pleiotropic mechanisms between related traits.
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Affiliation(s)
- Alexander Neumann
- Department of Child and Adolescent Psychiatry/Psychology, Erasmus University Medical Center, Rotterdam, The Netherlands
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montreal, QC, Canada
| | - Ilja M. Nolte
- Department of Epidemiology, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - Irene Pappa
- Department of Child and Adolescent Psychiatry/Psychology, Erasmus University Medical Center, Rotterdam, The Netherlands
| | - Tarunveer S. Ahluwalia
- COPSAC, Copenhagen Prospective Studies on Asthma in Childhood, Herlev and Gentofte Hospital, University of Copenhagen, Copenhagen, Denmark
- Steno Diabetes Center Copenhagen, Gentofte, Denmark
| | - Erik Pettersson
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Alina Rodriguez
- Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, London, United Kingdom
| | - Andrew Whitehouse
- Telethon Kids Institute, University of Western Australia, Perth, Australia
| | | | - Beben Benyamin
- Australian Centre for Precision Health, University of South Australia Cancer Research Institute, School of Health Sciences, University of South Australia, Adelaide, Australia
- South Australian Health and Medical Research Institute, Adelaide, Australia
| | - Anke R. Hammerschlag
- Child Health Research Centre, University of Queensland, Brisbane, QLD, Australia
- Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
- Amsterdam Public Health Research Institute, Amsterdam, The Netherlands
| | - Quinta Helmer
- Netherlands Twin Register, Dept Biological Psychology, Vrije Universiteit, Amsterdam, The Netherlands
| | - Ville Karhunen
- Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, London, United Kingdom
- Centre for Life-Course Health Research, University of Oulu, Oulu, Finland
| | - Eva Krapohl
- Social, Genetic, and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology and Neuroscience, King’s College London, London, United Kingdom
| | - Yi Lu
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Peter J. van der Most
- Department of Epidemiology, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - Teemu Palviainen
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, Finland
| | - Beate St Pourcain
- MRC Integrative Epidemiology Unit, Department of Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, United Kingdom
- Language and Genetics Department, Max Planck Institute for Psycholinguistics, Nijmegen, The Netherland
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, The Netherlands
| | - Ilkka Seppälä
- Department of Clinical Chemistry, Fimlab Laboratories, Tampere, Finland
- Department of Clinical Chemistry, Finnish Cardiovascular Research Center—Tampere, Faculty of Medicine and Health Technology, Tampere University, Tampere, Finland
| | - Anna Suarez
- Department of Psychology and Logopedics, Faculty of Medicine, University of Helsinki, Helsinki, Finland
| | - Natalia Vilor-Tejedor
- Center for Genomic Regulation (CRG), The Barcelona Institute of Science and Technology, Barcelona, Spain
- BarcelonaBeta Brain Research Center (BBRC)–Pasqual Maragall Foundation, Barcelona, Spain
- Department of Clinical Genetics, Erasmus Medical Center, Rotterdam, The Netherlands
- Universitat Pompeu Fabra (UPF), Barcelona, Spain
| | - Carla M. T. Tiesler
- Institute of Epidemiology, Helmholtz Zentrum München—German Research Center for Environmental Health, Neuherberg, Germany
- LMU–Ludwig-Maximilians-Universität Munich, Div. Metabolic and Nutritional Medicine, Dr. von Hauner Children’s Hospital, University of Munich Medical Center, Munich, Germany
| | - Carol Wang
- School of Medicine and Public Health, Faculty of Medicine and Health, The University of Newcastle, Newcastle, New South Wales, Australia
| | - Amanda Wills
- Division of Substance Dependence, Department of Psychiatry, University of Colorado Anschutz Medical Campus, Aurora, CO, United States of America
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, CO, United States of America
| | - Ang Zhou
- Australian Centre for Precision Health, University of South Australia Cancer Research Institute, School of Health Sciences, University of South Australia, Adelaide, Australia
- South Australian Health and Medical Research Institute, Adelaide, Australia
| | - Silvia Alemany
- Universitat Pompeu Fabra (UPF), Barcelona, Spain
- ISGlobal, Centre for Research in Environmental Epidemiology (CREAL), Barcelona, Spain
- CIBER Epidemiology and Public Health (CIBERESP), Barcelona, Spain
| | - Hans Bisgaard
- COPSAC, Copenhagen Prospective Studies on Asthma in Childhood, Herlev and Gentofte Hospital, University of Copenhagen, Copenhagen, Denmark
| | - Klaus Bønnelykke
- COPSAC, Copenhagen Prospective Studies on Asthma in Childhood, Herlev and Gentofte Hospital, University of Copenhagen, Copenhagen, Denmark
| | - Gareth E. Davies
- Avera Institute for Human Genetics, Sioux Falls, South Dakota, United States of America
| | - Christian Hakulinen
- Department of Psychology and Logopedics, Faculty of Medicine, University of Helsinki, Helsinki, Finland
| | - Anjali K. Henders
- Institute of Molecular Bioscience, University of Queensland, Brisbane, QLD, Australia
| | - Elina Hyppönen
- Australian Centre for Precision Health, University of South Australia Cancer Research Institute, School of Health Sciences, University of South Australia, Adelaide, Australia
- South Australian Health and Medical Research Institute, Adelaide, Australia
- Population, Policy and Practice, UCL Great Ormond Street Institute of Child Health, London, United Kingdom
| | - Jakob Stokholm
- COPSAC, Copenhagen Prospective Studies on Asthma in Childhood, Herlev and Gentofte Hospital, University of Copenhagen, Copenhagen, Denmark
- Department of Pediatrics, Naestved Hospital, Naestved, Denmark
| | - Meike Bartels
- Netherlands Twin Register, Dept Biological Psychology, Vrije Universiteit, Amsterdam, The Netherlands
| | - Jouke-Jan Hottenga
- Netherlands Twin Register, Dept Biological Psychology, Vrije Universiteit, Amsterdam, The Netherlands
| | - Joachim Heinrich
- LMU–Ludwig-Maximilians-Universität Munich, Div. Metabolic and Nutritional Medicine, Dr. von Hauner Children’s Hospital, University of Munich Medical Center, Munich, Germany
- Institute and Clinic for Occupational, Social and Environmental Medicine, University Hospital, LMU Munich, Munich, Germany
| | - John Hewitt
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, CO, United States of America
- Department of Psychology and Neuroscience, University of Colorado Boulder, Boulder, CO, United States of America
| | | | - Tellervo Korhonen
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, Finland
| | - Jaakko Kaprio
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, Finland
- Department of Public Health, University of Helsinki, Helsinki, Finland
| | - Jari Lahti
- Department of Psychology and Logopedics, Faculty of Medicine, University of Helsinki, Helsinki, Finland
| | - Marius Lahti-Pulkkinen
- Department of Psychology and Logopedics, Faculty of Medicine, University of Helsinki, Helsinki, Finland
| | - Terho Lehtimäki
- Department of Clinical Chemistry, Fimlab Laboratories, Tampere, Finland
- Department of Clinical Chemistry, Finnish Cardiovascular Research Center—Tampere, Faculty of Medicine and Health Technology, Tampere University, Tampere, Finland
| | - Christel M. Middeldorp
- Child Health Research Centre, University of Queensland, Brisbane, QLD, Australia
- Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
- Child and Youth Mental Health Service, Children’s Health Queensland Hospital and Health Service, Brisbane, QLD, Australia
| | - Jackob M. Najman
- Public Health, University of Queensland, Brisbane, QLD, Australia
| | - Craig Pennell
- School of Medicine and Public Health, Faculty of Medicine and Health, The University of Newcastle, Newcastle, New South Wales, Australia
| | - Chris Power
- Population, Policy and Practice, UCL Great Ormond Street Institute of Child Health, London, United Kingdom
| | - Albertine J. Oldehinkel
- Interdisciplinary Center Psychopathology and Emotion Regulation (IPCE), University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - Robert Plomin
- Social, Genetic, and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology and Neuroscience, King’s College London, London, United Kingdom
| | - Katri Räikkönen
- Department of Psychology and Logopedics, Faculty of Medicine, University of Helsinki, Helsinki, Finland
| | - Olli T. Raitakari
- Department of Clinical Physiology and Nuclear Medicine, Turku University Hospital, Turku, Finland
- Research Centre of Applied and Preventive Cardiovascular Medicine, University of Turku, Turku, Finland
| | - Kaili Rimfeld
- Social, Genetic, and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology and Neuroscience, King’s College London, London, United Kingdom
| | - Lærke Sass
- COPSAC, Copenhagen Prospective Studies on Asthma in Childhood, Herlev and Gentofte Hospital, University of Copenhagen, Copenhagen, Denmark
- Department of Pediatrics, Naestved Hospital, Naestved, Denmark
| | - Harold Snieder
- Department of Epidemiology, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - Marie Standl
- LMU–Ludwig-Maximilians-Universität Munich, Div. Metabolic and Nutritional Medicine, Dr. von Hauner Children’s Hospital, University of Munich Medical Center, Munich, Germany
| | - Jordi Sunyer
- Universitat Pompeu Fabra (UPF), Barcelona, Spain
- ISGlobal, Centre for Research in Environmental Epidemiology (CREAL), Barcelona, Spain
- CIBER Epidemiology and Public Health (CIBERESP), Barcelona, Spain
- IMIM (Hospital del Mar Medical Research Institute), Barcelona, Spain
| | - Gail M. Williams
- Child and Youth Mental Health Service, Children’s Health Queensland Hospital and Health Service, Brisbane, QLD, Australia
| | | | - Dorret I. Boomsma
- Netherlands Twin Register, Dept Biological Psychology, Vrije Universiteit, Amsterdam, The Netherlands
| | | | - Catharina A. Hartman
- Department of Psychiatry, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - Henning Tiemeier
- Department of Child and Adolescent Psychiatry/Psychology, Erasmus University Medical Center, Rotterdam, The Netherlands
- Department of Social and Behavioral Science, Harvard TH Chan School of Public Health, Boston, MA, United States of America
- * E-mail:
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20
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Jami ES, Hammerschlag AR, Ip HF, Allegrini AG, Benyamin B, Border R, Diemer EW, Jiang C, Karhunen V, Lu Y, Lu Q, Mallard TT, Mishra PP, Nolte IM, Palviainen T, Peterson RE, Sallis HM, Shabalin AA, Tate AE, Thiering E, Vilor-Tejedor N, Wang C, Zhou A, Adkins DE, Alemany S, Ask H, Chen Q, Corley RP, Ehli EA, Evans LM, Havdahl A, Hagenbeek FA, Hakulinen C, Henders AK, Hottenga JJ, Korhonen T, Mamun A, Marrington S, Neumann A, Rimfeld K, Rivadeneira F, Silberg JL, van Beijsterveldt CE, Vuoksimaa E, Whipp AM, Tong X, Andreassen OA, Boomsma DI, Brown SA, Burt SA, Copeland W, Dick DM, Harden KP, Harris KM, Hartman CA, Heinrich J, Hewitt JK, Hopfer C, Hypponen E, Jarvelin MR, Kaprio J, Keltikangas-Järvinen L, Klump KL, Krauter K, Kuja-Halkola R, Larsson H, Lehtimäki T, Lichtenstein P, Lundström S, Maes HH, Magnus P, Munafò MR, Najman JM, Njølstad PR, Oldehinkel AJ, Pennell CE, Plomin R, Reichborn-Kjennerud T, Reynolds C, Rose RJ, Smolen A, Snieder H, Stallings M, Standl M, Sunyer J, Tiemeier H, Wadsworth SJ, Wall TL, Whitehouse AJO, Williams GM, Ystrøm E, Nivard MG, Bartels M, Middeldorp CM. Genome-wide Association Meta-analysis of Childhood and Adolescent Internalizing Symptoms. J Am Acad Child Adolesc Psychiatry 2022; 61:934-945. [PMID: 35378236 PMCID: PMC10859168 DOI: 10.1016/j.jaac.2021.11.035] [Citation(s) in RCA: 13] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/29/2020] [Revised: 10/15/2021] [Accepted: 03/25/2022] [Indexed: 02/07/2023]
Abstract
OBJECTIVE To investigate the genetic architecture of internalizing symptoms in childhood and adolescence. METHOD In 22 cohorts, multiple univariate genome-wide association studies (GWASs) were performed using repeated assessments of internalizing symptoms, in a total of 64,561 children and adolescents between 3 and 18 years of age. Results were aggregated in meta-analyses that accounted for sample overlap, first using all available data, and then using subsets of measurements grouped by rater, age, and instrument. RESULTS The meta-analysis of overall internalizing symptoms (INToverall) detected no genome-wide significant hits and showed low single nucleotide polymorphism (SNP) heritability (1.66%, 95% CI = 0.84-2.48%, neffective = 132,260). Stratified analyses indicated rater-based heterogeneity in genetic effects, with self-reported internalizing symptoms showing the highest heritability (5.63%, 95% CI = 3.08%-8.18%). The contribution of additive genetic effects on internalizing symptoms appeared to be stable over age, with overlapping estimates of SNP heritability from early childhood to adolescence. Genetic correlations were observed with adult anxiety, depression, and the well-being spectrum (|rg| > 0.70), as well as with insomnia, loneliness, attention-deficit/hyperactivity disorder, autism, and childhood aggression (range |rg| = 0.42-0.60), whereas there were no robust associations with schizophrenia, bipolar disorder, obsessive-compulsive disorder, or anorexia nervosa. CONCLUSION Genetic correlations indicate that childhood and adolescent internalizing symptoms share substantial genetic vulnerabilities with adult internalizing disorders and other childhood psychiatric traits, which could partially explain both the persistence of internalizing symptoms over time and the high comorbidity among childhood psychiatric traits. Reducing phenotypic heterogeneity in childhood samples will be key in paving the way to future GWAS success.
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Affiliation(s)
- Eshim S Jami
- Vrije Universiteit Amsterdam, Amsterdam, the Netherlands; University College London, London, United Kingdom.
| | - Anke R Hammerschlag
- Vrije Universiteit Amsterdam, Amsterdam, the Netherlands; Amsterdam Public Health Research Institute, Amsterdam, the Netherlands; Child Health Research Centre, University of Queensland, Brisbane, Australia
| | - Hill F Ip
- Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
| | - Andrea G Allegrini
- University College London, London, United Kingdom; Social, Genetic and Developmental Psychiatry Centre, King's College London, London, United Kingdom
| | - Beben Benyamin
- University of South Australia, Adelaide, Australia; South Australian Health and Medical Research Institute, Adelaide, Australia
| | - Richard Border
- Institute for Behavioral Genetics, University of Colorado Boulder
| | - Elizabeth W Diemer
- Erasmus University Medical Center, Rotterdam, the Netherlands; Harvard T.H. Chan School of Public Health, Boston, Massachusetts
| | - Chang Jiang
- Michigan State University, East Lansing; University of Florida, Gainesville
| | | | - Yi Lu
- Karolinska Institutet, Stockholm, Sweden
| | - Qing Lu
- Michigan State University, East Lansing
| | | | - Pashupati P Mishra
- Tampere University, Tampere, Finland, and Fimlab Laboratories, Tampere, Finland
| | - Ilja M Nolte
- University of Groningen, University Medical Center Groningen, the Netherlands
| | - Teemu Palviainen
- Institute for Molecular Medicine Finland - FIMM, University of Helsinki, Finland
| | - Roseann E Peterson
- Virginia Institute for Psychiatric and Behavioral Genetics, Virginia Commonwealth University, Richmond
| | - Hannah M Sallis
- School of Psychological Science, University of Bristol, United Kingdom, and Medical Research Council (MRC) Integrative Epidemiology Unit, University of Bristol, United Kingdom; Centre for Academic Mental Health, Population Health Sciences, University of Bristol, United Kingdom
| | | | | | - Elisabeth Thiering
- Institute of Epidemiology, Helmholtz Zentrum München - German Research Center for Environmental Health, Neuherberg, Germany; Ludwig-Maximilians-Universität, Munich, Germany
| | - Natàlia Vilor-Tejedor
- Erasmus University Medical Center, Rotterdam, the Netherlands; Centre for Genomic Regulation (CRG), The Barcelona Institute of Science and Technology, Barcelona, Spain; BarcelonaBeta Brain Research Center, (BBRC) Pasqual Maragall Foundation, Barcelona, Spain; Universitat Pompeu Fabra (UPF), Barcelona, Spain
| | - Carol Wang
- School of Medicine and Public Health, University of Newcastle, Australia
| | - Ang Zhou
- University of South Australia, Adelaide, Australia
| | | | - Silvia Alemany
- Universitat Pompeu Fabra (UPF), Barcelona, Spain; SGlobal, Barcelona Institute of Global Health, Barcelona, Spain; and CIBER Epidemiología y Salud Pública (CIBERESP), Spain
| | - Helga Ask
- Norwegian Institute of Public Health, Oslo, Norway
| | - Qi Chen
- Karolinska Institutet, Stockholm, Sweden
| | - Robin P Corley
- Institute for Behavioral Genetics, University of Colorado Boulder
| | - Erik A Ehli
- Avera Institute for Human Genetics, Avera McKennan Hospital & University Health Center, Sioux Falls, South Dakota
| | - Luke M Evans
- Institute for Behavioral Genetics, University of Colorado Boulder
| | | | - Fiona A Hagenbeek
- Vrije Universiteit Amsterdam, Amsterdam, the Netherlands; Amsterdam Public Health Research Institute, Amsterdam, the Netherlands
| | | | - Anjali K Henders
- Institute for Molecular Biosciences, University of Queensland, Brisbane, Australia
| | | | - Tellervo Korhonen
- Institute for Molecular Medicine Finland - FIMM, University of Helsinki, Finland
| | - Abdullah Mamun
- Institute for Social Science Research, University of Queensland, Brisbane, Australia
| | - Shelby Marrington
- School of Public Health, University of Queensland, Brisbane, Australia
| | - Alexander Neumann
- Erasmus University Medical Center, Rotterdam, the Netherlands; Lady Davis Institute for Medical Research, Jewish General Hospital, Montreal, Canada
| | - Kaili Rimfeld
- Social, Genetic and Developmental Psychiatry Centre, King's College London, London, United Kingdom
| | | | - Judy L Silberg
- Virginia Institute for Psychiatric and Behavioral Genetics, Virginia Commonwealth University, Richmond
| | | | - Eero Vuoksimaa
- Institute for Molecular Medicine Finland - FIMM, University of Helsinki, Finland
| | - Alyce M Whipp
- Institute for Molecular Medicine Finland - FIMM, University of Helsinki, Finland
| | - Xiaoran Tong
- Michigan State University, East Lansing; University of Florida, Gainesville
| | - Ole A Andreassen
- NORMENT Centre, Institute of Clinical Medicine, University of Oslo, Oslo, Norway; and Oslo University Hospital, Norway
| | | | | | | | | | | | | | | | - Catharina A Hartman
- University of Groningen, University Medical Center Groningen, the Netherlands
| | - Joachim Heinrich
- Institute of Epidemiology, Helmholtz Zentrum München - German Research Center for Environmental Health, Neuherberg, Germany; Ludwig-Maximilians-Universität, Munich, Germany; Melbourne School of Population and Global Health, The University of Melbourne, Victoria, Australia
| | - John K Hewitt
- Institute for Behavioral Genetics, University of Colorado Boulder
| | | | - Elina Hypponen
- University of South Australia, Adelaide, Australia; South Australian Health and Medical Research Institute, Adelaide, Australia
| | - Marjo-Riitta Jarvelin
- MRC-PHE Centre for Environment and Health, Imperial College London, United Kingdom; the Center for Life Course Health Research, University of Oulu, Oulu, Finland; and Oulu University Hospital, Oulu, Finland
| | - Jaakko Kaprio
- Institute for Molecular Medicine Finland - FIMM, University of Helsinki, Finland
| | | | | | | | | | | | - Terho Lehtimäki
- Tampere University, Tampere, Finland, and Fimlab Laboratories, Tampere, Finland
| | | | | | - Hermine H Maes
- Virginia Institute for Psychiatric and Behavioral Genetics, Virginia Commonwealth University, Richmond; Massey Cancer Center, Virginia Commonwealth University, Richmond
| | - Per Magnus
- Centre for Fertility and Health, Norwegian Institute of Public Health, Oslo, Norway
| | - Marcus R Munafò
- School of Psychological Science, University of Bristol, United Kingdom, and Medical Research Council (MRC) Integrative Epidemiology Unit, University of Bristol, United Kingdom; NIHR Biomedical Research Centre at the University Hospitals Bristol NHS Foundation Trust and the University of Bristol, United Kingdom
| | - Jake M Najman
- School of Public Health, University of Queensland, Brisbane, Australia
| | - Pål R Njølstad
- Center for Diabetes Research, University of Bergen, Bergen, Norway, and Haukeland University Hospital, Bergen, Norway
| | | | - Craig E Pennell
- School of Medicine and Public Health, University of Newcastle, Australia
| | - Robert Plomin
- Social, Genetic and Developmental Psychiatry Centre, King's College London, London, United Kingdom
| | | | - Chandra Reynolds
- University of California at Riverside, California, and Indiana University, Bloomington, Indiana
| | - Richard J Rose
- University of California at Riverside, California, and Indiana University, Bloomington, Indiana
| | - Andrew Smolen
- Institute for Behavioral Genetics, University of Colorado Boulder
| | - Harold Snieder
- University of Groningen, University Medical Center Groningen, the Netherlands
| | | | - Marie Standl
- Institute of Epidemiology, Helmholtz Zentrum München - German Research Center for Environmental Health, Neuherberg, Germany
| | - Jordi Sunyer
- Universitat Pompeu Fabra (UPF), Barcelona, Spain; SGlobal, Barcelona Institute of Global Health, Barcelona, Spain; and CIBER Epidemiología y Salud Pública (CIBERESP), Spain; IMIM (Hospital del Mar Medical Research Institute), Barcelona, Spain
| | - Henning Tiemeier
- Erasmus University Medical Center, Rotterdam, the Netherlands; Harvard T.H. Chan School of Public Health, Boston, Massachusetts
| | | | | | | | - Gail M Williams
- School of Public Health, University of Queensland, Brisbane, Australia
| | - Eivind Ystrøm
- Norwegian Institute of Public Health, Oslo, Norway; PROMENTA Research Center, University of Oslo, Norway
| | | | - Meike Bartels
- Vrije Universiteit Amsterdam, Amsterdam, the Netherlands; Amsterdam Public Health Research Institute, Amsterdam, the Netherlands
| | - Christel M Middeldorp
- Vrije Universiteit Amsterdam, Amsterdam, the Netherlands; Child Health Research Centre, University of Queensland, Brisbane, Australia; Child and Youth Mental Health Service, Children's Health Queensland Hospital and Health Service, Brisbane, Australia
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21
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Rajula HSR, Manchia M, Agarwal K, Akingbuwa WA, Allegrini AG, Diemer E, Doering S, Haan E, Jami ES, Karhunen V, Leone M, Schellhas L, Thompson A, van den Berg SM, Bergen SE, Kuja-Halkola R, Hammerschlag AR, Järvelin MR, Leval A, Lichtenstein P, Lundstrom S, Mauri M, Munafò MR, Myers D, Plomin R, Rimfeld K, Tiemeier H, Ystrom E, Fanos V, Bartels M, Middeldorp CM. Overview of CAPICE-Childhood and Adolescence Psychopathology: unravelling the complex etiology by a large Interdisciplinary Collaboration in Europe-an EU Marie Skłodowska-Curie International Training Network. Eur Child Adolesc Psychiatry 2022; 31:829-839. [PMID: 33474652 PMCID: PMC9142454 DOI: 10.1007/s00787-020-01713-2] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/27/2019] [Accepted: 12/21/2020] [Indexed: 01/30/2023]
Abstract
The Roadmap for Mental Health and Wellbeing Research in Europe (ROAMER) identified child and adolescent mental illness as a priority area for research. CAPICE (Childhood and Adolescence Psychopathology: unravelling the complex etiology by a large Interdisciplinary Collaboration in Europe) is a European Union (EU) funded training network aimed at investigating the causes of individual differences in common childhood and adolescent psychopathology, especially depression, anxiety, and attention deficit hyperactivity disorder. CAPICE brings together eight birth and childhood cohorts as well as other cohorts from the EArly Genetics and Life course Epidemiology (EAGLE) consortium, including twin cohorts, with unique longitudinal data on environmental exposures and mental health problems, and genetic data on participants. Here we describe the objectives, summarize the methodological approaches and initial results, and present the dissemination strategy of the CAPICE network. Besides identifying genetic and epigenetic variants associated with these phenotypes, analyses have been performed to shed light on the role of genetic factors and the interplay with the environment in influencing the persistence of symptoms across the lifespan. Data harmonization and building an advanced data catalogue are also part of the work plan. Findings will be disseminated to non-academic parties, in close collaboration with the Global Alliance of Mental Illness Advocacy Networks-Europe (GAMIAN-Europe).
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Affiliation(s)
- Hema Sekhar Reddy Rajula
- Neonatal Intensive Care Unit, Department of Surgical Sciences, AOU and University of Cagliari, Cagliari, Italy
| | - Mirko Manchia
- Section of Psychiatry, Department of Medical Science and Public Health, University of Cagliari, Cagliari, Italy.,Department of Pharmacology, Dalhousie University, Halifax, NS, Canada
| | - Kratika Agarwal
- Department of Learning, Data Analytics and Technology, University of Twente, Enschede, The Netherlands
| | - Wonuola A Akingbuwa
- Department of Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands.,Amsterdam Public Health Research Institute, Amsterdam, The Netherlands
| | - Andrea G Allegrini
- Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - Elizabeth Diemer
- Child and Adolescent Psychiatry, Erasmus University Medical Centre, Rotterdam, The Netherlands
| | - Sabrina Doering
- Centre for Ethics, Law and Mental Health (CELAM), Gillberg Neuropsychiatry Centre, University of Gothenburg, Gothenburg, Sweden
| | - Elis Haan
- MRC Integrative Epidemiology Unit, University of Bristol, Bristol, UK.,School of Psychological Science, University of Bristol, Bristol, UK
| | - Eshim S Jami
- Department of Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands.,Amsterdam Public Health Research Institute, Amsterdam, The Netherlands
| | - Ville Karhunen
- Department of Epidemiology and Biostatistics, MRC-PHE Centre for Environment and Health, School of Public Health, Imperial College London, London, UK
| | - Marica Leone
- Janssen Pharmaceutical, Global Commercial Strategy Organization, Stockholm, Sweden.,Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Laura Schellhas
- MRC Integrative Epidemiology Unit, University of Bristol, Bristol, UK.,School of Psychological Science, University of Bristol, Bristol, UK
| | - Ashley Thompson
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Stéphanie M van den Berg
- Department of Learning, Data Analytics and Technology, University of Twente, Enschede, The Netherlands
| | - Sarah E Bergen
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Ralf Kuja-Halkola
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Anke R Hammerschlag
- Department of Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands.,Amsterdam Public Health Research Institute, Amsterdam, The Netherlands.,Child and Youth Mental Health Service, Children's Health Queensland Hospital and Health Service, Brisbane, Australia
| | - Marjo Riitta Järvelin
- Department of Epidemiology and Biostatistics, MRC-PHE Centre for Environment and Health, School of Public Health, Imperial College London, London, UK.,Faculty of Medicine, Center for Life Course Health Research, University of Oulu, Oulun yliopisto, Oulu, Finland.,Biocenter Oulu, University of Oulu, Oulu, Finland.,Unit of Primary Health Care, Oulu University Hospital, Oulu, Finland.,Department of Life Sciences, College of Health and Life Sciences, Brunel University , London, UK
| | - Amy Leval
- Janssen Pharmaceutical, Global Commercial Strategy Organization, Stockholm, Sweden.,Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Paul Lichtenstein
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Sebastian Lundstrom
- Centre for Ethics, Law and Mental Health (CELAM), Gillberg Neuropsychiatry Centre, University of Gothenburg, Gothenburg, Sweden
| | | | - Marcus R Munafò
- MRC Integrative Epidemiology Unit, University of Bristol, Bristol, UK.,School of Psychological Science, University of Bristol, Bristol, UK
| | - David Myers
- Janssen Pharmaceutical, Global Commercial Strategy Organization, Stockholm, Sweden
| | - Robert Plomin
- Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - Kaili Rimfeld
- Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - Henning Tiemeier
- Child and Adolescent Psychiatry, Erasmus University Medical Centre, Rotterdam, The Netherlands
| | - Eivind Ystrom
- PROMENTA Research Center, Department of Psychology, University of Oslo, Oslo, Norway.,Norwegian Institute of Public Health, Oslo, Norway.,Department of Pharmacy, University of Oslo, Oslo, Norway
| | - Vassilios Fanos
- Neonatal Intensive Care Unit, Department of Surgical Sciences, AOU and University of Cagliari, Cagliari, Italy
| | - Meike Bartels
- Department of Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands.,Amsterdam Public Health Research Institute, Amsterdam, The Netherlands
| | - Christel M Middeldorp
- Department of Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands. .,Child Health Research Centre, Level 6, Centre for Children's Health Research, University of Queensland, 62 Graham Street, South Brisbane, QLD, 4101, Australia. .,Child and Youth Mental Health Service, Children's Health Queensland Hospital and Health Service, Brisbane, Australia.
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22
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Havighurst SS, Chainey C, Doyle FL, Higgins DJ, Mathews B, Mazzucchelli TG, Zimmer-Gembeck M, Andriessen K, Cobham VE, Cross D, Dadds MR, Dawe S, Gray KM, Guastella AJ, Harnett P, Haslam DM, Middeldorp CM, Morawska A, Ohan JL, Sanders MR, Stallman HM, Tonge BJ, Toumbourou JW, Turner KMT, Williams KE, Yap MBH, Nicholson JM. A review of Australian Government funding of parenting intervention research. Aust N Z J Public Health 2022; 46:262-268. [PMID: 35436026 DOI: 10.1111/1753-6405.13235] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2021] [Revised: 11/01/2021] [Accepted: 02/01/2022] [Indexed: 11/28/2022] Open
Abstract
OBJECTIVES Parenting is central to children's optimal development and accounts for a substantial proportion of the variance in child outcomes, including up to 40% of child mental health. Parenting is also one of the most modifiable, proximal, and direct factors for preventing and treating a range of children's problems and enhancing wellbeing. To determine the effectiveness of new approaches to parenting intervention, and to evaluate how to optimise reach and uptake, sufficient funding must be allocated for high quality research. METHOD We reviewed funding awarded by the National Health and Medical Research Council (NHMRC) and Australian Research Council (ARC) for parenting intervention research during 2011-2020. RESULTS Parenting intervention research received 0.25% of the NHMRC and ARC research budgets. CONCLUSIONS There is a substantial mismatch between the funding of parenting intervention research and the impact of improved parenting on short- and long-term child outcomes. To rectify this, it is critical that Australian Government funding schemes include parenting interventions as priority areas for funding. IMPLICATIONS FOR PUBLIC HEALTH Changes in allocation of funding to parenting research will support the establishment of evidence for the effective development, implementation and dissemination of parenting interventions to maximise health outcomes for children and their families.
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Affiliation(s)
- Sophie S Havighurst
- Mindful: Centre for Training and Research in Developmental Health, The University of Melbourne, Melbourne, Victoria
| | - Carys Chainey
- Parenting and Family Support Centre, School of Psychology, The University of Queensland, Brisbane, Queensland
| | - Frances L Doyle
- School of Psychology, MARCS Institute for Brain, Behaviour and Development, Western Sydney University, Penrith, New South Wales
| | - Daryl J Higgins
- Institute of Child Protection Studies, Australian Catholic University, Melbourne, Victoria
| | - Ben Mathews
- Faculty of Law, Queensland University of Technology, Brisbane, Queensland
| | - Trevor G Mazzucchelli
- Parenting and Family Support Centre, School of Psychology, The University of Queensland, Brisbane, Queensland.,Division of Psychology, School of Population Health, Curtin University, Perth, Western Australia
| | - Melanie Zimmer-Gembeck
- School of Applied Psychology & Menzies Health Institute of Queensland, Griffith University, Gold Coast, Queensland
| | - Karl Andriessen
- Centre for Mental Health, School of Population and Global Health, The University of Melbourne, Melbourne, Victoria
| | - Vanessa E Cobham
- Parenting and Family Support Centre, School of Psychology, The University of Queensland, Brisbane, Queensland
| | - Donna Cross
- Telethon Kids Institute, The University of Western Australia, Perth, Western Australia
| | - Mark R Dadds
- School of Psychology, Faculty of Science, The University of Sydney, Sydney, New South Wales
| | - Sharon Dawe
- School of Applied Psychology & Applied Health Institute of Queensland, Griffith University, Brisbane, Queensland
| | - Kylie M Gray
- Centre for Educational Development, Appraisal and Research, University of Warwick, Coventry, UK.,Centre for Developmental Psychiatry and Psychology, Department of Psychiatry, School of Clinical Sciences, Monash University, Melbourne, Victoria
| | - Adam J Guastella
- School of Psychology, Faculty of Science, The University of Sydney, Sydney, New South Wales
| | - Paul Harnett
- School of Criminology and Criminal Justice, Griffith University, Brisbane, Queensland
| | - Divna M Haslam
- Parenting and Family Support Centre, School of Psychology, The University of Queensland, Brisbane, Queensland.,Faculty of Law, Queensland University of Technology, Brisbane, Queensland
| | - Christel M Middeldorp
- Child and Youth Mental Health Service, Children's Health Queensland Hospital and Health Service, Brisbane, Queensland
| | - Alina Morawska
- Parenting and Family Support Centre, School of Psychology, The University of Queensland, Brisbane, Queensland
| | - Jeneva L Ohan
- School of Psychological Science, The University of Western Australia, Perth, Western Australia
| | - Matthew R Sanders
- Parenting and Family Support Centre, School of Psychology, The University of Queensland, Brisbane, Queensland
| | - Helen M Stallman
- Thompson Institute, University of the Sunshine Coast, Sunshine Coast, Queensland
| | - Bruce J Tonge
- Centre for Developmental Psychiatry and Psychology, Department of Psychiatry, School of Clinical Sciences, Monash University, Melbourne, Victoria
| | - John W Toumbourou
- School of Psychology, Faculty of Health, Deakin University, Geelong, Victoria
| | - Karen M T Turner
- Parenting and Family Support Centre, School of Psychology, The University of Queensland, Brisbane, Queensland
| | - Kate E Williams
- Centre for Child and Family Studies, Queensland University of Technology, Brisbane, Queensland
| | - Marie B H Yap
- Turner Institute for Brain and Mental Health, School of Psychological Sciences, Monash University, Melbourne, Victoria.,School of Population and Global Health, University of Melbourne, Melbourne, Victoria
| | - Jan M Nicholson
- Judith Lumley Centre, La Trobe University, Melbourne, Victoria
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Pain O, Hodgson K, Trubetskoy V, Ripke S, Marshe VS, Adams MJ, Byrne EM, Campos AI, Carrillo-Roa T, Cattaneo A, Als TD, Souery D, Dernovsek MZ, Fabbri C, Hayward C, Henigsberg N, Hauser J, Kennedy JL, Lenze EJ, Lewis G, Müller DJ, Martin NG, Mulsant BH, Mors O, Perroud N, Porteous DJ, Rentería ME, Reynolds CF, Rietschel M, Uher R, Wigmore EM, Maier W, Wray NR, Aitchison KJ, Arolt V, Baune BT, Biernacka JM, Bondolfi G, Domschke K, Kato M, Li QS, Liu YL, Serretti A, Tsai SJ, Turecki G, Weinshilboum R, McIntosh AM, Lewis CM, Kasper S, Zohar J, Souery D, Montgomery S, Albani D, Forloni G, Ferentinos P, Rujescu D, Mendlewicz J, Wray NR, Ripke S, Mattheisen M, Trzaskowski M, Byrne EM, Abdellaoui A, Adams MJ, Agerbo E, Air TM, Andlauer TF, Bacanu SA, Bækvad-Hansen M, Beekman AT, Bigdeli TB, Binder EB, Bryois J, Buttenschøn HN, Bybjerg-Grauholm J, Cai N, Castelao E, Christensen JH, Clarke TK, Coleman JR, Colodro-Conde L, Couvy-Duchesne B, Craddock N, Crawford GE, Davies G, Deary IJ, Degenhardt F, Derks EM, Direk N, Dolan CV, Dunn EC, Eley TC, Escott-Price V, Hassan Kiadeh FF, Finucane HK, Foo JC, Forstner AJ, Frank J, Gaspar HA, Gill M, Goes FS, Gordon SD, Grove J, Hall LS, Hansen CS, Hansen TF, Herms S, Hickie IB, Hoffmann P, Homuth G, Horn C, Hottenga JJ, Hougaard DM, Howard DM, Ising M, Jansen R, Jones I, Jones LA, Jorgenson E, Knowles JA, Kohane IS, Kraft J, Kretzschmar WW, Kutalik Z, Li Y, Lind PA, MacIntyre DJ, MacKinnon DF, Maier RM, Maier W, Marchini J, Mbarek H, McGrath P, McGuffin P, Medland SE, Mehta D, Middeldorp CM, Mihailov E, Milaneschi Y, Milani L, Mondimore FM, Montgomery GW, Mostafavi S, Mullins N, Nauck M, Ng B, Nivard MG, Nyholt DR, O’Reilly PF, Oskarsson H, Owen MJ, Painter JN, Pedersen CB, Pedersen MG, Peterson RE, Peyrot WJ, Pistis G, Posthuma D, Quiroz JA, Qvist P, Rice JP, Riley BP, Rivera M, Mirza SS, Schoevers R, Schulte EC, Shen L, Shi J, Shyn SI, Sigurdsson E, Sinnamon GC, Smit JH, Smith DJ, Stefansson H, Steinberg S, Streit F, Strohmaier J, Tansey KE, Teismann H, Teumer A, Thompson W, Thomson PA, Thorgeirsson TE, Traylor M, Treutlein J, Trubetskoy V, Uitterlinden AG, Umbricht D, Van der Auwera S, van Hemert AM, Viktorin A, Visscher PM, Wang Y, Webb BT, Weinsheimer SM, Wellmann J, Willemsen G, Witt SH, Wu Y, Xi HS, Yang J, Zhang F, Arolt V, Baune BT, Berger K, Boomsma DI, Cichon S, Dannlowski U, de Geus E, DePaulo JR, Domenici E, Domschke K, Esko T, Grabe HJ, Hamilton SP, Hayward C, Heath AC, Kendler KS, Kloiber S, Lewis G, Li QS, Lucae S, Madden PA, Magnusson PK, Martin NG, McIntosh AM, Metspalu A, Mors O, Mortensen PB, Müller-Myhsok B, Nordentoft M, Nöthen MM, O’Donovan MC, Paciga SA, Pedersen NL, Penninx BW, Perlis RH, Porteous DJ, Potash JB, Preisig M, Rietschel M, Schaefer C, Schulze TG, Smoller JW, Stefansson K, Tiemeier H, Uher R, Völzke H, Weissman MM, Werge T, Lewis CM, Levinson DF, Breen G, Børglum AD, Sullivan PF. Identifying the Common Genetic Basis of Antidepressant Response. Biol Psychiatry Glob Open Sci 2022; 2:115-126. [PMID: 35712048 PMCID: PMC9117153 DOI: 10.1016/j.bpsgos.2021.07.008] [Citation(s) in RCA: 26] [Impact Index Per Article: 13.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/29/2021] [Revised: 07/15/2021] [Accepted: 07/19/2021] [Indexed: 01/20/2023] Open
Abstract
Background Antidepressants are a first-line treatment for depression. However, only a third of individuals experience remission after the first treatment. Common genetic variation, in part, likely regulates antidepressant response, yet the success of previous genome-wide association studies has been limited by sample size. This study performs the largest genetic analysis of prospectively assessed antidepressant response in major depressive disorder to gain insight into the underlying biology and enable out-of-sample prediction. Methods Genome-wide analysis of remission (n remit = 1852, n nonremit = 3299) and percentage improvement (n = 5218) was performed. Single nucleotide polymorphism-based heritability was estimated using genome-wide complex trait analysis. Genetic covariance with eight mental health phenotypes was estimated using polygenic scores/AVENGEME. Out-of-sample prediction of antidepressant response polygenic scores was assessed. Gene-level association analysis was performed using MAGMA and transcriptome-wide association study. Tissue, pathway, and drug binding enrichment were estimated using MAGMA. Results Neither genome-wide association study identified genome-wide significant associations. Single nucleotide polymorphism-based heritability was significantly different from zero for remission (h 2 = 0.132, SE = 0.056) but not for percentage improvement (h 2 = -0.018, SE = 0.032). Better antidepressant response was negatively associated with genetic risk for schizophrenia and positively associated with genetic propensity for educational attainment. Leave-one-out validation of antidepressant response polygenic scores demonstrated significant evidence of out-of-sample prediction, though results varied in external cohorts. Gene-based analyses identified ETV4 and DHX8 as significantly associated with antidepressant response. Conclusions This study demonstrates that antidepressant response is influenced by common genetic variation, has a genetic overlap schizophrenia and educational attainment, and provides a useful resource for future research. Larger sample sizes are required to attain the potential of genetics for understanding and predicting antidepressant response.
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Akingbuwa WA, Hammerschlag AR, Bartels M, Middeldorp CM. Systematic Review: Molecular Studies of Common Genetic Variation in Child and Adolescent Psychiatric Disorders. J Am Acad Child Adolesc Psychiatry 2022; 61:227-242. [PMID: 33932494 DOI: 10.1016/j.jaac.2021.03.020] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/26/2020] [Revised: 03/08/2021] [Accepted: 03/19/2021] [Indexed: 12/13/2022]
Abstract
OBJECTIVE A systematic review of studies using molecular genetics and statistical approaches to investigate the role of common genetic variation in the development, persistence, and comorbidity of childhood psychiatric traits was conducted. METHOD A literature review was performed using the PubMed database, following PRISMA guidelines. There were 131 studies meeting inclusion criteria, having investigated at least one type of childhood-onset or childhood-measured psychiatric disorder or trait with the aim of identifying trait-associated common genetic variants, estimating the contribution of single nucleotide polymorphisms (SNPs) to the amount of variance explained (SNP-based heritability), investigating genetic overlap between psychiatric traits, or investigating whether the stability in traits or the association with adult traits is explained by genetic factors. RESULTS The first robustly associated genetic variants have started to be identified for childhood psychiatric traits. There were substantial contributions of common genetic variants to many traits, with variation in single nucleotide polymorphism heritability estimates depending on age and raters. Moreover, genetic variants also appeared to explain comorbidity as well as stability across a range of psychiatric traits in childhood and across the life span. CONCLUSION Common genetic variation plays a substantial role in childhood psychiatric traits. Increased sample sizes will lead to increased power to identify genetic variants and to understand genetic architecture, which will ultimately be beneficial to targeted and prevention strategies. This can be achieved by harmonizing phenotype measurements, as is already proposed by large international consortia and by including the collection of genetic material in every study.
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Affiliation(s)
- Wonuola A Akingbuwa
- Ms. Akingbuwa, Dr. Hammerschlag, and Profs. Bartels and Middeldorp are with Vrije Universiteit Amsterdam, Amsterdam, The Netherlands; Ms. Akingbuwa, Dr. Hammerschlag, and Prof. Bartels are also with Amsterdam Public Health Research Institute, Amsterdam University Medical Centres, Amsterdam, The Netherlands.
| | - Anke R Hammerschlag
- Ms. Akingbuwa, Dr. Hammerschlag, and Profs. Bartels and Middeldorp are with Vrije Universiteit Amsterdam, Amsterdam, The Netherlands; Ms. Akingbuwa, Dr. Hammerschlag, and Prof. Bartels are also with Amsterdam Public Health Research Institute, Amsterdam University Medical Centres, Amsterdam, The Netherlands; Dr. Hammerschlag and Prof. Middeldorp are also with the Child Health Research Centre, the University of Queensland, Brisbane, Queensland, Australia
| | - Meike Bartels
- Ms. Akingbuwa, Dr. Hammerschlag, and Profs. Bartels and Middeldorp are with Vrije Universiteit Amsterdam, Amsterdam, The Netherlands; Ms. Akingbuwa, Dr. Hammerschlag, and Prof. Bartels are also with Amsterdam Public Health Research Institute, Amsterdam University Medical Centres, Amsterdam, The Netherlands
| | - Christel M Middeldorp
- Ms. Akingbuwa, Dr. Hammerschlag, and Profs. Bartels and Middeldorp are with Vrije Universiteit Amsterdam, Amsterdam, The Netherlands; Dr. Hammerschlag and Prof. Middeldorp are also with the Child Health Research Centre, the University of Queensland, Brisbane, Queensland, Australia; Prof. Middeldorp is also with the Child and Youth Mental Health Service, Children's Health Queensland Hospital and Health Services, Brisbane, Queensland, Australia
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25
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Bisset M, Winter L, Middeldorp CM, Coghill D, Zendarski N, Bellgrove MA, Sciberras E. Recent Attitudes toward ADHD in the Broader Community: A Systematic Review. J Atten Disord 2022; 26:537-548. [PMID: 33769111 DOI: 10.1177/10870547211003671] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
OBJECTIVE This review aimed to understand the broader community's attitudes toward ADHD, which could facilitate public health interventions to improve outcomes for individuals with ADHD. METHODS A standardized protocol identified peer-reviewed studies focusing on attitudes of broader community samples, published from January 2014 to February 2020 (inclusive). RESULTS A total of 1,318 articles were screened and 10 studies were included, examining attitudes of broader community samples from Australia, Sweden, Germany, Finland, Korea, Indonesia, and the United States. Findings revealed that broader community samples displayed varying degrees of ADHD-related knowledge, negative attitudes (that ADHD is over-diagnosed; that pharmacological treatment is not acceptable; that those with ADHD are more likely to exhibit poor behavior), and a desire for maintaining social distance from individuals with ADHD. CONCLUSION Findings suggest that community attitudes are generally negative toward those with ADHD. Targeted mental health literacy could provide an important avenue for improving the broader community's attitudes toward those with ADHD.
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Affiliation(s)
- Matthew Bisset
- Deakin University, Melbourne, VIC, Australia.,Murdoch Children's Research Institute, Melbourne, VIC, Australia.,The Royal Children's Hospital, Melbourne, VIC, Australia
| | | | - Christel M Middeldorp
- University of Queensland, Brisbane, QLD, Australia.,Children's Health Queensland Hospital and Health Service, Brisbane, QLD, Australia
| | - David Coghill
- Murdoch Children's Research Institute, Melbourne, VIC, Australia.,University of Melbourne, Parkville, VIC, Australia
| | - Nardia Zendarski
- Murdoch Children's Research Institute, Melbourne, VIC, Australia.,University of Melbourne, Parkville, VIC, Australia
| | | | - Emma Sciberras
- Deakin University, Melbourne, VIC, Australia.,Murdoch Children's Research Institute, Melbourne, VIC, Australia.,University of Melbourne, Parkville, VIC, Australia
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26
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Sciberras E, Patel P, Stokes MA, Coghill D, Middeldorp CM, Bellgrove MA, Becker SP, Efron D, Stringaris A, Faraone SV, Bellows ST, Quach J, Banaschewski T, McGillivray J, Hutchinson D, Silk TJ, Melvin G, Wood AG, Jackson A, Loram G, Engel L, Montgomery A, Westrupp E. Physical Health, Media Use, and Mental Health in Children and Adolescents With ADHD During the COVID-19 Pandemic in Australia. J Atten Disord 2022; 26:549-562. [PMID: 33331195 PMCID: PMC8785303 DOI: 10.1177/1087054720978549] [Citation(s) in RCA: 69] [Impact Index Per Article: 34.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/17/2023]
Abstract
OBJECTIVE To examine the impact of COVID-19 restrictions among children with attention-deficit/hyperactivity disorder (ADHD). METHODS Parents of 213 Australian children (5-17 years) with ADHD completed a survey in May 2020 when COVID-19 restrictions were in place (i.e., requiring citizens to stay at home except for essential reasons). RESULTS Compared to pre-pandemic, children had less exercise (Odds Ratio (OR) = 0.4; 95% CI 0.3-0.6), less outdoor time (OR = 0.4; 95% 0.3-0.6), and less enjoyment in activities (OR = 6.5; 95% CI 4.0-10.4), while television (OR = 4.0; 95% CI 2.5-6.5), social media (OR = 2.4; 95% CI 1.3-4.5), gaming (OR = 2.0; 95% CI 1.3-3.0), sad/depressed mood (OR = 1.8; 95% CI 1.2-2.8), and loneliness (OR = 3.6; 95% CI 2.3-5.5) were increased. Child stress about COVID-19 restrictions was associated with poorer functioning across most domains. Most parents (64%) reported positive changes for their child including more family time. CONCLUSIONS COVID-19 restrictions were associated with both negative and positive impacts among children with ADHD.
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Affiliation(s)
- Emma Sciberras
- Deakin University, Geelong, VIC, Australia,Murdoch Children’s Research Institute, Parkville, VIC, Australia,University of Melbourne, Parkville, VIC, Australia,Emma Sciberras, School of Psychology, Deakin University, 221 Burwood Highway, Burwood, VIC 3125, Australia.
| | - Pooja Patel
- Deakin University, Geelong, VIC, Australia,Murdoch Children’s Research Institute, Parkville, VIC, Australia
| | | | - David Coghill
- Murdoch Children’s Research Institute, Parkville, VIC, Australia,University of Melbourne, Parkville, VIC, Australia,The Royal Children’s Hospital, Parkville, VIC, Australia
| | - Christel M. Middeldorp
- Child Health Research Centre, University of Queensland, Brisbane, QLD, Australia,Child and Youth Mental Health Service, Children’s Health Queensland Hospital and Health Service, Brisbane, QLD, Australia
| | - Mark A. Bellgrove
- Turner Institute for Brain and Mental Health, Monash University, Clayton, VIC, Australia
| | - Stephen P. Becker
- Cincinnati Children’s Hospital Medical Center, OH, USA,University of Cincinnati College of Medicine, OH, USA
| | - Daryl Efron
- Murdoch Children’s Research Institute, Parkville, VIC, Australia,University of Melbourne, Parkville, VIC, Australia,The Royal Children’s Hospital, Parkville, VIC, Australia
| | | | | | | | - Jon Quach
- Murdoch Children’s Research Institute, Parkville, VIC, Australia,University of Melbourne, Parkville, VIC, Australia
| | | | | | - Delyse Hutchinson
- Deakin University, Geelong, VIC, Australia,Murdoch Children’s Research Institute, Parkville, VIC, Australia,University of Melbourne, Parkville, VIC, Australia,University of New South Wales, Kensington, NSW, Australia
| | - Tim J. Silk
- Deakin University, Geelong, VIC, Australia,Murdoch Children’s Research Institute, Parkville, VIC, Australia,University of Melbourne, Parkville, VIC, Australia
| | | | - Amanda G. Wood
- Deakin University, Geelong, VIC, Australia,Murdoch Children’s Research Institute, Parkville, VIC, Australia,School of Life Sciences, Aston University, Birmingham, UK
| | - Anna Jackson
- Deakin University, Geelong, VIC, Australia,Murdoch Children’s Research Institute, Parkville, VIC, Australia
| | | | | | | | - Elizabeth Westrupp
- Deakin University, Geelong, VIC, Australia,University of Melbourne, Parkville, VIC, Australia,Judith Lumley Centre, La Trobe University, Bundoora, VIC, Australia
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27
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Middeldorp CM, Akingbuwa WA, Jami ES, Bartels M. [Genetic research in childhood and adolescent psychiatry]. Tijdschr Psychiatr 2022; 64:295-300. [PMID: 35735040] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 06/15/2023]
Abstract
BACKGROUND Childhood mental health problems are partly influence by genetic factors with heritability estimates varying between 40% and 90%. AIM We provide examples of genetic research focusing on explaining the continuity of symptoms and the association between parental traits and offspring psychopathology. METHOD We summarize two recently publish review papers RESULTS: There are significant genetic correlations between childhood and adult mental disorders. Genetic factors also explain part of the associations between parental traits and offspring psychopathology, because parents and children share 50% of their genetic material. CONCLUSION The role of genetic factors is not restricted to influencing the risk to develop a mental disorder. They also play a role in persistence of symptoms and the associations with the environment.
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28
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Sciberras E, Streatfeild J, Ceccato T, Pezzullo L, Scott JG, Middeldorp CM, Hutchins P, Paterson R, Bellgrove MA, Coghill D. Social and Economic Costs of Attention-Deficit/Hyperactivity Disorder Across the Lifespan. J Atten Disord 2022; 26:72-87. [PMID: 33047627 DOI: 10.1177/1087054720961828] [Citation(s) in RCA: 20] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
OBJECTIVE To determine the financial and non-financial costs of Attention-Deficit/Hyperactivity Disorder (ADHD) across the lifespan. METHOD The population costs of ADHD in Australia were estimated for the financial year 2018 to 2019 using a prevalence approach to cost estimation across all ages. Financial (healthcare, productivity, education and justice systems, and deadweight losses) and non-financial costs were measured (Disability Adjusted Life Years (DALYs)). RESULTS The total social and economic cost of ADHD in 2018 to 2019 were US$12.76 billion (range US$8.40 billion to US$17.44 billion, with per person costs of US$15,664 per year). Productivity costs made up 81% of the total financial costs, followed by deadweight losses (11%), and health system costs (4%). Loss in terms of wellbeing was significant (US$5.31 billion). CONCLUSION There is a need to raise public awareness of the considerable socioeconomic impact and burden of ADHD in order to drive investment and policy decisions that improve identification and treatment of ADHD.
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Affiliation(s)
- Emma Sciberras
- Deakin University, Geelong, VIC, Australia.,Murdoch Children's Research Institute, Parkville, VIC, Australia.,University of Melbourne, Parkville, VIC, Australia
| | - Jared Streatfeild
- Deloitte Access Economics Pty Ltd, Canberra, Australian Capital Territory, Australia
| | - Tristan Ceccato
- Deloitte Access Economics Pty Ltd, Canberra, Australian Capital Territory, Australia
| | - Lynne Pezzullo
- Deloitte Access Economics Pty Ltd, Canberra, Australian Capital Territory, Australia
| | - James G Scott
- Metro North Mental Health Service, Herston, Brisbane, QLD, Australia.,QIMRB Research Institute Herston, Brisbane, QLD, Australia.,Queensland Centre for Mental Health Research, Wacol, QLD, Australia
| | - Christel M Middeldorp
- University of Queensland, Brisbane, QLD, Australia.,Children's Health Queensland Hospital and Health Service, Brisbane, Australia.,Vrije Universiteit Amsterdam, Amsterdam, Netherlands
| | - Paul Hutchins
- Children's Hospital at Westmead, Westmead, NSW, Australia.,University of Sydney, NSW, Australia
| | - Roger Paterson
- Hollywood Specialist Centre, Nedlands, Western Australia, Australia
| | | | - David Coghill
- Murdoch Children's Research Institute, Parkville, VIC, Australia.,University of Melbourne, Parkville, VIC, Australia
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29
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Zendarski N, Guo S, Sciberras E, Efron D, Quach J, Winter L, Bisset M, Middeldorp CM, Coghill D. Examining the Educational Gap for Children with ADHD and Subthreshold ADHD. J Atten Disord 2022; 26:282-295. [PMID: 33317376 DOI: 10.1177/1087054720972790] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
OBJECTIVE The present study examined the impact of Attention Deficit Hyperactivity Disorder (ADHD) on core educational outcomes in two large community cohorts of Australian school children. METHOD Academic (reading and numeracy) and non-academic (school engagement, attendance, peer victimization, and parental expectations) outcomes were compared between children with ADHD, subthreshold ADHD, and controls when children were in grade 5 (M age = 10.5). Data were drawn from the Longitudinal Study of Australian Children birth cohort (LSAC; N = 3,540) and the Children's Attention Project (CAP; N = 356). RESULTS Both subthreshold ADHD and ADHD groups had poorer outcomes on all measures, with medium effects sizes. Differences were not evident between subthreshold ADHD and ADHD groups. CONCLUSIONS Educational outcomes examined in this study highlight the educational risk for upperprimary school children with ADHD or subthreshold ADHD, in comparison to their peers. Monitoring these outcomes is necessary to inform policy, practice, and intervention.
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Affiliation(s)
- Nardia Zendarski
- The University of Melbourne, Melbourne, Australia.,Murdoch Children's Research Institute, Melbourne, Australia
| | - Shuaijun Guo
- The University of Melbourne, Melbourne, Australia.,Murdoch Children's Research Institute, Melbourne, Australia
| | - Emma Sciberras
- The University of Melbourne, Melbourne, Australia.,Murdoch Children's Research Institute, Melbourne, Australia.,Deakin University, Geelong, Australia
| | - Daryl Efron
- The University of Melbourne, Melbourne, Australia.,Murdoch Children's Research Institute, Melbourne, Australia.,Department General Medicine, Royal Children's Hospital, Melbourne Australia
| | - Jon Quach
- The University of Melbourne, Melbourne, Australia.,Murdoch Children's Research Institute, Melbourne, Australia
| | | | - Matthew Bisset
- Murdoch Children's Research Institute, Melbourne, Australia.,Deakin University, Geelong, Australia
| | - Christel M Middeldorp
- The University of Queensland, Brisbane, Australia.,Children's Health Queensland Hospital and Health Service, Brisbane Australia
| | - David Coghill
- The University of Melbourne, Melbourne, Australia.,Murdoch Children's Research Institute, Melbourne, Australia
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30
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Boulton KA, Coghill D, Silove N, Pellicano E, Whitehouse AJO, Bellgrove MA, Rinehart NJ, Lah S, Redoblado‐Hodge M, Badawi N, Heussler H, Rogerson N, Burns J, Farrar MA, Nanan R, Novak I, Goldwater MB, Munro N, Togher L, Nassar N, Quinn P, Middeldorp CM, Guastella AJ. A national harmonised data collection network for neurodevelopmental disorders: A transdiagnostic assessment protocol for neurodevelopment, mental health, functioning and well‐being. JCPP Advances 2021. [DOI: 10.1002/jcv2.12048] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/03/2023] Open
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31
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Thorp JG, Campos AI, Grotzinger AD, Gerring ZF, An J, Ong JS, Wang W, Shringarpure S, Byrne EM, MacGregor S, Martin NG, Medland SE, Middeldorp CM, Derks EM. Symptom-level modelling unravels the shared genetic architecture of anxiety and depression. Nat Hum Behav 2021; 5:1432-1442. [PMID: 33859377 DOI: 10.1038/s41562-021-01094-9] [Citation(s) in RCA: 29] [Impact Index Per Article: 9.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/15/2020] [Accepted: 03/01/2021] [Indexed: 02/02/2023]
Abstract
Depression and anxiety are highly prevalent and comorbid psychiatric traits that cause considerable burden worldwide. Here we use factor analysis and genomic structural equation modelling to investigate the genetic factor structure underlying 28 items assessing depression, anxiety and neuroticism, a closely related personality trait. Symptoms of depression and anxiety loaded on two distinct, although highly genetically correlated factors, and neuroticism items were partitioned between them. We used this factor structure to conduct genome-wide association analyses on latent factors of depressive symptoms (89 independent variants, 61 genomic loci) and anxiety symptoms (102 variants, 73 loci) in the UK Biobank. Of these associated variants, 72% and 78%, respectively, replicated in an independent cohort of approximately 1.9 million individuals with self-reported diagnosis of depression and anxiety. We use these results to characterize shared and trait-specific genetic associations. Our findings provide insight into the genetic architecture of depression and anxiety and comorbidity between them.
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Affiliation(s)
- Jackson G Thorp
- Translational Neurogenomics, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia.
- Faculty of Medicine, University of Queensland, Brisbane, Queensland, Australia.
| | - Adrian I Campos
- Faculty of Medicine, University of Queensland, Brisbane, Queensland, Australia
- Genetic Epidemiology, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | | | - Zachary F Gerring
- Translational Neurogenomics, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | - Jiyuan An
- Statistical Genetics, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | - Jue-Sheng Ong
- Statistical Genetics, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | | | | | - Enda M Byrne
- Institute for Molecular Bioscience, University of Queensland, Brisbane, Queensland, Australia
| | - Stuart MacGregor
- Statistical Genetics, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | - Nicholas G Martin
- Genetic Epidemiology, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | - Sarah E Medland
- Psychiatric Genetics, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | - Christel M Middeldorp
- Child Health Research Centre, University of Queensland, Brisbane, Queensland, Australia
- Child and Youth Mental Health Service, Children's Health Queensland Hospital and Health Service, Brisbane, Queensland, Australia
- Department of Biological Psychology, VU University Amsterdam, Amsterdam, The Netherlands
| | - Eske M Derks
- Translational Neurogenomics, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia.
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32
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Enticott PG, Barlow K, Guastella AJ, Licari MK, Rogasch NC, Middeldorp CM, Clark SR, Vallence AM, Boulton KA, Hickie IB, Whitehouse AJO, Galletly C, Alvares GA, Fujiyama H, Heussler H, Craig JM, Kirkovski M, Mills NT, Rinehart NJ, Donaldson PH, Ford TC, Caeyenberghs K, Albein-Urios N, Bekkali S, Fitzgerald PB. Repetitive transcranial magnetic stimulation (rTMS) in autism spectrum disorder: protocol for a multicentre randomised controlled clinical trial. BMJ Open 2021; 11:e046830. [PMID: 34233985 PMCID: PMC8264904 DOI: 10.1136/bmjopen-2020-046830] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [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] [Indexed: 12/28/2022] Open
Abstract
INTRODUCTION There are no well-established biomedical treatments for the core symptoms of autism spectrum disorder (ASD). A small number of studies suggest that repetitive transcranial magnetic stimulation (rTMS), a non-invasive brain stimulation technique, may improve clinical and cognitive outcomes in ASD. We describe here the protocol for a funded multicentre randomised controlled clinical trial to investigate whether a course of rTMS to the right temporoparietal junction (rTPJ), which has demonstrated abnormal brain activation in ASD, can improve social communication in adolescents and young adults with ASD. METHODS AND ANALYSIS This study will evaluate the safety and efficacy of a 4-week course of intermittent theta burst stimulation (iTBS, a variant of rTMS) in ASD. Participants meeting criteria for Diagnostic and Statistical Manual of Mental Disorders, Fifth Edition ASD (n=150, aged 14-40 years) will receive 20 sessions of either active iTBS (600 pulses) or sham iTBS (in which a sham coil mimics the sensation of iTBS, but no active stimulation is delivered) to the rTPJ. Participants will undergo a range of clinical, cognitive, epi/genetic, and neurophysiological assessments before and at multiple time points up to 6 months after iTBS. Safety will be assessed via a structured questionnaire and adverse event reporting. The study will be conducted from November 2020 to October 2024. ETHICS AND DISSEMINATION The study was approved by the Human Research Ethics Committee of Monash Health (Melbourne, Australia) under Australia's National Mutual Acceptance scheme. The trial will be conducted according to Good Clinical Practice, and findings will be written up for scholarly publication. TRIAL REGISTRATION NUMBER Australian New Zealand Clinical Trials Registry (ACTRN12620000890932).
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Affiliation(s)
- Peter G Enticott
- School of Psychology, Deakin University, Geelong, Victoria, Australia
- Central Clinical School, Monash University, Melbourne, Victoria, Australia
| | - Karen Barlow
- Child Health Research Centre, The University of Queensland, South Brisbane, Queensland, Australia
- Children's Health Queensland Hospital and Health Service, South Brisbane, Queensland, Australia
| | - Adam J Guastella
- Autism Clinic for Translational Research, Brain and Mind Centre, Children's Hospital Westmead Clinical School, Faculty of Medicine and Health, The University of Sydney, Camperdown, New South Wales, Australia
| | - Melissa K Licari
- Telethon Kids Institute, Perth, Western Australia, Australia
- University of Western Australia, Crawley, Western Australia, Australia
| | - Nigel C Rogasch
- Discipline of Psychiatry, The University of Adelaide, Adelaide, South Australia, Australia
- Hopwood Centre for Neurobiology, Lifelong Health Theme, South Australian Health and Medical Research Institute, Adelaide, South Australia, Australia
- Turner Institute for Brain and Mental Health, School of Psychological Sciences and Monash Biomedical Imaging, Monash University, Melbourne, Victoria, Australia
| | - Christel M Middeldorp
- Child Health Research Centre, The University of Queensland, South Brisbane, Queensland, Australia
- Children's Health Queensland Hospital and Health Service, South Brisbane, Queensland, Australia
| | - Scott R Clark
- Discipline of Psychiatry, The University of Adelaide, Adelaide, South Australia, Australia
| | - Ann-Maree Vallence
- Centre for Molecular Medicine and Innovative Therapeutics, Murdoch University, Murdoch, Western Australia, Australia
- Discipline of Psychology, Murdoch University, Murdoch, Western Australia, Australia
| | - Kelsie A Boulton
- Autism Clinic for Translational Research, Brain and Mind Centre, Children's Hospital Westmead Clinical School, Faculty of Medicine and Health, The University of Sydney, Camperdown, New South Wales, Australia
| | - Ian B Hickie
- Brain and Mind Centre, Central Clinical School, Faculty of Medicine and Health, The University of Sydney, Camperdown, New South Wales, Australia
| | - Andrew J O Whitehouse
- Telethon Kids Institute, Perth, Western Australia, Australia
- University of Western Australia, Crawley, Western Australia, Australia
| | - Cherrie Galletly
- Discipline of Psychiatry, The University of Adelaide, Adelaide, South Australia, Australia
| | - Gail A Alvares
- Telethon Kids Institute, Perth, Western Australia, Australia
- University of Western Australia, Crawley, Western Australia, Australia
| | - Hakuei Fujiyama
- Discipline of Psychology, Murdoch University, Murdoch, Western Australia, Australia
| | - Helen Heussler
- Child Health Research Centre, The University of Queensland, South Brisbane, Queensland, Australia
- Children's Health Queensland Hospital and Health Service, South Brisbane, Queensland, Australia
| | - Jeffrey M Craig
- IMPACT - the Institute for Mental and Physical Health and Clinical Translation, School of Medicine, Deakin University, Geelong, Victoria, Australia
| | - Melissa Kirkovski
- School of Psychology, Deakin University, Geelong, Victoria, Australia
| | - Natalie T Mills
- Discipline of Psychiatry, The University of Adelaide, Adelaide, South Australia, Australia
| | - Nicole J Rinehart
- School of Psychology, Deakin University, Geelong, Victoria, Australia
- Krongold Clinic, Monash Education, Monash University, Clayton, Victoria, Australia
| | - Peter H Donaldson
- School of Psychology, Deakin University, Geelong, Victoria, Australia
| | - Talitha C Ford
- School of Psychology, Deakin University, Geelong, Victoria, Australia
- Centre for Human Psychopharmacology, Faculty of Heath, Arts and Design, Swinburne University of Technology, Melbourne, Victoria, Australia
| | | | | | - Soukayna Bekkali
- School of Psychology, Deakin University, Geelong, Victoria, Australia
| | - Paul B Fitzgerald
- Central Clinical School, Monash University, Melbourne, Victoria, Australia
- Epworth Centre for Innovation in Mental Health, Epworth HealthCare, Camperwell, Victoria, Australia
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Ensink JBM, Keding TJ, Henneman P, Venema A, Papale LA, Alisch RS, Westerman Y, van Wingen G, Zantvoord J, Middeldorp CM, Mannens MMAM, Herringa RJ, Lindauer RJL. Differential DNA Methylation Is Associated With Hippocampal Abnormalities in Pediatric Posttraumatic Stress Disorder. Biol Psychiatry Cogn Neurosci Neuroimaging 2021; 6:1063-1070. [PMID: 33964519 DOI: 10.1016/j.bpsc.2021.04.016] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/19/2021] [Revised: 04/01/2021] [Accepted: 04/26/2021] [Indexed: 11/18/2022]
Abstract
BACKGROUND Recent findings in neuroimaging and epigenetics offer important insights into brain structures and biological pathways of altered gene expression associated with posttraumatic stress disorder (PTSD). However, it is unknown to what extent epigenetic mechanisms are associated with PTSD and its neurobiology in youth. METHODS In this study, we combined a methylome-wide association study and structural neuroimaging measures in a Dutch cohort of youths with PTSD (8-18 years of age). We aimed to replicate findings in a similar independent U.S. cohort. RESULTS We found significant methylome-wide associations for pediatric PTSD (false discovery rate p < .05) compared with non-PTSD control groups (traumatized and nontraumatized youths). Methylation differences on nine genes were replicated, including genes related to glucocorticoid functioning. In both cohorts, methylation on OLFM3 gene was further associated with anterior hippocampal volume. CONCLUSIONS These findings point to molecular pathways involved in inflammation, stress response, and neuroplasticity as potential contributors to neural abnormalities and provide potentially unique biomarkers and treatment targets for pediatric PTSD.
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Affiliation(s)
- Judith B M Ensink
- Genome Diagnostics Laboratory, Department of Clinical Genetics, Amsterdam University Medical Center, location AMC, Amsterdam, the Netherlands; Department of Child and Adolescent Psychiatry, Amsterdam University Medical Center, location AMC, Amsterdam, the Netherlands; Academic Centre for Child and Adolescent Psychiatry, De Bascule, Amsterdam, the Netherlands; Amsterdam Reproduction and Development Research Institute, Amsterdam University Medical Center, Amsterdam, the Netherlands
| | - Taylor J Keding
- Department of Psychiatry, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin; Neuroscience Training Program, University of Wisconsin-Madison, Madison, Wisconsin
| | - Peter Henneman
- Genome Diagnostics Laboratory, Department of Clinical Genetics, Amsterdam University Medical Center, location AMC, Amsterdam, the Netherlands; Amsterdam Reproduction and Development Research Institute, Amsterdam University Medical Center, Amsterdam, the Netherlands
| | - Andrea Venema
- Genome Diagnostics Laboratory, Department of Clinical Genetics, Amsterdam University Medical Center, location AMC, Amsterdam, the Netherlands; Amsterdam Reproduction and Development Research Institute, Amsterdam University Medical Center, Amsterdam, the Netherlands
| | - Ligia A Papale
- Department of Psychiatry, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin; Department of Neurological Surgery, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin
| | - Reid S Alisch
- Department of Psychiatry, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin; Department of Neurological Surgery, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin
| | - Yousha Westerman
- Academic Centre for Child and Adolescent Psychiatry, De Bascule, Amsterdam, the Netherlands
| | - Guido van Wingen
- Department of Psychiatry, Amsterdam University Medical Center, location AMC, Amsterdam, the Netherlands
| | - Jasper Zantvoord
- Department of Psychiatry, Amsterdam University Medical Center, location AMC, Amsterdam, the Netherlands
| | - Christel M Middeldorp
- Children's Health Research Centre, University of Queensland, Brisbane, Queensland, Australia
| | - Marcel M A M Mannens
- Genome Diagnostics Laboratory, Department of Clinical Genetics, Amsterdam University Medical Center, location AMC, Amsterdam, the Netherlands; Amsterdam Reproduction and Development Research Institute, Amsterdam University Medical Center, Amsterdam, the Netherlands
| | - Ryan J Herringa
- Department of Psychiatry, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin; Neuroscience Training Program, University of Wisconsin-Madison, Madison, Wisconsin.
| | - Ramon J L Lindauer
- Department of Child and Adolescent Psychiatry, Amsterdam University Medical Center, location AMC, Amsterdam, the Netherlands; Academic Centre for Child and Adolescent Psychiatry, De Bascule, Amsterdam, the Netherlands
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Novins DK, Stoddard J, Althoff RR, Charach A, Cortese S, Cullen KR, Frazier JA, Glatt SJ, Henderson SW, Herringa RJ, Hulvershorn L, Kieling C, McBride AB, McCauley E, Middeldorp CM, Reiersen AM, Rockhill CM, Sagot AJ, Scahill L, Simonoff E, Stewart SE, Szigethy E, Taylor JH, White T, Zima BT. Editors' Note and Special Communication: Research Priorities in Child and Adolescent Mental Health Emerging From the COVID-19 Pandemic. J Am Acad Child Adolesc Psychiatry 2021; 60:544-554.e8. [PMID: 33741474 PMCID: PMC9188438 DOI: 10.1016/j.jaac.2021.03.005] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/02/2021] [Accepted: 03/09/2021] [Indexed: 01/07/2023]
Abstract
Over the last year, the coronavirus disease 2019 (COVID-19) pandemic has resulted in profound disruptions across the globe, with school closures, social isolation, job loss, illness, and death affecting the lives of children and families in myriad ways. In an Editors' Note in our June 2020 issue,1 our senior editorial team described this Journal's role in advancing knowledge in child and adolescent mental health during the pandemic and outlined areas we identified as important for science and practice in our field. Since then, the Journal has published articles on the impacts of the pandemic on child and adolescent mental health and service systems,2-5 which are available in a special collection accessible through the Journal's website.6 Alongside many opinion papers, the pace of publication of empirical research in this area is rapidly expanding, covering important issues such as increased frequency of mental health symptoms among children and adolescents3,5,7-10 and changes in patterns of clinical service use such as emergency department visits.11-14 As the Senior Editors prepared that Editors' Note, they were acutely aware that the priorities that they identified were broad and generated by only a small group of scientists and clinicians. Although this had the advantage of enabling us to get this information out to readers quickly, we decided that a more systematic approach to developing recommendations for research priorities would be of greater long-term value. We were particularly influenced by the efforts of the partnership between the UK Academy of Medical Scientists and a UK mental health research charity (MQ: Transforming Mental Health) to detail COVID-19-related research priorities for "Mental Health Science" that was published online by Holmes et al. in The Lancet Psychiatry in April 2020.15 Consistent with its focus on mental health research across the lifespan, several recommendations highlighted child development and children's mental health. However, a more detailed assessment of research priorities related to child and adolescent mental health was beyond the scope of that paper. Furthermore, the publication of that position paper preceded the death of George Floyd at the hands of Minneapolis police on May 25, 2020, which re-energized efforts to acknowledge and to address racism and healthcare disparities in the United States and many other countries. To build upon the JAACAP Editors' Note1 and the work of Holmes et al.,15 we conducted an international survey of professionals-practitioners and researchers-working on child and adolescent development and pediatric mental health to identify concerns about the impact of the pandemic on children, adolescents, and their families, as well as what is helping families navigate these impacts, and the specific research topics that are of greatest importance.
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Affiliation(s)
- Douglas K. Novins
- Dr. Novins, Editor-in-Chief, and Dr. Stoddard, Editorial Board member, are with the University of Colorado Anschutz Medical Campus, Aurora,Correspondence to Douglas K. Novins, MD, University of Colorado Anschutz Medical Campus, Departments of Psychiatry and Community and Behavioral Health, Children's Hospital Colorado, 13123 East 16th Avenue, B13013055 East 17th Avenue, Aurora, CO 80045
| | - Joel Stoddard
- Dr. Novins, Editor-in-Chief, and Dr. Stoddard, Editorial Board member, are with the University of Colorado Anschutz Medical Campus, Aurora
| | - Robert R. Althoff
- Dr. Althoff, Associate Editor, is with the University of Vermont, Burlington
| | - Alice Charach
- Dr. Charach, Editorial Board member, is with The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Samuele Cortese
- Dr. Cortese, Deputy Editor, is with the Center for Innovation in Mental Health, Academic Unit of Psychology, Faculty of Environmental and Life Sciences; Clinical and Experimental Sciences (CNS and Psychiatry), Faculty of Medicine, University of Southampton, United Kingdom; Solent NHS Trust, Southampton, United Kingdom; New York University Child Study Center, New York; and the Division of Psychiatry and Applied Psychology, School of Medicine, University of Nottingham, United Kingdom
| | - Kathryn Regan Cullen
- Dr. Cullen, Editorial Board member, is with the University of Minnesota, Minneapolis
| | - Jean A. Frazier
- Dr. Frazier, Deputy Editor, is with University of Massachusetts Medical School, Worcester
| | - Stephen J. Glatt
- Dr. Glatt, Editor-At-Large for Methodology and Statistics, is with SUNY Upstate Medical University, Syracuse, New York
| | - Schuyler W. Henderson
- Dr. Henderson, Deputy Editor, is with New York University Langone School of Medicine, New York, and Bellevue Hospital, New York
| | - Ryan J. Herringa
- Dr. Herringa, Editorial Board member, is with the University of Wisconsin Madison School of Medicine and Public Health, Madison
| | - Leslie Hulvershorn
- Dr. Hulvershorn, Editorial Board member, is with Indiana University School of Medicine, Indianapolis
| | - Christian Kieling
- Dr. Kieling, International Editor-at-Large, is with Federal University of Rio Grande do Sul, Porto Alegre, Brazil
| | - Anne B. McBride
- Dr. McBride, John F. McDermott, MD, Assistant Editor-In-Residence, is with University of California, Davis
| | - Elizabeth McCauley
- Dr. McCauley, Deputy Editor, is with Seattle Children's Hospital, Washington
| | - Christel M. Middeldorp
- Dr. Middeldorp, International Editor-at-Large, is with the University of Queensland, Brisbane, Australia
| | - Angela M. Reiersen
- Dr. Reiersen, Editor-At-Large for Methodology and Statistics, is with Washington University School of Medicine, St. Louis, Missouri
| | - Carol M. Rockhill
- Dr. Rockhill, Editorial Board member, is with Seattle Children's Hospital, Washington
| | - Adam J. Sagot
- Dr. Sagot, JAACAP Connect Editorial Board member, is with the University of Pennsylvania Perelman School of Medicine, Philadelphia
| | - Lawrence Scahill
- Dr. Scahill, Consulting Editor, is with Emory University, Atlanta, Georgia
| | - Emily Simonoff
- Dr. Simonoff, Editorial Board member, is with King's College London, United Kingdom
| | - S. Evelyn Stewart
- Dr. Stewart, Editorial Board member, is with the University of British Columbia, Vancouver
| | - Eva Szigethy
- Dr. Szigethy, Editorial Board member, is with the University of Pittsburgh Medical Center, Pennsylvania
| | - Jerome H. Taylor
- Dr. Taylor, former Contributing Editor, is with Children's Hospital of Philadelphia, Pennsylvania
| | - Tonya White
- Dr. White, Deputy Editor, is with Erasmus University Medical Centre – Sophia Children's Hospital, Rotterdam, The Netherlands
| | - Bonnie T. Zima
- Dr. Zima, Consulting Editor, is with University of California, Los Angeles
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Jami ES, Hammerschlag AR, Bartels M, Middeldorp CM. Parental characteristics and offspring mental health and related outcomes: a systematic review of genetically informative literature. Transl Psychiatry 2021; 11:197. [PMID: 33795643 PMCID: PMC8016911 DOI: 10.1038/s41398-021-01300-2] [Citation(s) in RCA: 39] [Impact Index Per Article: 13.0] [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: 04/03/2020] [Revised: 02/19/2021] [Accepted: 03/03/2021] [Indexed: 12/18/2022] Open
Abstract
Various parental characteristics, including psychiatric disorders and parenting behaviours, are associated with offspring mental health and related outcomes in observational studies. The application of genetically informative designs is crucial to disentangle the role of genetic and environmental factors (as well as gene-environment correlation) underlying these observations, as parents provide not only the rearing environment but also transmit 50% of their genes to their offspring. This article first provides an overview of behavioural genetics, matched-pair, and molecular genetics designs that can be applied to investigate parent-offspring associations, whilst modelling or accounting for genetic effects. We then present a systematic literature review of genetically informative studies investigating associations between parental characteristics and offspring mental health and related outcomes, published since 2014. The reviewed studies provide reliable evidence of genetic transmission of depression, criminal behaviour, educational attainment, and substance use. These results highlight that studies that do not use genetically informative designs are likely to misinterpret the mechanisms underlying these parent-offspring associations. After accounting for genetic effects, several parental characteristics, including parental psychiatric traits and parenting behaviours, were associated with offspring internalising problems, externalising problems, educational attainment, substance use, and personality through environmental pathways. Overall, genetically informative designs to study intergenerational transmission prove valuable for the understanding of individual differences in offspring mental health and related outcomes, and mechanisms of transmission within families.
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Affiliation(s)
- Eshim S Jami
- Department of Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands.
- Department of Clinical, Educational and Health Psychology, Division of Psychology and Language Sciences, University College London, London, UK.
| | - Anke R Hammerschlag
- Department of Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
- Amsterdam Public Health Research Institute, Amsterdam University Medical Centres, Amsterdam, the Netherlands
- Child Health Research Centre, University of Queensland, Brisbane, QLD, Australia
| | - Meike Bartels
- Department of Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
- Amsterdam Public Health Research Institute, Amsterdam University Medical Centres, Amsterdam, the Netherlands
| | - Christel M Middeldorp
- Department of Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
- Child Health Research Centre, University of Queensland, Brisbane, QLD, Australia
- Child and Youth Mental Health Service, Children's Health Queensland Hospital and Health Service, Brisbane, QLD, Australia
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36
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Hammerschlag AR, de Leeuw CA, Middeldorp CM, Polderman TJC. Synaptic and brain-expressed gene sets relate to the shared genetic risk across five psychiatric disorders. Psychol Med 2020; 50:1695-1705. [PMID: 31328717 PMCID: PMC7408577 DOI: 10.1017/s0033291719001776] [Citation(s) in RCA: 21] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/14/2018] [Revised: 04/18/2019] [Accepted: 06/27/2019] [Indexed: 12/18/2022]
Abstract
BACKGROUND Mounting evidence shows genetic overlap between multiple psychiatric disorders. However, the biological underpinnings of shared risk for psychiatric disorders are not yet fully uncovered. The identification of underlying biological mechanisms is crucial for the progress in the treatment of these disorders. METHODS We applied gene-set analysis including 7372 gene sets, and 53 tissue-type specific gene-expression profiles to identify sets of genes that are involved in the etiology of multiple psychiatric disorders. We included genome-wide meta-association data of the five psychiatric disorders schizophrenia, bipolar disorder, major depressive disorder, autism spectrum disorder, and attention-deficit/hyperactivity disorder. The total dataset contained 159 219 cases and 262 481 controls. RESULTS We identified 19 gene sets that were significantly associated with the five psychiatric disorders combined, of which we excluded five sets because their associations were likely driven by schizophrenia only. Conditional analyses showed independent effects of several gene sets that in particular relate to the synapse. In addition, we found independent effects of gene expression levels in the cerebellum and frontal cortex. CONCLUSIONS We obtained novel evidence for shared biological mechanisms that act across psychiatric disorders and we showed that several gene sets that have been related to individual disorders play a role in a broader range of psychiatric disorders.
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Affiliation(s)
- Anke R. Hammerschlag
- Department of Complex Trait Genetics, Center for Neurogenomics and Cognitive Research, Amsterdam Neuroscience, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
- Child Health Research Centre, the University of Queensland, Brisbane, QLD, Australia
- Department of Biological Psychology, Amsterdam Public Health, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
| | - Christiaan A. de Leeuw
- Department of Complex Trait Genetics, Center for Neurogenomics and Cognitive Research, Amsterdam Neuroscience, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
| | - Christel M. Middeldorp
- Child Health Research Centre, the University of Queensland, Brisbane, QLD, Australia
- Department of Biological Psychology, Amsterdam Public Health, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
- Child and Youth Mental Health Service, Children's Health Queensland Hospital and Health Service, Brisbane, QLD, Australia
| | - Tinca J. C. Polderman
- Department of Complex Trait Genetics, Center for Neurogenomics and Cognitive Research, Amsterdam Neuroscience, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
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37
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Akingbuwa WA, Hammerschlag AR, Jami ES, Allegrini AG, Karhunen V, Sallis H, Ask H, Askeland RB, Baselmans B, Diemer E, Hagenbeek FA, Havdahl A, Hottenga JJ, Mbarek H, Rivadeneira F, Tesli M, van Beijsterveldt C, Breen G, Lewis CM, Thapar A, Boomsma DI, Kuja-Halkola R, Reichborn-Kjennerud T, Magnus P, Rimfeld K, Ystrom EIVIND, Jarvelin MR, Lichtenstein P, Lundstrom S, Munafò MR, Plomin R, Tiemeier H, Nivard MG, Bartels M, Middeldorp CM. Genetic Associations Between Childhood Psychopathology and Adult Depression and Associated Traits in 42 998 Individuals: A Meta-analysis. JAMA Psychiatry 2020; 77:715-728. [PMID: 32293669 PMCID: PMC7160753 DOI: 10.1001/jamapsychiatry.2020.0527] [Citation(s) in RCA: 36] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/03/2019] [Accepted: 02/17/2020] [Indexed: 12/14/2022]
Abstract
Importance Adult mood disorders are often preceded by behavioral and emotional problems in childhood. It is yet unclear what explains the associations between childhood psychopathology and adult traits. Objective To investigate whether genetic risk for adult mood disorders and associated traits is associated with childhood disorders. Design, Setting, and Participants This meta-analysis examined data from 7 ongoing longitudinal birth and childhood cohorts from the UK, the Netherlands, Sweden, Norway, and Finland. Starting points of data collection ranged from July 1985 to April 2002. Participants were repeatedly assessed for childhood psychopathology from ages 6 to 17 years. Data analysis occurred from September 2017 to May 2019. Exposures Individual polygenic scores (PGS) were constructed in children based on genome-wide association studies of adult major depression, bipolar disorder, subjective well-being, neuroticism, insomnia, educational attainment, and body mass index (BMI). Main Outcomes and Measures Regression meta-analyses were used to test associations between PGS and attention-deficit/hyperactivity disorder (ADHD) symptoms and internalizing and social problems measured repeatedly across childhood and adolescence and whether these associations depended on childhood phenotype, age, and rater. Results The sample included 42 998 participants aged 6 to 17 years. Male participants varied from 43.0% (1040 of 2417 participants) to 53.1% (2434 of 4583 participants) by age and across all cohorts. The PGS of adult major depression, neuroticism, BMI, and insomnia were positively associated with childhood psychopathology (β estimate range, 0.023-0.042 [95% CI, 0.017-0.049]), while associations with PGS of subjective well-being and educational attainment were negative (β, -0.026 to -0.046 [95% CI, -0.020 to -0.057]). There was no moderation of age, type of childhood phenotype, or rater with the associations. The exceptions were stronger associations between educational attainment PGS and ADHD compared with internalizing problems (Δβ, 0.0561 [Δ95% CI, 0.0318-0.0804]; ΔSE, 0.0124) and social problems (Δβ, 0.0528 [Δ95% CI, 0.0282-0.0775]; ΔSE, 0.0126), and between BMI PGS and ADHD and social problems (Δβ, -0.0001 [Δ95% CI, -0.0102 to 0.0100]; ΔSE, 0.0052), compared with internalizing problems (Δβ, -0.0310 [Δ95% CI, -0.0456 to -0.0164]; ΔSE, 0.0074). Furthermore, the association between educational attainment PGS and ADHD increased with age (Δβ, -0.0032 [Δ 95% CI, -0.0048 to -0.0017]; ΔSE, 0.0008). Conclusions and Relevance Results from this study suggest the existence of a set of genetic factors influencing a range of traits across the life span with stable associations present throughout childhood. Knowledge of underlying mechanisms may affect treatment and long-term outcomes of individuals with psychopathology.
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Affiliation(s)
- Wonuola A. Akingbuwa
- Department of Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
- Amsterdam Public Health Research Institute, Amsterdam, the Netherlands
| | - Anke R. Hammerschlag
- Department of Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
- Amsterdam Public Health Research Institute, Amsterdam, the Netherlands
- Child Health Research Centre, The University of Queensland, Brisbane, Queensland, Australia
| | - Eshim S. Jami
- Department of Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
- Amsterdam Public Health Research Institute, Amsterdam, the Netherlands
| | - Andrea G. Allegrini
- Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology and Neuroscience, King’s College London, London, United Kingdom
| | - Ville Karhunen
- Department of Epidemiology and Biostatistics, Imperial College London, London, United Kingdom
| | - Hannah Sallis
- University of Bristol School of Psychological Science, Bristol, United Kingdom
- MRC Integrative Epidemiology Unit, University of Bristol, Bristol, United Kingdom
- Centre for Academic Mental Health, Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, United Kingdom
| | - Helga Ask
- Department of Mental Disorders, Norwegian Institute of Public Health, Oslo, Norway
| | - Ragna B. Askeland
- Department of Mental Disorders, Norwegian Institute of Public Health, Oslo, Norway
| | - Bart Baselmans
- Department of Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
| | - Elizabeth Diemer
- Child and Adolescent Psychiatry, Erasmus University Medical Center, Rotterdam, the Netherlands
| | - Fiona A. Hagenbeek
- Department of Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
- Amsterdam Public Health Research Institute, Amsterdam, the Netherlands
| | - Alexandra Havdahl
- MRC Integrative Epidemiology Unit, University of Bristol, Bristol, United Kingdom
- Nic Waals Institute, Lovisenberg Diaconal Hospital, Oslo, Norway
- Department of Mental Disorders, Norwegian Institute of Public Health, Oslo, Norway
| | - Jouke-Jan Hottenga
- Department of Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
| | - Hamdi Mbarek
- Department of Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
- Qatar Genome Programme, Qatar Foundation, Doha, Qatar
| | - Fernando Rivadeneira
- The Generation R Study Group, Erasmus MC, University Medical Center Rotterdam, Rotterdam, the Netherlands
- Erasmus MC, Department of Epidemiology, University Medical Center Rotterdam, Rotterdam, the Netherlands
- Erasmus MC, Department of Internal Medicine, University Medical Center Rotterdam, Rotterdam, the Netherlands
| | - Martin Tesli
- Department of Mental Disorders, Norwegian Institute of Public Health, Oslo, Norway
| | | | - Gerome Breen
- Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology and Neuroscience, King’s College London, London, United Kingdom
- National Institute of Health Research Biomedical Research Centre, South London and Maudsley National Health Services Foundation Trust, London, London, United Kingdom
| | - Cathryn M. Lewis
- Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology and Neuroscience, King’s College London, London, United Kingdom
| | - Anita Thapar
- Medical Research Council Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, United Kingdom
| | - Dorret I. Boomsma
- Department of Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
- Amsterdam Public Health Research Institute, Amsterdam, the Netherlands
| | - Ralf Kuja-Halkola
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | | | - Per Magnus
- Centre for Fertility and Health, Norwegian Institute of Public Health, Oslo, Norway
| | - Kaili Rimfeld
- Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology and Neuroscience, King’s College London, London, United Kingdom
| | - EIVIND Ystrom
- Department of Mental Disorders, Norwegian Institute of Public Health, Oslo, Norway
- PROMENTA Research Center, Department of Psychology, University of Oslo, Oslo, Norway
| | - Marjo-Riitta Jarvelin
- Department of Epidemiology and Biostatistics, Imperial College London, London, United Kingdom
- Medical Research Council–Public Health England Centre for Environment and Health, Imperial College London, London, United Kingdom
- Center for Life Course Health Research, University of Oulu, Oulu, Finland
- Medical Research Center Oulu, Oulu, Finland
- Institute of Biomedicine and Biocenter of Oulu, Oulu, Finland
- Department of Life Sciences, Brunel University London College of Health and Life Sciences, London, United Kingdom
| | - Paul Lichtenstein
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Sebastian Lundstrom
- Centre for Ethics Law and Mental Health, Gillberg Neuropsychiatry Centre, University of Gothenburg, Gothenburg, Sweden
| | - Marcus R. Munafò
- University of Bristol School of Psychological Science, Bristol, United Kingdom
- MRC Integrative Epidemiology Unit, University of Bristol, Bristol, United Kingdom
- National Institute of Health Research Biomedical Research Centre, University Hospitals Bristol National Health Services Foundation Trust, University of Bristol, Bristol, United Kingdom
| | - Robert Plomin
- Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology and Neuroscience, King’s College London, London, United Kingdom
| | - Henning Tiemeier
- Child and Adolescent Psychiatry, Erasmus University Medical Center, Rotterdam, the Netherlands
- Department of Social and Behavioral Science, Harvard T. H. Chan School of Medicine, Boston, Massachusetts
| | - Michel G. Nivard
- Department of Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
| | - Meike Bartels
- Department of Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
- Amsterdam Public Health Research Institute, Amsterdam, the Netherlands
| | - Christel M. Middeldorp
- Department of Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
- Child Health Research Centre, The University of Queensland, Brisbane, Queensland, Australia
- Child and Youth Mental Health Service, Children's Health Queensland Hospital and Health Services, Brisbane, Queensland, Australia
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Jami ES, Eilertsen EM, Hammerschlag AR, Qiao Z, Evans DM, Ystrøm E, Bartels M, Middeldorp CM. Maternal and paternal effects on offspring internalizing problems: Results from genetic and family-based analyses. Am J Med Genet B Neuropsychiatr Genet 2020; 183:258-267. [PMID: 32356930 PMCID: PMC7317352 DOI: 10.1002/ajmg.b.32784] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/10/2019] [Revised: 02/14/2020] [Accepted: 03/24/2020] [Indexed: 02/06/2023]
Abstract
It is unclear to what extent parental influences on the development of internalizing problems in offspring are explained by indirect genetic effects, reflected in the environment provided by the parent, in addition to the genes transmitted from parent to child. In this study, these effects were investigated using two innovative methods in a large birth cohort. Using maternal-effects genome complex trait analysis (M-GCTA), the effects of offspring genotype, maternal or paternal genotypes, and their covariance on offspring internalizing problems were estimated in 3,801 mother-father-child genotyped trios. Next, estimated genetic correlations within pedigree data, including 10,688 children, were used to estimate additive genetic effects, maternal and paternal genetic effects, and a shared family effect using linear mixed effects modeling. There were no significant maternal or paternal genetic effects on offspring anxiety or depressive symptoms at age 8, beyond the effects transmitted via the genetic pathway between parents and children. However, indirect maternal genetic effects explained a small, but nonsignificant, proportion of variance in childhood depressive symptoms in both the M-GCTA (~4%) and pedigree (~8%) analyses. Our results suggest that parental effects on offspring internalizing problems are predominantly due to transmitted genetic variants, rather than the indirect effect of parental genes via the environment.
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Affiliation(s)
- Eshim S. Jami
- Department of Biological PsychologyVrije Universiteit AmsterdamAmsterdamThe Netherlands,Amsterdam Public Health Research InstituteAmsterdamThe Netherlands
| | | | - Anke R. Hammerschlag
- Department of Biological PsychologyVrije Universiteit AmsterdamAmsterdamThe Netherlands,Amsterdam Public Health Research InstituteAmsterdamThe Netherlands,Child Health Research CentreUniversity of QueenslandBrisbaneAustralia
| | - Zhen Qiao
- The University of Queensland Diamantina InstituteThe University of QueenslandBrisbaneAustralia
| | - David M. Evans
- The University of Queensland Diamantina InstituteThe University of QueenslandBrisbaneAustralia,Medical Research Council Integrative Epidemiology Unit at the University of BristolBristolUK,Population Health Sciences, Bristol Medical SchoolUniversity of BristolBristolUK
| | - Eivind Ystrøm
- Department of Mental DisordersNorwegian Institute of Public HealthOsloNorway,PROMENTA Research Center, Department of PsychologyUniversity of OsloOsloNorway,School of PharmacyUniversity of OsloOsloNorway
| | - Meike Bartels
- Department of Biological PsychologyVrije Universiteit AmsterdamAmsterdamThe Netherlands,Amsterdam Public Health Research InstituteAmsterdamThe Netherlands
| | - Christel M. Middeldorp
- Department of Biological PsychologyVrije Universiteit AmsterdamAmsterdamThe Netherlands,Child Health Research CentreUniversity of QueenslandBrisbaneAustralia,Child and Youth Mental Health ServiceChildren's Health Queensland Hospital and Health ServiceBrisbaneAustralia
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Cobham VE, Hickling A, Kimball H, Thomas HJ, Scott JG, Middeldorp CM. Systematic Review: Anxiety in Children and Adolescents With Chronic Medical Conditions. J Am Acad Child Adolesc Psychiatry 2020; 59:595-618. [PMID: 31676391 DOI: 10.1016/j.jaac.2019.10.010] [Citation(s) in RCA: 56] [Impact Index Per Article: 14.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/24/2019] [Revised: 09/22/2019] [Accepted: 10/17/2019] [Indexed: 12/20/2022]
Abstract
OBJECTIVE Youth with chronic medical conditions (CMCs) have been reported to be at increased risk for developing anxiety disorders. Importantly, suffering from anxiety may also have an impact on their disease-related outcomes. This study set out to systematically review the literature on anxiety and seven CMCs (asthma, congenital heart disease, diabetes, epilepsy, inflammatory bowel disease, juvenile idiopathic arthritis, and sickle cell disease) among youth. METHOD A systematic review was performed according to the PRISMA statement. Searches were conducted across PubMed, PsycNET, Embase, and reference lists of the included studies (1990-2018). Three independent reviewers screened titles and abstracts and conducted full-text assessment. Studies were included if they reported the prevalence of anxiety or the association of anxiety on disease-related outcomes in children and/or adolescents with the focal CMCs. RESULTS A total of 53 studies met the predetermined inclusion criteria. Across the CMCs, the prevalence of anxiety disorder was increased in youths with CMCs compared to the general population. Evidence for a relationship between anxiety and adverse disease-related outcomes was limited. For asthma, inflammatory bowel disease, and sickle cell disease, there was some evidence indicating that anxiety was associated with adverse outcomes; supported by two longitudinal studies, one in asthma and one in inflammatory bowel disease. For diabetes, results were inconsistent; with some studies indicating that anxiety was associated with worse and others with better treatment adherence. CONCLUSION The prevalence of anxiety disorders in youth with CMCs is higher than that in the general population. Anxiety may also be associated with adverse disease-related outcomes for youths, but it is not possible to draw definitive conclusions. Longitudinal studies making use of parent/youth composite anxiety measures and a combination of parent/youth reported and objective measures of disease-related outcomes are needed. Given the burden of disease of anxiety disorders, regardless of the impact on the disease outcomes, screening for and treatment of anxiety is recommended in youths with CMCs.
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Affiliation(s)
- Vanessa E Cobham
- Child and Youth Mental Health Service [CYMHS], Children's Health Queensland Hospital and Health Service, Brisbane, Queensland, Australia; School of Psychology, The University of Queensland, Brisbane, Australia.
| | - Anna Hickling
- School of Psychology, The University of Queensland, Brisbane, Australia; Mater Research Institute, Brisbane, Queensland, Australia
| | - Hayley Kimball
- School of Psychology, The University of Queensland, Brisbane, Australia
| | - Hannah J Thomas
- Queensland Centre for Mental Health Research, Brisbane, Australia, and the Centre for Clinical Research, Faculty of Medicine, The University of Queensland, Brisbane, Australia; School of Public Health, Faculty of Medicine, The University of Queensland, Brisbane, Australia
| | - James G Scott
- Queensland Centre for Mental Health Research, Brisbane, Australia, and the Centre for Clinical Research, Faculty of Medicine, The University of Queensland, Brisbane, Australia; Metro North Mental Health Service, Royal Brisbane and Women's Hospital, Brisbane, Queensland, Australia, and QIMR Berghofer Medical Research Institute, Herston, Queensland, Australia
| | - Christel M Middeldorp
- Child and Youth Mental Health Service [CYMHS], Children's Health Queensland Hospital and Health Service, Brisbane, Queensland, Australia; Child Health Research Centre, The University of Queensland, Brisbane, Australia, and Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
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Middeldorp CM. Editorial: Childhood Stress and Psychopathology: It's Not Too Early to Look at Biological Aging. J Am Acad Child Adolesc Psychiatry 2020; 59:38-39. [PMID: 31585157 DOI: 10.1016/j.jaac.2019.09.020] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/02/2019] [Accepted: 09/05/2019] [Indexed: 11/26/2022]
Abstract
There has been growing interest in the associations among biological aging, stress, and psychopathology. Biological aging reflects an individual's functional and biological condition, and one of the indicators is telomere length.1 Telomeres consist of DNA repeats at chromosome ends.2 It is a normal process that telomeres shorten during the lifespan, but this process can be accelerated and result in biological aging associated with morbidity and mortality.2.
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Affiliation(s)
- Christel M Middeldorp
- Child Health Research Centre, University of Queensland, Brisbane, Australia; Child and Youth Mental Health Service, Children's Health Queensland Hospital and Health Service, Brisbane, Australia; Vrije Universiteit Amsterdam, The Netherlands.
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Ensink JBM, de Moor MHM, Zafarmand MH, de Laat S, Uitterlinden A, Vrijkotte TGM, Lindauer R, Middeldorp CM. Maternal environmental risk factors and the development of internalizing and externalizing problems in childhood: The complex role of genetic factors. Am J Med Genet B Neuropsychiatr Genet 2020; 183:17-25. [PMID: 31444904 PMCID: PMC6916208 DOI: 10.1002/ajmg.b.32755] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/09/2019] [Revised: 06/09/2019] [Accepted: 07/22/2019] [Indexed: 12/16/2022]
Abstract
The development of problem behavior in children is associated with exposure to environmental factors, including the maternal environment. Both are influenced by genetic factors, which may also be correlated, that is, environmental risk and problem behavior in children might be influenced by partly the same genetic factors. In addition, environmental and genetic factors could interact with each other increasing the risk of problem behavior in children. To date, limited research investigated these mechanisms in a genome-wide approach. Therefore, the goal of this study was to investigate the association between genetic risk for psychiatric and related traits, as indicated by polygenetic risk scores (PRSs), exposure to previously identified maternal risk factors, and problem behavior in a sample of 1,154 children from the Amsterdam Born Children and their Development study at ages 5-6 and 11-12 years old. The PRSs were derived from genome-wide association studies (GWASs) on schizophrenia, major depressive disorder, neuroticism, and wellbeing. Regression analysis showed that the PRSs were associated with exposure to multiple environmental risk factors, suggesting passive gene-environment correlation. In addition, the PRS based on the schizophrenia GWAS was associated with externalizing behavior problems in children at age 5-6. We did not find any association with problem behavior for the other PRSs. Our results indicate that genetic predispositions for psychiatric disorders and wellbeing are associated with early environmental risk factors for children's problem behavior.
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Affiliation(s)
- Judith B. M. Ensink
- Department of Child and Adolescent Psychiatry, Amsterdam Public Health Research InstituteAmsterdam UMC, Location Academic Medical Center, University of AmsterdamAmsterdamThe Netherlands
- Academic Center for Child and Adolescent PsychiatryDe BasculeAmsterdamThe Netherlands
- Department of Clinical Epidemiology, Biostatistics and Bioinformatics, Amsterdam Public Health Research InstituteAmsterdam UMC, Location Academic Medical Center, University of AmsterdamAmsterdamThe Netherlands
| | - Marleen H. M. de Moor
- Clinical Child and Family Studies, Amsterdam Public Health Research InstituteVU UniversityAmsterdamThe Netherlands
| | - Mohammad Hadi Zafarmand
- Department of Clinical Epidemiology, Biostatistics and Bioinformatics, Amsterdam Public Health Research InstituteAmsterdam UMC, Location Academic Medical Center, University of AmsterdamAmsterdamThe Netherlands
- Department of Public Health, Amsterdam Public Health Research InstituteAmsterdam UMC, Location Academic Medical Center, University of AmsterdamAmsterdamThe Netherlands
| | - Sanne de Laat
- Youth Health CareGGD Hart voor Brabant's‐HertogenboschThe Netherlands
- Tranzo, Tilburg School of Social and Behavioral SciencesTilburg UniversityTilburgThe Netherlands
| | - André Uitterlinden
- Department of EpidemiologyErasmus Medical CenterRotterdamThe Netherlands
| | - Tanja G. M. Vrijkotte
- Clinical Child and Family Studies, Amsterdam Public Health Research InstituteVU UniversityAmsterdamThe Netherlands
| | - Ramón Lindauer
- Department of Child and Adolescent Psychiatry, Amsterdam Public Health Research InstituteAmsterdam UMC, Location Academic Medical Center, University of AmsterdamAmsterdamThe Netherlands
- Academic Center for Child and Adolescent PsychiatryDe BasculeAmsterdamThe Netherlands
| | - Christel M. Middeldorp
- Child Health Research CentreUniversity of QueenslandBrisbaneQueenslandAustralia
- Child and Youth Mental Health ServiceChildren's Health Queensland Hospital and Health ServiceBrisbaneQueenslandAustralia
- Biological PsychologyVU UniversityAmsterdamThe Netherlands
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Doering S, Lichtenstein P, Gillberg C, Middeldorp CM, Bartels M, Kuja-Halkola R, Lundström S. Anxiety at age 15 predicts psychiatric diagnoses and suicidal ideation in late adolescence and young adulthood: results from two longitudinal studies. BMC Psychiatry 2019; 19:363. [PMID: 31727035 PMCID: PMC6857289 DOI: 10.1186/s12888-019-2349-3] [Citation(s) in RCA: 28] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/10/2019] [Accepted: 10/31/2019] [Indexed: 01/04/2023] Open
Abstract
BACKGROUND Anxiety disorders in adolescence have been associated with several psychiatric outcomes. We sought to describe the prospective relationship between various levels of adolescent anxiety and psychiatric diagnoses (anxiety-, bipolar/psychotic-, depressive-, and alcohol and drug misuse disorders) and suicidal ideation in early adulthood while adjusting for childhood attention-deficit/hyperactivity disorder (ADHD), autism spectrum disorder (ASD), and developmental coordination disorder (DCD). Furthermore, we aimed to estimate the proportion attributable to the various anxiety levels for the outcomes. METHODS We used a nation-wide population-based Swedish twin study comprising 14,106 fifteen-year-old twins born in Sweden between 1994 and 2002 and a replication sample consisting of 9211 Dutch twins, born between 1985 and 1999. Adolescent anxiety was measured with parental and self-report. Psychiatric diagnoses and suicidal ideation were retrieved from the Swedish National Patient Register and via self-report. RESULTS Adolescent anxiety, of various levels, predicted, in the Swedish National Patient Register, anxiety disorders: hazard ratio (HR) = 4.92 (CI 3.33-7.28); depressive disorders: HR = 4.79 (3.23-7.08), and any psychiatric outcome: HR = 3.40 (2.58-4.48), when adjusting for ADHD, ASD, and DCD. The results were replicated in the Dutch data. The proportion of psychiatric outcome attributable to adolescent anxiety over time (age 15-21) was 29% for any psychiatric outcome, 43-40% for anxiety disorders, and 39-38% for depressive disorders. CONCLUSION Anxiety in adolescence constitutes an important risk factor in the development of psychiatric outcomes, revealing unique predictions for the different levels of anxiety, and beyond the risk conferred by childhood ADHD, ASD, and DCD. Developmental trajectories leading into psychiatric outcomes should further empirically investigated.
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Affiliation(s)
- Sabrina Doering
- Centre for Ethics, Law and Mental Health, University of Gothenburg, Gothenburg, Sweden.
| | - Paul Lichtenstein
- 0000 0004 1937 0626grid.4714.6Department of Medical Epidemiology and Biostatics, Karolinska Institutet, Stockholm, Sweden
| | - Christopher Gillberg
- 0000 0000 9919 9582grid.8761.8Gillberg Neuropsychiatry Centre, University of Gothenburg, Gothenburg, Sweden
| | | | - Christel M. Middeldorp
- 0000 0004 1754 9227grid.12380.38Department of Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands ,0000 0000 9320 7537grid.1003.2Child Health Research Centre, University of Queensland, Brisbane, Australia ,Child and Youth Mental Health Service, Children’s Health Queensland Hospital and Health Service, Brisbane, Australia
| | - Meike Bartels
- 0000 0004 1754 9227grid.12380.38Department of Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands ,0000 0004 0435 165Xgrid.16872.3aAmsterdam Public Health Research Institute, Amsterdam, the Netherlands
| | - Ralf Kuja-Halkola
- 0000 0004 1937 0626grid.4714.6Department of Medical Epidemiology and Biostatics, Karolinska Institutet, Stockholm, Sweden
| | - Sebastian Lundström
- 0000 0000 9919 9582grid.8761.8Centre for Ethics, Law and Mental Health, University of Gothenburg, Gothenburg, Sweden ,0000 0000 9919 9582grid.8761.8Gillberg Neuropsychiatry Centre, University of Gothenburg, Gothenburg, Sweden
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Gaspar HA, Gerring Z, Hübel C, Middeldorp CM, Derks EM, Breen G. Using genetic drug-target networks to develop new drug hypotheses for major depressive disorder. Transl Psychiatry 2019; 9:117. [PMID: 30877270 PMCID: PMC6420656 DOI: 10.1038/s41398-019-0451-4] [Citation(s) in RCA: 31] [Impact Index Per Article: 6.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/05/2018] [Revised: 01/28/2019] [Accepted: 02/12/2019] [Indexed: 12/25/2022] Open
Abstract
The major depressive disorder (MDD) working group of the Psychiatric Genomics Consortium (PGC) has published a genome-wide association study (GWAS) for MDD in 130,664 cases, identifying 44 risk variants. We used these results to investigate potential drug targets and repurposing opportunities. We built easily interpretable bipartite drug-target networks integrating interactions between drugs and their targets, genome-wide association statistics, and genetically predicted expression levels in different tissues, using the online tool Drug Targetor ( drugtargetor.com ). We also investigated drug-target relationships that could be impacting MDD. MAGMA was used to perform pathway analyses and S-PrediXcan to investigate the directionality of tissue-specific expression levels in patients vs. controls. Outside the major histocompatibility complex (MHC) region, 153 protein-coding genes are significantly associated with MDD in MAGMA after multiple testing correction; among these, five are predicted to be down or upregulated in brain regions and 24 are known druggable genes. Several drug classes were significantly enriched, including monoamine reuptake inhibitors, sex hormones, antipsychotics, and antihistamines, indicating an effect on MDD and potential repurposing opportunities. These findings not only require validation in model systems and clinical examination, but also show that GWAS may become a rich source of new therapeutic hypotheses for MDD and other psychiatric disorders that need new-and better-treatment options.
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Affiliation(s)
- Héléna A Gaspar
- King's College London, Institute of Psychiatry, Psychology and Neuroscience, Social, Genetic and Developmental Psychiatry (SGDP) Centre, London, SE5 8AF, UK.
- National Institute for Health Research Biomedical Research Centre, South London and Maudsley National Health Service Trust, London, EC1V 2PD, UK.
| | - Zachary Gerring
- Translational Neurogenomics Laboratory, QIMR Berghofer Institute of Medical Research, Brisbane City, QLD 4006, Australia
| | - Christopher Hübel
- King's College London, Institute of Psychiatry, Psychology and Neuroscience, Social, Genetic and Developmental Psychiatry (SGDP) Centre, London, SE5 8AF, UK
- National Institute for Health Research Biomedical Research Centre, South London and Maudsley National Health Service Trust, London, EC1V 2PD, UK
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Christel M Middeldorp
- Child Health Research Centre, University of Queensland, South Brisbane, QLD 4072, Australia
- Child and Youth Mental Health Service, Children's Health Queensland Hospital and Health Service, South Brisbane, QLD 4101, Australia
- Biological Psychology, Vrije Universiteit Amsterdam, 1081 HV, Amsterdam, Netherlands
| | - Eske M Derks
- Translational Neurogenomics Laboratory, QIMR Berghofer Institute of Medical Research, Brisbane City, QLD 4006, Australia
| | - Gerome Breen
- King's College London, Institute of Psychiatry, Psychology and Neuroscience, Social, Genetic and Developmental Psychiatry (SGDP) Centre, London, SE5 8AF, UK
- National Institute for Health Research Biomedical Research Centre, South London and Maudsley National Health Service Trust, London, EC1V 2PD, UK
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Middeldorp CM, Felix JF, Mahajan A, McCarthy MI. The Early Growth Genetics (EGG) and EArly Genetics and Lifecourse Epidemiology (EAGLE) consortia: design, results and future prospects. Eur J Epidemiol 2019; 34:279-300. [PMID: 30887376 PMCID: PMC6447695 DOI: 10.1007/s10654-019-00502-9] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [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: 11/20/2018] [Accepted: 01/25/2019] [Indexed: 11/14/2022]
Abstract
The impact of many unfavorable childhood traits or diseases, such as low birth weight and mental disorders, is not limited to childhood and adolescence, as they are also associated with poor outcomes in adulthood, such as cardiovascular disease. Insight into the genetic etiology of childhood and adolescent traits and disorders may therefore provide new perspectives, not only on how to improve wellbeing during childhood, but also how to prevent later adverse outcomes. To achieve the sample sizes required for genetic research, the Early Growth Genetics (EGG) and EArly Genetics and Lifecourse Epidemiology (EAGLE) consortia were established. The majority of the participating cohorts are longitudinal population-based samples, but other cohorts with data on early childhood phenotypes are also involved. Cohorts often have a broad focus and collect(ed) data on various somatic and psychiatric traits as well as environmental factors. Genetic variants have been successfully identified for multiple traits, for example, birth weight, atopic dermatitis, childhood BMI, allergic sensitization, and pubertal growth. Furthermore, the results have shown that genetic factors also partly underlie the association with adult traits. As sample sizes are still increasing, it is expected that future analyses will identify additional variants. This, in combination with the development of innovative statistical methods, will provide detailed insight on the mechanisms underlying the transition from childhood to adult disorders. Both consortia welcome new collaborations. Policies and contact details are available from the corresponding authors of this manuscript and/or the consortium websites.
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Affiliation(s)
- Christel M Middeldorp
- Child Health Research Centre, University of Queensland, Brisbane, QLD, Australia.
- Child and Youth Mental Health Service, Children's Health Queensland Hospital and Health Service, Brisbane, QLD, Australia.
- Department of Biological Psychology, Vrije Universiteit Amsterdam, 1081 BT, Amsterdam, The Netherlands.
| | - Janine F Felix
- The Generation R Study Group, Erasmus MC, University Medical Center Rotterdam, 3015 CE, Rotterdam, The Netherlands
- Department of Epidemiology, Erasmus MC, University Medical Center Rotterdam, 3015 CE, Rotterdam, The Netherlands
- Department of Pediatrics, Erasmus MC, University Medical Center Rotterdam, 3015 CE, Rotterdam, The Netherlands
| | - Anubha Mahajan
- Wellcome Centre for Human Genetics, University of Oxford, Oxford, OX3 7BN, UK
- Oxford Centre for Diabetes, Endocrinology and Metabolism, University of Oxford, Oxford, OX3 7LE, UK
| | - Mark I McCarthy
- Wellcome Centre for Human Genetics, University of Oxford, Oxford, OX3 7BN, UK
- Oxford Centre for Diabetes, Endocrinology and Metabolism, University of Oxford, Oxford, OX3 7LE, UK
- Oxford National Institute for Health Research (NIHR) Biomedical Research Centre, Churchill Hospital, Oxford, OX3 7LE, UK
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Arias-Vásquez A, Groffen AJ, Spijker S, Ouwens KG, Klein M, Vojinovic D, Galesloot TE, Bralten J, Hottenga JJ, van der Most PJ, Kattenberg VM, Pool R, Nolte IM, Penninx BWJH, Fedko IO, Dolan CV, Nivard MG, den Braber A, van Duijn CM, Hoekstra PJ, Buitelaar JK, Kiemeney LA, Hoogman M, Middeldorp CM, Draisma HHM, Vermeulen SH, Sánchez-Mora C, Ramos-Quiroga JA, Ribasés M, Hartman CA, Kooij JJS, Amin N, Smit AB, Franke B, Boomsma DI. A Potential Role for the STXBP5-AS1 Gene in Adult ADHD Symptoms. Behav Genet 2019; 49:270-285. [PMID: 30659475 DOI: 10.1007/s10519-018-09947-2] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2018] [Accepted: 12/26/2018] [Indexed: 12/15/2022]
Abstract
We aimed to detect Attention-deficit/hyperactivity (ADHD) risk-conferring genes in adults. In children, ADHD is characterized by age-inappropriate levels of inattention and/or hyperactivity-impulsivity and may persists into adulthood. Childhood and adulthood ADHD are heritable, and are thought to represent the clinical extreme of a continuous distribution of ADHD symptoms in the general population. We aimed to leverage the power of studies of quantitative ADHD symptoms in adults who were genotyped. Within the SAGA (Study of ADHD trait genetics in adults) consortium, we estimated the single nucleotide polymorphism (SNP)-based heritability of quantitative self-reported ADHD symptoms and carried out a genome-wide association meta-analysis in nine adult population-based and case-only cohorts of adults. A total of n = 14,689 individuals were included. In two of the SAGA cohorts we found a significant SNP-based heritability for self-rated ADHD symptom scores of respectively 15% (n = 3656) and 30% (n = 1841). The top hit of the genome-wide meta-analysis (SNP rs12661753; p-value = 3.02 × 10-7) was present in the long non-coding RNA gene STXBP5-AS1. This association was also observed in a meta-analysis of childhood ADHD symptom scores in eight population-based pediatric cohorts from the Early Genetics and Lifecourse Epidemiology (EAGLE) ADHD consortium (n = 14,776). Genome-wide meta-analysis of the SAGA and EAGLE data (n = 29,465) increased the strength of the association with the SNP rs12661753. In human HEK293 cells, expression of STXBP5-AS1 enhanced the expression of a reporter construct of STXBP5, a gene known to be involved in "SNAP" (Soluble NSF attachment protein) Receptor" (SNARE) complex formation. In mouse strains featuring different levels of impulsivity, transcript levels in the prefrontal cortex of the mouse ortholog Gm28905 strongly correlated negatively with motor impulsivity as measured in the five choice serial reaction time task (r2 = - 0.61; p = 0.004). Our results are consistent with an effect of the STXBP5-AS1 gene on ADHD symptom scores distribution and point to a possible biological mechanism, other than antisense RNA inhibition, involved in ADHD-related impulsivity levels.
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Affiliation(s)
- A Arias-Vásquez
- Department of Psychiatry, Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Nijmegen, The Netherlands. .,Department of Human Genetics, Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Route 855, Postbus 9101, 6500 HB, Nijmegen, The Netherlands. .,Department of Cognitive Neuroscience, Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Nijmegen, The Netherlands.
| | - A J Groffen
- Department of Functional Genomics and Department of Clinical Genetics, Center for Neurogenomics and Cognitive Research, Amsterdam Neuroscience, Vrije Universiteit Amsterdam and VU Medical Center Amsterdam, Amsterdam, The Netherlands
| | - S Spijker
- Netherlands Twin Register, Department of Biological Psychology, Vrije Universiteit, Amsterdam, The Netherlands
| | - K G Ouwens
- Netherlands Twin Register, Department of Biological Psychology, Vrije Universiteit, Amsterdam, The Netherlands.,Amsterdam Public Health, Amsterdam, The Netherlands
| | - M Klein
- Department of Human Genetics, Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Route 855, Postbus 9101, 6500 HB, Nijmegen, The Netherlands
| | - D Vojinovic
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, The Netherlands
| | - T E Galesloot
- Department of Epidemiology, University Medical Center Groningen, University of Groningen, Groningen, The Netherlands
| | - J Bralten
- Department of Human Genetics, Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Route 855, Postbus 9101, 6500 HB, Nijmegen, The Netherlands
| | - J J Hottenga
- Netherlands Twin Register, Department of Biological Psychology, Vrije Universiteit, Amsterdam, The Netherlands.,Amsterdam Public Health, Amsterdam, The Netherlands
| | - P J van der Most
- Department of Epidemiology, University Medical Center Groningen, University of Groningen, Groningen, The Netherlands
| | - V M Kattenberg
- Netherlands Twin Register, Department of Biological Psychology, Vrije Universiteit, Amsterdam, The Netherlands
| | - R Pool
- Netherlands Twin Register, Department of Biological Psychology, Vrije Universiteit, Amsterdam, The Netherlands.,Amsterdam Public Health, Amsterdam, The Netherlands
| | - I M Nolte
- Department of Epidemiology, University Medical Center Groningen, University of Groningen, Groningen, The Netherlands
| | - B W J H Penninx
- Department of Psychiatry, Neuroscience Campus Amsterdam, VU University Medical Center, Amsterdam, The Netherlands
| | - I O Fedko
- Netherlands Twin Register, Department of Biological Psychology, Vrije Universiteit, Amsterdam, The Netherlands.,Amsterdam Public Health, Amsterdam, The Netherlands
| | - C V Dolan
- Netherlands Twin Register, Department of Biological Psychology, Vrije Universiteit, Amsterdam, The Netherlands
| | - M G Nivard
- Netherlands Twin Register, Department of Biological Psychology, Vrije Universiteit, Amsterdam, The Netherlands.,Amsterdam Public Health, Amsterdam, The Netherlands
| | - A den Braber
- Netherlands Twin Register, Department of Biological Psychology, Vrije Universiteit, Amsterdam, The Netherlands
| | - C M van Duijn
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, The Netherlands
| | - P J Hoekstra
- Department of Psychiatry, University Medical Center Groningen, University of Groningen, Groningen, The Netherlands
| | - J K Buitelaar
- Department of Cognitive Neuroscience, Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Nijmegen, The Netherlands.,Karakter, Child and Adolescent Psychiatry University Centre, Nijmegen, The Netherlands
| | - L A Kiemeney
- Radboud Institute for Health Sciences, Radboud University Medical Center, Nijmegen, The Netherlands
| | - M Hoogman
- Department of Human Genetics, Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Route 855, Postbus 9101, 6500 HB, Nijmegen, The Netherlands
| | - C M Middeldorp
- Netherlands Twin Register, Department of Biological Psychology, Vrije Universiteit, Amsterdam, The Netherlands.,Child Health Research Centre, University of Queensland, Brisbane, Australia.,Child and Youth Mental Health Service, Children's Health Queensland Hospital and Health Services, Brisbane, Australia
| | - H H M Draisma
- Netherlands Twin Register, Department of Biological Psychology, Vrije Universiteit, Amsterdam, The Netherlands
| | - S H Vermeulen
- Radboud Institute for Health Sciences, Radboud University Medical Center, Nijmegen, The Netherlands
| | - C Sánchez-Mora
- Psychiatric Genetics Unit, Vall d'Hebron Research Institute (VHIR), Universitat Autònoma de Barcelona, Barcelona, Spain.,Department of Psychiatry, Hospital Universitari Vall d'Hebron, Barcelona, Spain.,Biomedical Network Research Centre on Mental Health (CIBERSAM), Barcelona, Spain
| | - J A Ramos-Quiroga
- Department of Psychiatry, Hospital Universitari Vall d'Hebron, Barcelona, Spain.,Biomedical Network Research Centre on Mental Health (CIBERSAM), Barcelona, Spain.,Department of Psychiatry and Legal Medicine, Universitat Autònoma de Barcelona, Barcelona, Spain
| | - M Ribasés
- Psychiatric Genetics Unit, Vall d'Hebron Research Institute (VHIR), Universitat Autònoma de Barcelona, Barcelona, Spain.,Department of Psychiatry, Hospital Universitari Vall d'Hebron, Barcelona, Spain.,Biomedical Network Research Centre on Mental Health (CIBERSAM), Barcelona, Spain
| | | | - C A Hartman
- Department of Psychiatry, Interdisciplinary Center Psychopathology and Emotion Regulation, University Medical Center Groningen, University of Groningen, Groningen, The Netherlands
| | - J J S Kooij
- Psycho-Medical Programs, PsyQ, Program Adult ADHD, The Hague, The Netherlands
| | - N Amin
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, The Netherlands
| | - A B Smit
- Netherlands Twin Register, Department of Biological Psychology, Vrije Universiteit, Amsterdam, The Netherlands
| | - B Franke
- Department of Psychiatry, Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Nijmegen, The Netherlands.,Department of Human Genetics, Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Route 855, Postbus 9101, 6500 HB, Nijmegen, The Netherlands
| | - D I Boomsma
- Netherlands Twin Register, Department of Biological Psychology, Vrije Universiteit, Amsterdam, The Netherlands.,Amsterdam Public Health, Amsterdam, The Netherlands
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Middeldorp CM. [Genetic diagnostics: part of the psychiatric clinic]. Tijdschr Psychiatr 2019; 61:373-374. [PMID: 31243746] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 06/09/2023]
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47
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Wesseldijk LW, Dieleman GC, van Steensel FJA, Bleijenberg EJ, Bartels M, Bögels SM, Middeldorp CM. Do Parental Psychiatric Symptoms Predict Outcome in Children With Psychiatric Disorders? A Naturalistic Clinical Study. J Am Acad Child Adolesc Psychiatry 2018; 57:669-677.e6. [PMID: 30196870 DOI: 10.1016/j.jaac.2018.05.017] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/19/2017] [Revised: 04/23/2018] [Accepted: 06/21/2018] [Indexed: 10/28/2022]
Abstract
OBJECTIVE Parental psychiatric symptoms can negatively affect the outcome of children's psychopathology. Studies thus far have mainly shown a negative effect of maternal depression. This study examined the associations between a broad range of psychiatric symptoms in mothers and fathers and the child's outcome. METHOD Internalizing and externalizing psychiatric symptoms were assessed in 742 mothers, 440 fathers, and their 811 children at the first evaluation in 3 child and adolescent psychiatric outpatient clinics and at follow-up (on average 1.7 years later). Predictions of child's symptoms scores were tested at follow-up by parental symptom scores at baseline, parental scores at follow-up, and offspring scores at baseline. RESULTS Children whose mother or father scored above the (sub)clinical threshold for psychiatric symptoms at baseline had higher symptom scores at baseline and at follow-up. Offspring follow-up scores were most strongly predicted by offspring baseline scores, in addition to parental psychiatric symptoms at follow-up. Offspring symptom scores at follow-up generally were not predicted by parental scores at baseline. Maternal and paternal associations were of similar magnitude. CONCLUSION Higher symptom scores at follow-up in children of parents with psychopathology were mainly explained by higher symptom scores at baseline. Continuing parent-offspring associations could be a result of reciprocal effects, ie, parental symptoms influencing offspring symptoms and offspring symptoms influencing parental symptoms. Nevertheless, the results show that these children are at risk for persisting symptoms, possibly indicating the need to treat maternal and paternal psychopathology.
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Affiliation(s)
- Laura W Wesseldijk
- VU University Amsterdam and the Amsterdam Public Health Institute, The Netherlands
| | - Gwen C Dieleman
- Erasmus Medical Center-Sophia Children's Hospital, Rotterdam, The Netherlands
| | | | - Ellen J Bleijenberg
- Erasmus Medical Center-Sophia Children's Hospital, Rotterdam, The Netherlands
| | - Meike Bartels
- VU University Amsterdam and the Amsterdam Public Health Institute, The Netherlands; Neuroscience Amsterdam, The Netherlands
| | - Susan M Bögels
- Research Institute of Child Development and Education, University of Amsterdam
| | - Christel M Middeldorp
- Neuroscience Amsterdam; VU University Amsterdam; the University of Queensland, Brisbane, Australia; and the Children's Health Queensland Hospital and Health Service, Brisbane, Australia.
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48
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Anttila V, Bulik-Sullivan B, Finucane HK, Walters RK, Bras J, Duncan L, Escott-Price V, Falcone GJ, Gormley P, Malik R, Patsopoulos NA, Ripke S, Wei Z, Yu D, Lee PH, Turley P, Grenier-Boley B, Chouraki V, Kamatani Y, Berr C, Letenneur L, Hannequin D, Amouyel P, Boland A, Deleuze JF, Duron E, Vardarajan BN, Reitz C, Goate AM, Huentelman MJ, Kamboh MI, Larson EB, Rogaeva E, St George-Hyslop P, Hakonarson H, Kukull WA, Farrer LA, Barnes LL, Beach TG, Demirci FY, Head E, Hulette CM, Jicha GA, Kauwe JSK, Kaye JA, Leverenz JB, Levey AI, Lieberman AP, Pankratz VS, Poon WW, Quinn JF, Saykin AJ, Schneider LS, Smith AG, Sonnen JA, Stern RA, Van Deerlin VM, Van Eldik LJ, Harold D, Russo G, Rubinsztein DC, Bayer A, Tsolaki M, Proitsi P, Fox NC, Hampel H, Owen MJ, Mead S, Passmore P, Morgan K, Nöthen MM, Rossor M, Lupton MK, Hoffmann P, Kornhuber J, Lawlor B, McQuillin A, Al-Chalabi A, Bis JC, Ruiz A, Boada M, Seshadri S, Beiser A, Rice K, van der Lee SJ, De Jager PL, Geschwind DH, Riemenschneider M, Riedel-Heller S, Rotter JI, Ransmayr G, Hyman BT, Cruchaga C, Alegret M, Winsvold B, Palta P, Farh KH, Cuenca-Leon E, Furlotte N, Kurth T, Ligthart L, Terwindt GM, Freilinger T, Ran C, Gordon SD, Borck G, Adams HHH, Lehtimäki T, Wedenoja J, Buring JE, Schürks M, Hrafnsdottir M, Hottenga JJ, Penninx B, Artto V, Kaunisto M, Vepsäläinen S, Martin NG, Montgomery GW, Kurki MI, Hämäläinen E, Huang H, Huang J, Sandor C, Webber C, Muller-Myhsok B, Schreiber S, Salomaa V, Loehrer E, Göbel H, Macaya A, Pozo-Rosich P, Hansen T, Werge T, Kaprio J, Metspalu A, Kubisch C, Ferrari MD, Belin AC, van den Maagdenberg AMJM, Zwart JA, Boomsma D, Eriksson N, Olesen J, Chasman DI, Nyholt DR, Avbersek A, Baum L, Berkovic S, Bradfield J, Buono RJ, Catarino CB, Cossette P, De Jonghe P, Depondt C, Dlugos D, Ferraro TN, French J, Hjalgrim H, Jamnadas-Khoda J, Kälviäinen R, Kunz WS, Lerche H, Leu C, Lindhout D, Lo W, Lowenstein D, McCormack M, Møller RS, Molloy A, Ng PW, Oliver K, Privitera M, Radtke R, Ruppert AK, Sander T, Schachter S, Schankin C, Scheffer I, Schoch S, Sisodiya SM, Smith P, Sperling M, Striano P, Surges R, Thomas GN, Visscher F, Whelan CD, Zara F, Heinzen EL, Marson A, Becker F, Stroink H, Zimprich F, Gasser T, Gibbs R, Heutink P, Martinez M, Morris HR, Sharma M, Ryten M, Mok KY, Pulit S, Bevan S, Holliday E, Attia J, Battey T, Boncoraglio G, Thijs V, Chen WM, Mitchell B, Rothwell P, Sharma P, Sudlow C, Vicente A, Markus H, Kourkoulis C, Pera J, Raffeld M, Silliman S, Boraska Perica V, Thornton LM, Huckins LM, William Rayner N, Lewis CM, Gratacos M, Rybakowski F, Keski-Rahkonen A, Raevuori A, Hudson JI, Reichborn-Kjennerud T, Monteleone P, Karwautz A, Mannik K, Baker JH, O'Toole JK, Trace SE, Davis OSP, Helder SG, Ehrlich S, Herpertz-Dahlmann B, Danner UN, van Elburg AA, Clementi M, Forzan M, Docampo E, Lissowska J, Hauser J, Tortorella A, Maj M, Gonidakis F, Tziouvas K, Papezova H, Yilmaz Z, Wagner G, Cohen-Woods S, Herms S, Julià A, Rabionet R, Dick DM, Ripatti S, Andreassen OA, Espeseth T, Lundervold AJ, Steen VM, Pinto D, Scherer SW, Aschauer H, Schosser A, Alfredsson L, Padyukov L, Halmi KA, Mitchell J, Strober M, Bergen AW, Kaye W, Szatkiewicz JP, Cormand B, Ramos-Quiroga JA, Sánchez-Mora C, Ribasés M, Casas M, Hervas A, Arranz MJ, Haavik J, Zayats T, Johansson S, Williams N, Dempfle A, Rothenberger A, Kuntsi J, Oades RD, Banaschewski T, Franke B, Buitelaar JK, Arias Vasquez A, Doyle AE, Reif A, Lesch KP, Freitag C, Rivero O, Palmason H, Romanos M, Langley K, Rietschel M, Witt SH, Dalsgaard S, Børglum AD, Waldman I, Wilmot B, Molly N, Bau CHD, Crosbie J, Schachar R, Loo SK, McGough JJ, Grevet EH, Medland SE, Robinson E, Weiss LA, Bacchelli E, Bailey A, Bal V, Battaglia A, Betancur C, Bolton P, Cantor R, Celestino-Soper P, Dawson G, De Rubeis S, Duque F, Green A, Klauck SM, Leboyer M, Levitt P, Maestrini E, Mane S, De-Luca DM, Parr J, Regan R, Reichenberg A, Sandin S, Vorstman J, Wassink T, Wijsman E, Cook E, Santangelo S, Delorme R, Rogé B, Magalhaes T, Arking D, Schulze TG, Thompson RC, Strohmaier J, Matthews K, Melle I, Morris D, Blackwood D, McIntosh A, Bergen SE, Schalling M, Jamain S, Maaser A, Fischer SB, Reinbold CS, Fullerton JM, Guzman-Parra J, Mayoral F, Schofield PR, Cichon S, Mühleisen TW, Degenhardt F, Schumacher J, Bauer M, Mitchell PB, Gershon ES, Rice J, Potash JB, Zandi PP, Craddock N, Ferrier IN, Alda M, Rouleau GA, Turecki G, Ophoff R, Pato C, Anjorin A, Stahl E, Leber M, Czerski PM, Cruceanu C, Jones IR, Posthuma D, Andlauer TFM, Forstner AJ, Streit F, Baune BT, Air T, Sinnamon G, Wray NR, MacIntyre DJ, Porteous D, Homuth G, Rivera M, Grove J, Middeldorp CM, Hickie I, Pergadia M, Mehta D, Smit JH, Jansen R, de Geus E, Dunn E, Li QS, Nauck M, Schoevers RA, Beekman AT, Knowles JA, Viktorin A, Arnold P, Barr CL, Bedoya-Berrio G, Bienvenu OJ, Brentani H, Burton C, Camarena B, Cappi C, Cath D, Cavallini M, Cusi D, Darrow S, Denys D, Derks EM, Dietrich A, Fernandez T, Figee M, Freimer N, Gerber G, Grados M, Greenberg E, Hanna GL, Hartmann A, Hirschtritt ME, Hoekstra PJ, Huang A, Huyser C, Illmann C, Jenike M, Kuperman S, Leventhal B, Lochner C, Lyon GJ, Macciardi F, Madruga-Garrido M, Malaty IA, Maras A, McGrath L, Miguel EC, Mir P, Nestadt G, Nicolini H, Okun MS, Pakstis A, Paschou P, Piacentini J, Pittenger C, Plessen K, Ramensky V, Ramos EM, Reus V, Richter MA, Riddle MA, Robertson MM, Roessner V, Rosário M, Samuels JF, Sandor P, Stein DJ, Tsetsos F, Van Nieuwerburgh F, Weatherall S, Wendland JR, Wolanczyk T, Worbe Y, Zai G, Goes FS, McLaughlin N, Nestadt PS, Grabe HJ, Depienne C, Konkashbaev A, Lanzagorta N, Valencia-Duarte A, Bramon E, Buccola N, Cahn W, Cairns M, Chong SA, Cohen D, Crespo-Facorro B, Crowley J, Davidson M, DeLisi L, Dinan T, Donohoe G, Drapeau E, Duan J, Haan L, Hougaard D, Karachanak-Yankova S, Khrunin A, Klovins J, Kučinskas V, Lee Chee Keong J, Limborska S, Loughland C, Lönnqvist J, Maher B, Mattheisen M, McDonald C, Murphy KC, Nenadic I, van Os J, Pantelis C, Pato M, Petryshen T, Quested D, Roussos P, Sanders AR, Schall U, Schwab SG, Sim K, So HC, Stögmann E, Subramaniam M, Toncheva D, Waddington J, Walters J, Weiser M, Cheng W, Cloninger R, Curtis D, Gejman PV, Henskens F, Mattingsdal M, Oh SY, Scott R, Webb B, Breen G, Churchhouse C, Bulik CM, Daly M, Dichgans M, Faraone SV, Guerreiro R, Holmans P, Kendler KS, Koeleman B, Mathews CA, Price A, Scharf J, Sklar P, Williams J, Wood NW, Cotsapas C, Palotie A, Smoller JW, Sullivan P, Rosand J, Corvin A, Neale BM, Schott JM, Anney R, Elia J, Grigoroiu-Serbanescu M, Edenberg HJ, Murray R. Analysis of shared heritability in common disorders of the brain. Science 2018; 360:eaap8757. [PMID: 29930110 PMCID: PMC6097237 DOI: 10.1126/science.aap8757] [Citation(s) in RCA: 847] [Impact Index Per Article: 141.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/15/2016] [Revised: 02/07/2017] [Accepted: 04/24/2018] [Indexed: 01/01/2023]
Abstract
Disorders of the brain can exhibit considerable epidemiological comorbidity and often share symptoms, provoking debate about their etiologic overlap. We quantified the genetic sharing of 25 brain disorders from genome-wide association studies of 265,218 patients and 784,643 control participants and assessed their relationship to 17 phenotypes from 1,191,588 individuals. Psychiatric disorders share common variant risk, whereas neurological disorders appear more distinct from one another and from the psychiatric disorders. We also identified significant sharing between disorders and a number of brain phenotypes, including cognitive measures. Further, we conducted simulations to explore how statistical power, diagnostic misclassification, and phenotypic heterogeneity affect genetic correlations. These results highlight the importance of common genetic variation as a risk factor for brain disorders and the value of heritability-based methods in understanding their etiology.
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Affiliation(s)
- Verneri Anttila
- Analytic Translational Genetics Unit, Massachusetts General Hospital Harvard Medical School, Boston, Massachusetts, USA.
- Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
- Program in Medical and Population Genetics, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
| | - Brendan Bulik-Sullivan
- Analytic Translational Genetics Unit, Massachusetts General Hospital Harvard Medical School, Boston, Massachusetts, USA
- Program in Medical and Population Genetics, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
| | - Hilary K Finucane
- Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
- Program in Medical and Population Genetics, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
- Department of Mathematics, Massachusetts Institute of Technology, Cambridge, Massachusetts, USA
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, Massachusetts, USA
| | - Raymond K Walters
- Analytic Translational Genetics Unit, Massachusetts General Hospital Harvard Medical School, Boston, Massachusetts, USA
- Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
- Program in Medical and Population Genetics, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
| | - Jose Bras
- UK Dementia Research Institute, University College London, London, UK
- Department of Molecular Neuroscience, Institute of Neurology, University College London, London, UK
| | - Laramie Duncan
- Analytic Translational Genetics Unit, Massachusetts General Hospital Harvard Medical School, Boston, Massachusetts, USA
- Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
- Program in Medical and Population Genetics, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
- Department of Psychiatry and Behavioral Science, Stanford University, Stanford, California, USA
| | - Valentina Escott-Price
- Cardiff University, Medical Research Council Center for Neuropsychiatric Genetics & Genomics, Institute of Psychology, Medicine & Clinical Neuroscience, Cardiff, UK
- Dementia Research Institute, Cardiff University, Cardiff, UK
| | - Guido J Falcone
- Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA
- Department of Neurology, Massachusetts General Hospital, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Padhraig Gormley
- Analytic Translational Genetics Unit, Massachusetts General Hospital Harvard Medical School, Boston, Massachusetts, USA
- Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
- Program in Medical and Population Genetics, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
- Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA
| | - Rainer Malik
- Institute for Stroke and Dementia Research (ISD), University Hospital, LMU Munich, Munich, Germany
| | - Nikolaos A Patsopoulos
- Program in Medical and Population Genetics, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
- Department of Neurology, Brigham & Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Stephan Ripke
- Analytic Translational Genetics Unit, Massachusetts General Hospital Harvard Medical School, Boston, Massachusetts, USA
- Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
- Program in Medical and Population Genetics, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
- Charite Universitatsmedizin Berlin, Berlin, Germany
| | - Zhi Wei
- Department of Computer Science, New Jersey Institute of Technology, New Jersey, USA
| | - Dongmei Yu
- Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
- Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA
| | - Phil H Lee
- Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
- Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA
| | - Patrick Turley
- Analytic Translational Genetics Unit, Massachusetts General Hospital Harvard Medical School, Boston, Massachusetts, USA
- Program in Medical and Population Genetics, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
| | - Benjamin Grenier-Boley
- INSERM U1167 LabEx DISTALZ, Lille, France
- Institut Pasteur de Lille, U1167, Lille, France
- Université de Lille, U1167, RID-AGE, Risk Factors and Molecular Determinants of Aging-Related Diseases, Lille, France
| | - Vincent Chouraki
- INSERM U1167 LabEx DISTALZ, Lille, France
- Institut Pasteur de Lille, U1167, Lille, France
- Université de Lille, U1167, RID-AGE, Risk Factors and Molecular Determinants of Aging-Related Diseases, Lille, France
- Centre Hosp. Univ Lille, Lille, France
| | - Yoichiro Kamatani
- Laboratory for Statistical Analysis, RIKEN Center for Integrative Medical Sciences, Yokohama, Japan
- Center for Genomic Medicine, Kyoto University Graduate School of Medicine, Kyoto, Japan
| | - Claudine Berr
- INSERM U1061 - Neuropsychiatry: Epidemiological and Clinical Research, Montpellier, France
- University of Montpellier, Montpellier, France
- Memory Research and Resources Center, Department of Neurology, Montpellier University Hospital Gui de Chauliac, Montpellier, France
| | - Luc Letenneur
- INSERM, UMR 1219, Bordeaux, France
- University of Bordeaux, Bordeaux, France
| | - Didier Hannequin
- Rouen University Hospital, Rouen, France
- Inserm U1245, Rouen, France
| | - Philippe Amouyel
- INSERM U1167 LabEx DISTALZ, Lille, France
- Institut Pasteur de Lille, U1167, Lille, France
- Université de Lille, U1167, RID-AGE, Risk Factors and Molecular Determinants of Aging-Related Diseases, Lille, France
- Centre Hosp. Univ Lille, Lille, France
| | - Anne Boland
- Centre National de Recherche en Génomique Humaine (CNRGH), Institut de biologie François Jacob, CEA, Evry, France
| | - Jean-François Deleuze
- Centre National de Recherche en Génomique Humaine (CNRGH), Institut de biologie François Jacob, CEA, Evry, France
| | - Emmanuelle Duron
- Department of Gerontology, Hôpital Broca, AH-HP, Paris, France
- Hôpital Paul Brousse Université Paris Sud XI, Le Kremlin-Bicêtre, Paris, France
| | - Badri N Vardarajan
- Gertrude H. Sergievsky Center and Dept of Neurology, Columbia University, New York, NY, USA
| | | | - Alison M Goate
- Department of Neuroscience, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Matthew J Huentelman
- Translational Genomics Research Institute, Neurogenomics Division, Phoenix, AZ, USA
| | | | - Eric B Larson
- Kaiser Permanente Washington Health Research Institute, Seattle, WA, USA
- Department of Medicine, University of Washington, WA, USA
| | - Ekaterina Rogaeva
- Tanz Centre for Research in Neurodegenerative Diseases, University of Toronto, Toronto, Canada
| | - Peter St George-Hyslop
- Tanz Centre for Research in Neurodegenerative Diseases, University of Toronto, Toronto, Canada
- Cambridge Institute for Medical Research, University of Cambridge, Cambridge, UK
| | - Hakon Hakonarson
- Center for Applied Genomics of The Children's Hospital of Philadelphia, Philadelphia, PA, USA
- Division of Human Genetics, Children's Hospital of Philadelphia, Philadelphia, PA, USA
- Department of Pediatrics, The Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Walter A Kukull
- National Alzheimer Coordinating Center (NACC), Department of Epidemiology, University of Washington, Seattle, WA, USA
| | - Lindsay A Farrer
- Department of Medicine, Boston University School of Medicine, Boston, MA, USA
| | - Lisa L Barnes
- Rush Alzheimers Disease Center, Chicago, IL, USA
- Department of Neurological Sciences, Rush Medical College, Chicago, IL, USA
- Department of Behavioral Sciences, Rush Medical College, Chicago, IL, USA
| | | | | | - Elizabeth Head
- Sanders-Brown Center on Aging, University of Kentucky, Lexington, KY, USA
| | - Christine M Hulette
- Department of Pathology, Duke University School of Medicine, Durham, NC, USA
| | - Gregory A Jicha
- College of Medicine, University of Kentucky, Lexington, KY, USA
| | - John S K Kauwe
- Department of Biology, Brigham Young University, Provo, UT, USA
| | - Jeffrey A Kaye
- Layton Aging & Alzheimer's Disease Center, Oregon Health & Science University, Portland, OR, USA
| | - James B Leverenz
- Lou Ruvo Center for Brain Health, Neurological Institute, Cleveland Clinic, Cleveland, OH, USA
| | - Allan I Levey
- Department of Neurology, School of Medicine, Emory University, Atlanta, GA, USA
| | - Andrew P Lieberman
- Department of Pathology, University of Michigan Medical School, Ann Arbor, MI, USA
| | - Vernon S Pankratz
- University of New Mexico Health Sciences Center, Albuquerque, NM, USA
| | - Wayne W Poon
- Institute for Memory Impairments and Neurological Disorders, University of California, Irvine, CA, USA
| | - Joseph F Quinn
- Department of Neurology, Oregon Health and Science University, Portland, OR, USA
- Department of Neurology and Parkinson's Disease Research Education and Clinical Care Center (PADRECC), Portland Veterans Affairs Medical Center, Portland, OR, USA
| | - Andrew J Saykin
- Indiana Alzheimer Disease Center, Indiana University School of Medicine, Indianapolis, IN, USA
| | - Lon S Schneider
- Keck School of Medicine of the University of Southern California, Los Angeles, CA, USA
| | - Amanda G Smith
- Byrd Alzheimer's Institute, University of South Florida, Tampa, FL, USA
| | - Joshua A Sonnen
- Department of Pathology, University of Utah, Salt Lake City, UT, USA
- Department of Pathology, University of Washington, Seattle, WA, USA
| | | | - Vivianna M Van Deerlin
- Department of Pathology and Laboratory Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Linda J Van Eldik
- Sanders-Brown Center on Aging, University of Kentucky, Lexington, KY, USA
| | - Denise Harold
- School of Biotechnology, Dublin City University, Glasnevin, Dublin, Ireland
| | - Giancarlo Russo
- Functional Genomics Center Zurich, ETH/UZH-Zurich, Zurich, Switzerland
| | - David C Rubinsztein
- Department of Medical Genetics, Cambridge Institute for Medical Research, Cambridge, UK
- UK Dementia Research Institute, Cambridge, UK
| | | | - Magda Tsolaki
- 1st and 3rd Departments of Neurology, Aristotle University of Thessaloniki, Thessaloniki, Greece
- Greek Association of Alzheimer's Disease and Related Disorders, Thessaloniki, Greece
| | - Petra Proitsi
- Maurice Wohl Clinical Neuroscience Institute, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - Nick C Fox
- Dementia Research Centre, UCL Institute of Neurology, London, UK
- UK Dementia Research Institute, University College London, London, UK
| | - Harald Hampel
- Sorbonne University, GRC n° 21, Alzheimer Precision Medicine (APM), AP-HP, Pitié-Salpêtrière Hospital, Paris, France
- Institute of Memory and Alzheimer's Disease (IM2A), Department of Neurology, Pitié-Salpêtrière Hospital, AP-HP, Paris, France
- Brain & Spine Institute (ICM), INSERM U 1127, CNRS UMR 7225, Paris, France
- AXA Research Fund & Sorbonne University Chair, Paris, France
| | - Michael J Owen
- MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, UK
- Institute of Psychological Medicine and Clinical Neurosciences, School of Medicine, Cardiff University, Cardiff, UK
| | - Simon Mead
- Institute of Prion Diseases and MRC Prion Unit, University College London, London, UK
| | - Peter Passmore
- Centre for Public Health, Queens University Belfast, Belfast, UK
| | - Kevin Morgan
- Human Genetics, School of Life Sciences, University of Nottingham, Nottingham UK
| | - Markus M Nöthen
- Department of Genomics, Life & Brain Center, University of Bonn, Bonn, Germany
- Institute of Human Genetics, School of Medicine, University of Bonn & University Hospital Bonn, Bonn, Germany
| | - Martin Rossor
- Department of Neurodegeneration, UCL Institute of Neurology, London, UK
| | - Michelle K Lupton
- QIMR Berghofer Medical Research Institute, Brisbane, Australia
- Institute of Psychiatry Psychology and Neuroscience, Kings College London, UK
| | - Per Hoffmann
- Department of Genomics, Life & Brain Center, University of Bonn, Bonn, Germany
- Institute of Human Genetics, School of Medicine, University of Bonn & University Hospital Bonn, Bonn, Germany
- Institute of Medical Genetics and Pathology, University Hospital Basel, Basel, Switzerland
- Human Genomics Research Group, Department of Biomedicine, University of Basel, Basel, Switzerland
| | - Johannes Kornhuber
- Department of Psychiatry and Psychotherapy, Friedrich-Alexander-Universität Erlangen-Nürnberg University Hospital, Erlangen, Germany
| | - Brian Lawlor
- Department of Psychiatry and Global Brain Health Institute, Trinity College, Dublin, Ireland
| | - Andrew McQuillin
- Division of Psychiatry, Molecular Psychiatry Laboratory,University College London, London, UK
| | - Ammar Al-Chalabi
- Maurice Wohl Clinical Neuroscience Institute, Department of Basic and Clinical Neuroscience, King's College London, London, UK
- King's College Hospital, London, UK
| | - Joshua C Bis
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA
| | - Agustin Ruiz
- Fundació ACE, Institut Català de Neurociències Aplicades, Barcelona, Spain and Universitat Internacional de Catalunya, Barcelona, Spain
- Facultat de Medicina i Ciències de la Salut, Universitat Internacional de Catalunya (UIC), Barcelona, Spain
| | - Mercè Boada
- Fundació ACE, Institut Català de Neurociències Aplicades, Barcelona, Spain and Universitat Internacional de Catalunya, Barcelona, Spain
| | - Sudha Seshadri
- Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases, University of Texas Health Sciences Center, San Antonio, Texas, USA
- Neurology and Neurogenetics Core, Framingham Heart Study, Framingham, MA, USA
- School of Medicine, Boston University, Boston, MA, USA
| | - Alexa Beiser
- School of Public Health, Boston University, Boston, MA, USA
- Framingham Heart Study, Framingham, MA, USA
- School of Medicine, Boston University, Boston, MA, USA
| | - Kenneth Rice
- Department of Biostatistics, University of Washington, Seattle, WA, USA
| | - Sven J van der Lee
- Department of Epidemiology, Erasmus Medical Centre, Rotterdam, the Netherlands
| | - Philip L De Jager
- Center for Translational & Computational Neuroimmunology, Columbia University Medical Center, New York, NY, USA
| | - Daniel H Geschwind
- Neurogenetics Program, Departments of Neurology and Human Genetics, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, CA, USA
- Center For Autism Research and Treatment, Semel Institute, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, CA, USA
- Institute for Precision Health, University of California, Los Angeles, Los Angeles, CA, USA
| | | | - Steffi Riedel-Heller
- Institute of Social Medicine, Occupational Health and Public Health (ISAP), University of Leipzig, Leipzig, Germany
| | - Jerome I Rotter
- Institute for Translational Genomics and Population Sciences, Departments of Pediatrics and Medicine, LABioMed at Harbor-UCLA Medical Center, Torrance, CA, USA
| | - Gerhard Ransmayr
- Department of Neurology II, Kepler University Clinic, Johannes Kepler University, Linz, Austria
| | - Bradley T Hyman
- Department of Neurology, Massachusetts General Hospital, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Carlos Cruchaga
- Washington University School of Medicine, St. Louis, MO, USA
| | - Montserrat Alegret
- Fundació ACE, Institut Català de Neurociències Aplicades, Barcelona, Spain and Universitat Internacional de Catalunya, Barcelona, Spain
| | - Bendik Winsvold
- Communication and Research Unit for Musculoskeletal Disorders (FORMI), Oslo University Hospital, Oslo, Norway
- Department of Neurology, Oslo University Hospital, Oslo, Norway
| | - Priit Palta
- Institute for Molecular Medicine Finland (FIMM), HiLIFE, University of Helsinki, Helsinki, Finland
- Estonian Genome Center, Institute of Genomics, University of Tartu, Tartu, Estonia
| | - Kai-How Farh
- Illumina Inc., San Diego, CA, USA
- Program in Medical and Population Genetics, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
| | - Ester Cuenca-Leon
- Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA
- Program in Medical and Population Genetics, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
- Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
| | | | - Tobias Kurth
- Institute of Public Health, Charité - Universitätsmedizin Berlin, Berlin, Germany
| | - Lannie Ligthart
- Department of Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
| | - Gisela M Terwindt
- Department of Neurology, Leiden University Medical Center, Leiden, The Netherlands
| | - Tobias Freilinger
- Institute for Stroke and Dementia Research, Klinikum der Universitaet Muenchen, Munich, Germany
- Department of Neurology and Epileptology, Hertie Institute for Clinical Brain Research, University of Tuebingen, Tuebingen, Germany
| | - Caroline Ran
- Department of Neuroscience, Karolinska Institutet, Stockholm, Sweden
| | - Scott D Gordon
- QIMR Berghofer Medical Research Institute, Brisbane, Australia
| | - Guntram Borck
- Institute of Human Genetics, University of Ulm, Ulm, Germany
| | - Hieab H H Adams
- Department of Epidemiology, Erasmus Medical Centre, Rotterdam, the Netherlands
- Department of Radiology and Nuclear Medicine, Erasmus Medical Centre, Rotterdam, the Netherlands
| | - Terho Lehtimäki
- Department of Clinical Chemistry, Fimlab Laboratories and Finnish Cardiovascular Research Center-Tampere, Faculty of Medicine and Life Sciences, University of Tampere, Tampere, Finland
| | - Juho Wedenoja
- Department of Ophthalmology, University of Helsinki and Helsinki University Hospital, Helsinki, Finland
- Department of Public Health, University of Helsinki, Helsinki, Finland
| | | | - Markus Schürks
- Department of Neurology, University Hospital Essen, Germany
| | | | - Jouke-Jan Hottenga
- Department of Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
- Avera Institute for Human Genetics, Sioux Falls, SD, USA
| | - Brenda Penninx
- Department of Psychiatry, VU University Medical Center, Amsterdam, The Netherlands
| | - Ville Artto
- Department of Neurology, Helsinki University Central Hospital, Helsinki, Finland
| | - Mari Kaunisto
- Institute for Molecular Medicine Finland (FIMM), HiLIFE, University of Helsinki, Helsinki, Finland
| | - Salli Vepsäläinen
- Department of Neurology, Helsinki University Central Hospital, Helsinki, Finland
| | | | - Grant W Montgomery
- QIMR Berghofer Medical Research Institute, Brisbane, Australia
- Institute for Molecular Bioscience, University of Queensland, Brisbane, Australia
| | - Mitja I Kurki
- Analytic Translational Genetics Unit, Massachusetts General Hospital Harvard Medical School, Boston, Massachusetts, USA
- Program in Medical and Population Genetics, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
- Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA
- Institute for Molecular Medicine Finland (FIMM), HiLIFE, University of Helsinki, Helsinki, Finland
| | - Eija Hämäläinen
- Institute for Molecular Medicine Finland (FIMM), HiLIFE, University of Helsinki, Helsinki, Finland
| | - Hailiang Huang
- Analytic Translational Genetics Unit, Massachusetts General Hospital Harvard Medical School, Boston, Massachusetts, USA
- Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
- Department of Medicine, Harvard Medical School, Boston, MA, USA
| | - Jie Huang
- Boston VA Research Institute, Boston, MA, USA
- Brigham Women's Hospital Division of Aging, Harvard Medical School, Boston, MA, USA
| | - Cynthia Sandor
- Department of Physiology, Anatomy and Genetics, University of Oxford, Oxford, UK
| | - Caleb Webber
- Department of Physiology, Anatomy and Genetics, University of Oxford, Oxford, UK
- Dementia Research Institute, Cardiff University, Cardiff, UK
| | - Bertram Muller-Myhsok
- Max Planck Institute of Psychiatry, Munich, Germany
- Munich Cluster for Systems Neurology (SyNergy), Munich, Germany
- Institute of Translational Medicine, University of Liverpool, Liverpool, UK
| | - Stefan Schreiber
- Institute of Clinical Molecular Biology, Kiel University and University Hospital Schleswig-Holstein, Kiel, Germany
- Clinic of Internal Medicine I, University Hospital Schleswig-Holstein, Kiel, Germany
| | - Veikko Salomaa
- National Institute for Health and Welfare, Helsinki, Finland
| | - Elizabeth Loehrer
- Department of Environmental Health, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | | | - Alfons Macaya
- Pediatric Neurology Research Group, Vall d'Hebron Research Institute, Autonomous University of Barcelona, Barcelona, Spain
| | - Patricia Pozo-Rosich
- Headache Unit, Neurology Department, Hospital Vall d'Hebron, Barcelona, Spain
- Headache Research Group, VHIR, Autonomous University of Barcelona, Barcelona, Spain
| | - Thomas Hansen
- Danish Headache Center, Rigshospitalet Glostrup and University of Copenhagen, Copenhagen, Denmark
- Institute of Biological Psychiatry, Roskilde, Denmark
| | - Thomas Werge
- Institute of Biological Psychiatry, Roskilde, Denmark
- Department of Clinical Sciences, University of Copenhagen, Copenhagen, Denmark
- Lundbeck Foundation Initiative for Integrative Psychiatric Research, iPSYCH, Aarhus, Denmark
| | - Jaakko Kaprio
- Institute for Molecular Medicine Finland (FIMM), HiLIFE, University of Helsinki, Helsinki, Finland
- Department of Public Health, University of Helsinki, Helsinki, Finland
| | - Andres Metspalu
- Estonian Genome Center, Institute of Genomics, University of Tartu, Tartu, Estonia
| | - Christian Kubisch
- Institute of Human Genetics, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Michel D Ferrari
- Department of Neurology, Leiden University Medical Center, Leiden, The Netherlands
| | - Andrea C Belin
- Department of Neuroscience, Karolinska Institutet, Stockholm, Sweden
| | - Arn M J M van den Maagdenberg
- Department of Human Genetics, Leiden University Medical Center, Leiden, The Netherlands
- Department of Neurology, Leiden University Medical Center, Leiden, The Netherlands
| | - John-Anker Zwart
- Division of Clinical Neuroscience, Oslo University Hospital and University of Oslo, Oslo, Norway
| | - Dorret Boomsma
- Netherlands Twin Register, Vrije Universiteit, Amsterdam, the Netherlands
- Department of Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
| | | | - Jes Olesen
- Danish Headache Center, Rigshospitalet Glostrup and University of Copenhagen, Copenhagen, Denmark
| | - Daniel I Chasman
- Division of Preventive Medicine, Brigham and Women's Hospital, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Dale R Nyholt
- Statistical and Genomic Epidemiology Laboratory, Institute of Health and Biomedical Innovation, Queensland University of Technology, Brisbane, Queensland, Australia
| | - Andreja Avbersek
- Department of Clinical and Experimental Epilepsy, UCL Institute of Neurology, London, UK
| | - Larry Baum
- Centre for Genomic Sciences, University of Hong Kong, Hong Kong
| | - Samuel Berkovic
- Epilepsy Research Centre, University of Melbourne, Heidelberg, Australia
| | | | - Russell J Buono
- Cooper Medical School of Rowan University, Camden, NJ, USA
- Thomas Jefferson University Hospital, Philadelphia, PA, USA
- Children's Hospital of Philadelphia, Philadelphia, PA, USA
| | - Claudia B Catarino
- Department of Clinical and Experimental Epilepsy, UCL Institute of Neurology, London, UK
- Epilepsy Society, Chalfont-St-Peter, Bucks, UK
| | - Patrick Cossette
- Centre de Recherche du Centre Hospitalier de l'Universite de Montreal and Department of Neurosciences, Université de Montréal, Montréal, Canada
| | - Peter De Jonghe
- Neurogenetics Group, VIB-CMN, Antwerp, Belgium
- University of Antwerp, Antwerp, Belgium
- Department of Neurology, Antwerp University Hospital, Antwerp, Belgium
| | - Chantal Depondt
- Department of Neurology, Hôpital Erasme, Université Libre de Bruxelles, Brussels, Belgium
| | - Dennis Dlugos
- Division of Neurology, Children's Hospital of Philadelphia, Philadelphia, PA, USA
- Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA, USA
| | - Thomas N Ferraro
- Department of Biomedical Sciences, Cooper Medical School of Rowan University, Camden, NJ, USA
- Department of Psychiatry, Center for Neurobiology and Behavior, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA, USA
| | | | | | - Jennifer Jamnadas-Khoda
- Department of Clinical and Experimental Epilepsy, UCL Institute of Neurology, London, UK
- Institute of Mental Health, University of Nottingham, Nottingham, UK
| | - Reetta Kälviäinen
- Epilepsy Center/Neurocenter, Kuopio University Hospital, Kuopio, Finland
- Institute of Clinical Medicine, School of Medicine, Faculty of Health Sciences, University of Eastern Finland, Kuopio, Finland
| | - Wolfram S Kunz
- Department of Epileptology, University Bonn Medical Center, Bonn, Germany
- Institute of Experimental Epileptology and Cognition Research, University Bonn Medical Center, Bonn, Germany
| | - Holger Lerche
- Department of Neurology and Epileptology, Hertie Institute for Clinical Brain Research, University of Tuebingen, Tuebingen, Germany
| | - Costin Leu
- Department of Clinical and Experimental Epilepsy, NIHR University College London Hospitals Biomedical Research Centre, UCL Institute of Neurology, London
| | - Dick Lindhout
- Department of Genetics, University Medical Center Utrecht, the Netherlands
- Epilepsy Foundation in the Netherlands (SEIN), Heemstede, the Netherlands
| | - Warren Lo
- Departments of Pediatrics and Neurology, Ohio State University, Columbus, OH, USA
- Nationwide Children's Hospital, Columbus, OH, USA
| | - Daniel Lowenstein
- Department of Neurology, University of California, San Francisco, CA, USA
| | - Mark McCormack
- Department of Molecular and Cellular Therapeutics, Royal College of Surgeons in Ireland, Dublin, Ireland
- Center for Molecular Medicine, University Medical Center Utrecht, Utrecht, the Netherlands
| | - Rikke S Møller
- Danish Epilepsy Centre, Filadelfia, Dianalund, Denmark
- Institute for Regional Health Services, University of Southern Denmark, Odense, Denmark
| | | | - Ping-Wing Ng
- United Christian Hospital, Hong Kong
- Hong Kong Sanatorium and Hospital, Hong Kong
| | - Karen Oliver
- Epilepsy Research Centre, University of Melbourne, Austin Health, Heidelberg, Australia
| | - Michael Privitera
- Department of Neurology, University of Cincinnati, Cincinnati, OH, USA
- UC Gardner Neuroscience Institute, Cincinnati, OH, USA
| | - Rodney Radtke
- Department of Neurology, Duke University School of Medicine, Durham, NC, USA
| | | | - Thomas Sander
- Cologne Center for Genomics (CCG), University of Cologne, Cologne, Germany
| | - Steven Schachter
- Department of Neurology, Beth Israel Deaconess Medical Center, Boston, MA, USA
- Department of Neurology, Massachusetts General Hospital, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Christoph Schankin
- Department of Neurology, Inselspital, Bern University Hospital, University of Bern, Switzerland
- Department of Neurology, University of Munich Hospital, Grosshadern, University of Munich, Germany
| | - Ingrid Scheffer
- Department of Medicine, The University of Melbourne, Austin Health, Melbourne, Victoria, Australia
- Department of Paediatrics, Royal Children's Hospital, The University of Melbourne, Melbourne, Victoria, Australia
- Florey Institute of Neuroscience and Mental Health, Melbourne, Victoria, Australia
| | - Susanne Schoch
- Institute of Neuropathology, Bonn University Medical School, Bonn, Germany
| | - Sanjay M Sisodiya
- UCL Institute of Neurology, London, UK
- Chalfont Centre for Epilepsy, Bucks, UK
| | | | - Michael Sperling
- Department of Neurology, Thomas Jefferson University, Philadelphia, PA, USA
| | - Pasquale Striano
- Pediatric Neurology and Muscular Diseases Unit-Department of Neurosciences, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health University of Genoa, "G. Gaslini" Institute, Genova, Italy
| | - Rainer Surges
- Department of Epileptology, University Hospital Bonn, Bonn, Germany
- Section of Epileptology, Department of Neurology, University Hospital RWTH Aachen, Aachen, Germany
| | - G Neil Thomas
- Institute of Applied Health Research, University of Birmingham, UK
| | - Frank Visscher
- Department of Neurology, Admiraal De Ruyter Hospital, Goes, The Netherlands
| | - Christopher D Whelan
- Department of Molecular and Cellular Therapeutics, Royal College of Surgeons in Ireland, Dublin, Ireland
| | - Federico Zara
- Laboratory of Neurogenetics, G. Gaslini Institute, Genova, Italy
| | - Erin L Heinzen
- Institute for Genomic Medicine, Columbia University Medical Center, New York, NY, USA
| | - Anthony Marson
- University of Liverpool, Liverpool, UK
- Walton Centre NHS Foundation Trust, Liverpool, UK
| | - Felicitas Becker
- Department of Neurology and Epileptology, University Hospital Tuebingen, Tuebingen, Germany
- Department of Neurology, University of Ulm, Ulm, Germany
| | | | - Fritz Zimprich
- Department of Neurology, Medical University of Vienna, Austria
| | - Thomas Gasser
- Hertie-Institute for Clinical Brain Research, University of Tübingen, Tübingen, Germany
- German Center for Neurodegenerative Diseases (DZNE), Tübingen, Germany
| | - Raphael Gibbs
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD, USA
| | - Peter Heutink
- German Center for Neurodegenerative Diseases (DZNE), Tübingen, Germany
- Hertie-Institute for Clinical Brain Research, University of Tübingen, Tübingen, Germany
| | - Maria Martinez
- INSERM U1220, IRSD, Toulouse, France
- Université Paul Sabatier, Toulouse, France
| | | | - Manu Sharma
- Centre for Genetic Epidemiology, Institute for Clinical Epidemiology and Applied Biometery, University of Tubingen, Germany
| | | | - Kin Y Mok
- Department of Molecular Neuroscience, Institute of Neurology, University College London, London, UK
- Division of Life Science, Hong Kong University of Science and Technology, Hong Kong Special Administrative Region, China
| | - Sara Pulit
- Department of Genetics, Center for Molecular Medicine, University Medical Center Utrecht, Utrecht, The Netherlands
- Big Data Institute, Li Ka Shing Centre for Health Information and Discovery, University of Oxford, Oxford, UK
- Program in Medical and Population Genetics, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
| | | | - Elizabeth Holliday
- Faculty of Health and Medicine, University of Newcastle, Callaghan, Australia
| | - John Attia
- University of Newcastle, Callaghan, Australia
- Hunter Medical Research Institute, Newcastle, Australia
| | - Thomas Battey
- Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA
- Division of Neurocritical Care and Emergency Neurology, Massachusetts General Hospital, Boston, MA, USA
| | - Giorgio Boncoraglio
- Department of Cerebrovascular Diseases, Fondazione IRCCS Istituto Neurologico Carlo Besta, Milano, Italy
- PhD Program in Neuroscience, University Milano-Bicocca, Monza, Italy
| | - Vincent Thijs
- Florey Institute of Neuroscience and Mental Health, Melbourne, Victoria, Australia
- Austin Health, Heidelberg, Australia
| | - Wei-Min Chen
- University of Virginia Center for Public Health Genomics, University of Virginia, Charlottesville, VA, USA
| | - Braxton Mitchell
- Dept of Medicine, University of Maryland School of Medicine, Baltimore, MD, USA
- Geriatrics Research and Education Clinical Center, Baltimore Veterans Administration Medical Center, Baltimore, MD, USA
| | - Peter Rothwell
- Centre for Prevention of Stroke and Dementia, Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, UK
| | - Pankaj Sharma
- Institute of Cardiovascular Research, Royal Holloway University of London, London, UK
- Ashford & St Peters NHS Foundation Trust, Surrey, UK
| | | | - Astrid Vicente
- Instituto Nacional de Saúde Doutor Ricardo Jorge, Lisboa, Portugal
- Biosystems and Integrative Sciences Institute - BioISI, University of Lisboa, Lisboa, Portugal
| | - Hugh Markus
- Department of Clinical Neurosciences, University of Cambridge, Cambridge, UK
| | - Christina Kourkoulis
- Program in Medical and Population Genetics, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
- Massachusetts General Hospital, Boston, MA, USA
- Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA
| | - Joana Pera
- Department of Neurology, Jagiellonian University Medical College, Kraków, Poland
| | - Miriam Raffeld
- Program in Medical and Population Genetics, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
- Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA
- Massachusetts General Hospital, Boston, MA, USA
- The Warren Alpert Medical School of Brown University, Providence, RI, USA
| | - Scott Silliman
- Department of Neurology, College of Medicine-Jacksonville, University of Florida, Jacksonville, FL, USA
| | | | - Laura M Thornton
- University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | | | - N William Rayner
- Wellcome Centre for Human Genetics, Nuffield Department of Medicine, University of Oxford, Oxford, UK
- Oxford Centre for Diabetes, Endocrinology and Metabolism, Nuffield Department of Medicine, University of Oxford, Oxford, UK
- Department of Human Genetics, Wellcome Sanger Institute, Hinxton, Cambridgeshire, UK
| | - Cathryn M Lewis
- MRC Social, Genetic and Developmental Psychiatry Centre, King's College London, London, UK
| | - Monica Gratacos
- Genes and Disease Programme, Centre for Genomic Regulation (CRG), Barcelona, Spain
| | - Filip Rybakowski
- Department of Adult Psychiatry, Poznan University of Medical Sciences, Poland
| | | | - Anu Raevuori
- Department of Adolescent Psychiatry, Helsinki University Central Hospital, Helsinki, Finland
- Clinicum, Department of Public Health, University of Helsinki, Finland
| | - James I Hudson
- Harvard Medical School/McLean Hospital, Belmont, MA, USA
| | | | - Palmiero Monteleone
- Department of Medicine, Surgery and Dentistry "Scuola Medica Salernitana", University of Salerno,Italy
| | - Andreas Karwautz
- Eating Disorders Unit, Department of Child and Adolescent Psychiatry, Medical University of Vienna, Vienna, Austria
| | - Katrin Mannik
- Estonian Genome Center, Institute of Genomics, University of Tartu, Tartu, Estonia
- Center for Integrative Genomics, University of Lausanne, Lausanne, Switzerland
| | - Jessica H Baker
- University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | | | - Sara E Trace
- Department of Psychiatry, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Oliver S P Davis
- MRC Integrative Epidemiology Unit and Bristol Medical School, University of Bristol, Bristol, UK
| | - Sietske G Helder
- Zorg op Orde BV, Leidschendam, The Netherlands
- MRC Social, Genetic and Developmental Psychiatry Centre, King's College London, London, UK
| | - Stefan Ehrlich
- Division of Psychological & Social Medicine and Developmental Neurosciences, Faculty of Medicine, Technischen Universität Dresden, Dresden, Germany
| | - Beate Herpertz-Dahlmann
- Department of Child & Adolescent Psychiatry & Psychosomatic Medicine of University Clinics, RWTH Aachen, Aachen, Germany
| | - Unna N Danner
- Altrecht Eating Disorders Rintveld, Altrecht Mental Health Institute, Zeist, The Netherlands
- Faculty of Social Sciences, University of Utrecht, Utrecht, the Netherlands
| | - Annemarie A van Elburg
- Altrecht Eating Disorders Rintveld, Altrecht Mental Health Institute, Zeist, The Netherlands
- Faculty of Social Sciences, University of Utrecht, Utrecht, the Netherlands
| | - Maurizio Clementi
- Medical Genetics Unit, Department SDB, University of Padova, Padova, Italy
| | - Monica Forzan
- UOC Genetica ed Epidemiologica Clinica Az. Ospedaliera, Padova, Italy
| | - Elisa Docampo
- Department of Human Genetics, CHU Sart-Tilman, University of Liège, Liège, Belgium
- Department of Rheumatology, CHU Sart-Tilman, University of Liège, Liège, Belgium
| | - Jolanta Lissowska
- Department of Cancer Epidemiology and Prevention, Cancer Center and M. Sklodowska-Curie Institute of Oncology, Warsaw, Poland
| | - Joanna Hauser
- Department of Psychiatry, University of Medical Sciences, Poznan, Poland
| | | | - Mario Maj
- Department of Mental and Physical Health and Preventive Medicine, University of Campania "luigi Vanvitelli", Naples, Italy
| | - Fragiskos Gonidakis
- Eating Disorders Unit, 1st Psychiatric Department, National and Kapodistrian University of Athens, Athens, Greece
| | | | - Hana Papezova
- Eating Disorders Unit, Department of Psychiatry, First Faculty of Medicine, Charles University, Prague, Czech Republic
- General University Hospital, Prague, Czech Republic
| | - Zeynep Yilmaz
- University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | | | | | - Stefan Herms
- Department of Genomics, Life & Brain Center, University of Bonn, Bonn, Germany
- Institute of Human Genetics, School of Medicine, University of Bonn & University Hospital Bonn, Bonn, Germany
- Institute of Medical Genetics and Pathology, University Hospital Basel, Basel, Switzerland
- Human Genomics Research Group, Department of Biomedicine, University of Basel, Basel, Switzerland
| | | | - Raquel Rabionet
- Institut de Recerca Sant Joan de Déu, Barcelona, Spain
- Institut de Biomedicina de la Universitat de Barcelona (IBUB), Barcelona, Spain
- Department of Genetics, Microbiology & Statistics, Faculty of Biology, University of Barcelona, Barcelona, Spain
- Centre for Genomic Regulation (CRG), Barcelona, Spain
| | - Danielle M Dick
- Departments of Psychology and Human & Molecular Genetics, College Behavioral and Emotional Health Institute, Virginia Commonwealth University, Richmond, Virginia
| | - Samuli Ripatti
- Institute for Molecular Medicine Finland (FIMM), HiLIFE, University of Helsinki, Helsinki, Finland
- Department of Public Health, University of Helsinki, Helsinki, Finland
- Broad Institute of MIT and Harvard, Cambridge, USA
| | - Ole A Andreassen
- NORMENT, Div. of Mental Health and Addiction, University of Oslo, Oslo, Norway
- Oslo University Hospital, Oslo, Norway
| | - Thomas Espeseth
- NORMENT, Div. of Mental Health and Addiction, University of Oslo, Oslo, Norway
- Department of Psychology, University of Oslo, Norway
- K. G. Jebsen Centre for Research on Neuropsychiatric Disorders, University of Bergen, Bergen, Norway
| | - Astri J Lundervold
- Department of Biological and Medical Psychology, University of Bergen, Bergen, Norway
- K. G. Jebsen Centre for Research on Neuropsychiatric Disorders, University of Bergen, Bergen, Norway
| | - Vidar M Steen
- NORMENT, K.G. Jebsen Center for Psychosis Research, Department of Clinical Science, University of Bergen, Norway
- Department of Medical Genetics, Haukeland University Hospital, Bergen, Norway
| | - Dalila Pinto
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Seaver Autism Center for Research and Treatment, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Genetics and Genomic Sciences, and Institute for Genomics and Multiscale Biology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- The Mindich Child Health & Development Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Stephen W Scherer
- McLaughlin Centre and Department of Molecular Genetics, University of Toronto, Toronto, Canada
- The Centre for Applied Genomics, Hospital for Sick Children, Toronto, Canada
| | | | - Alexandra Schosser
- Department of Psychiatry and Psychotherapy, Medical University of Vienna, Vienna, Austria
- Zentren für Seelische Gesundheit, BBRZ-Med, Vienna, Austria
| | - Lars Alfredsson
- Institute of Environmental Medicine, Karolinska Institutet, Stockholm, Sweden
| | - Leonid Padyukov
- Rheumatology Unit, Department of Medicine, Karolinska Institutet and Karolinska University Hospital, Solna, Sweden
| | | | - James Mitchell
- School of Medicine, University of North Dakota, Grand Forks, ND, USA
- Neuropsychiatric Research Institute, Fargo, ND, USA
| | - Michael Strober
- Department of Psychiatry & Biobehavioral Sciences, Semel Institute for Neuroscience & Human Behavior, David Geffen School of Medicine, University of California at Los Angeles, Los Angeles, CA, USA
| | - Andrew W Bergen
- BioRealm, Walnut, California, USA
- Oregon Research Institute, Eugene, OR, USA
| | - Walter Kaye
- Department of Psychiatry, University of California San Diego, La Jolla, CA, USA
| | | | - Bru Cormand
- Institut de Recerca Sant Joan de Déu, Barcelona, Spain
- Institut de Biomedicina de la Universitat de Barcelona (IBUB), Barcelona, Spain
- Department of Genetics, Microbiology & Statistics, Faculty of Biology, University of Barcelona, Barcelona, Spain
- Centro de Investigación Biomédica en Red de Enfermedades Raras (CIBERER), Instituto de Salud Carlos III, Madrid, Spain
| | - Josep Antoni Ramos-Quiroga
- Department of Psychiatry, Hospital Universitari Vall d'Hebron, Barcelona, Spain
- Psychiatric Genetics Unit, Group of Psychiatry, Mental Health and Addiction, Vall d'Hebron Research Institute (VHIR), Universitat Autònoma de Barcelona, Barcelona, Spain
- Biomedical Network Research Centre on Mental Health (CIBERSAM), Instituto de Salud Carlos III, Madrid, Spain
- Department of Psychiatry and Legal Medicine, Universitat Autònoma de Barcelona, Barcelona, Spain
| | - Cristina Sánchez-Mora
- Psychiatric Genetics Unit, Group of Psychiatry, Mental Health and Addiction, Vall d'Hebron Research Institute (VHIR), Universitat Autònoma de Barcelona, Barcelona, Spain
- Department of Psychiatry, Hospital Universitari Vall d'Hebron, Barcelona, Spain
- Biomedical Network Research Centre on Mental Health (CIBERSAM), Instituto de Salud Carlos III, Madrid, Spain
| | - Marta Ribasés
- Psychiatric Genetics Unit, Group of Psychiatry, Mental Health and Addiction, Vall d'Hebron Research Institute (VHIR), Universitat Autònoma de Barcelona, Barcelona, Spain
- Department of Psychiatry, Hospital Universitari Vall d'Hebron, Barcelona, Spain
- Biomedical Network Research Centre on Mental Health (CIBERSAM), Instituto de Salud Carlos III, Madrid, Spain
| | - Miguel Casas
- Universitat Autònoma de Barcelona, Barcelona, Spain
- Programa Corporatiu "Neurodevelopment Disorders along Life Span", Institut Català de la Salut, Barcelona, Spain
- Department of Psychiatry, Hospital Universitari Vall d'Hebron, Barcelona, Spain
- Clinica Galatea y PAIMM, Mental Health Program for Impaired Physicians, Barcelona, Spain
| | - Amaia Hervas
- Child and Adolescent Mental Health Unit, Hospital Universitario Mútua de Terrassa, Barcelona, Spain
| | | | - Jan Haavik
- K.G. Jebsen Centre for Neuropsychiatric Disorders, Department of Biomedicine, University of Bergen, Norway
- Division of Psychiatry, Haukeland University Hospital, Bergen, Norway
| | - Tetyana Zayats
- K.G. Jebsen Centre for Neuropsychiatric Disorders, Department of Biomedicine, University of Bergen, Norway
- Analytic Translational Genetics Unit, Massachusetts General Hospital Harvard Medical School, Boston, Massachusetts, USA
| | - Stefan Johansson
- K.G. Jebsen Centre for Neuropsychiatric Disorders, Department of Clinical Science, University of Bergen, Norway
- Department of Medical Genetics, Haukeland University Hospital, Bergen, Norway
| | - Nigel Williams
- Cardiff University, Medical Research Council Center for Neuropsychiatric Genetics & Genomics, Institute of Psychology, Medicine & Clinical Neuroscience, Cardiff, UK
| | - Astrid Dempfle
- Institute of Medical Informatics and Statistics, Kiel University, Kiel, Germany
| | - Aribert Rothenberger
- Child and Adolescent Psychiatry/Psychotherapy, University Medical Center, Goettingen, Germany
| | - Jonna Kuntsi
- Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - Robert D Oades
- Clinic for Child and Adolescent Psychiatry and Psychotherapy, University of Duisburg-Essen, Essen, Germany
| | - Tobias Banaschewski
- Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, University of Heidelberg, Mannheim, Germany
| | - Barbara Franke
- Department of Human Genetics, Radboud University Medical Center, Nijmegen, The Netherlands
- Department of Psychiatry, Radboud University Medical Center, Nijmegen, The Netherlands
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, The Netherlands
| | - Jan K Buitelaar
- Department of Cognitive Neuroscience, Donders Institute for Brain, Cognition and Behavior, Radboud University Medical Centre, Nijmegen, The Netherlands
- Karakter Child and Adolescent Psychiatry University Center, Nijmegen, The Netherlands
| | - Alejandro Arias Vasquez
- Department of Psychiatry & Human Genetics, Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Alysa E Doyle
- Massachusetts General Hospital, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Andreas Reif
- Department of Psychiatry, Psychosomatic Medicine and Psychotherapy, University Hospital Frankfurt, Frankfurt am Main, Germany
| | - Klaus-Peter Lesch
- Laboratory of Psychiatric Neurobiology, Institute of Molecular Medicine, I.M. Sechenov First Moscow State Medical University, Moscow, Russia
- Department of Translational Psychiatry, School for Mental Health and Neuroscience (MHeNS), Maastricht University, Maastricht, The Netherlands
- Division of Molecular Psychiatry, Center of Mental Health, University of Wuerzburg, Wuerzburg, Germany
| | - Christine Freitag
- Department of Child and Adolescent Psychiatry, Psychosomatics and Psychotherapy, University Hospital Frankfurt, Goethe University, Frankfurt am Main, Germany
| | - Olga Rivero
- Division of Molecular Psychiatry, Center of Mental Health, University of Wuerzburg, Wuerzburg, Germany
| | - Haukur Palmason
- Landspitali National University Hospital, Reykjavik, Iceland
| | - Marcel Romanos
- Center of Mental Health, Department of Child and Adolescent Psychiatry, Psychosomatics and Psychotherapy, University Hospital of Wuerzburg, Wuerzburg, Germany
| | - Kate Langley
- School of Psychology, Cardiff University, UK
- MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, UK
| | - Marcella Rietschel
- Central Institute of Mental Health, Department of Genetic Epidemiology in Psychiatry, Medical Faculty Mannheim, University of Heidelberg, Mannheim, Germany
| | - Stephanie H Witt
- Central Institute of Mental Health, Department of Genetic Epidemiology in Psychiatry, Medical Faculty Mannheim, University of Heidelberg, Mannheim, Germany
| | - Soeren Dalsgaard
- National Centre for Register-based Research, Aarhus University, Aarhus, Denmark
- Lundbeck Foundation Initiative for Integrative Psychiatric Research, iPSYCH, Aarhus, Denmark
- Hospital of Telemark, Kragerø, Norway
| | - Anders D Børglum
- Department of Biomedicine and Human Genetics, Aarhus University, Aarhus, Denmark
- Lundbeck Foundation Initiative for Integrative Psychiatric Research, iPSYCH, Aarhus, Denmark
- Center for Integrative Sequencing (iSEQ), Aarhus University, Aarhus, Denmark
- Aarhus Genome Center, Aarhus, Denmark
| | - Irwin Waldman
- Department of Psychology, Emory University, Atlanta, GA, USA
| | - Beth Wilmot
- Department of Medical Informatics and Clinical Epidemiology, Oregon Health & Science University, Portland, OR, USA
| | - Nikolas Molly
- Department of Psychological and Brain Sciences, University of Iowa, Iowa City, IA, USA
| | - Claiton H D Bau
- Departamento de Genética, Universidade Federal do Rio Grande do Sul, Porto Alegre, Brazil
- ADHD Outpatient Clinic, Hospital de Clínicas de Porto Alegre, Porto Alegre, Brazil
| | - Jennifer Crosbie
- Neurosciences and Mental Health Program, Research Institute, Hospital for Sick Children, Toronto, Canada
- University of Toronto, Toronto, Canada
| | - Russell Schachar
- Hospital for Sick Children, Toronto, Canada
- University of Toronto, Toronto, Canada
| | - Sandra K Loo
- Department of Psychiatry, University of California, Los Angeles, Los Angeles, CA, USA
| | - James J McGough
- Semel Institute for Neuroscience & Human Behavior, David Geffen School of Medicine, University of California at Los Angeles, Los Angeles, CA, USA
| | - Eugenio H Grevet
- ADHD Outpatient Clinic, Hospital de Clínicas de Porto Alegre, Porto Alegre, Brazil
- Department of Psychiatry, Faculdade de Medicina, Universidade Federal do Rio Grande do Sul, Porto Alegre, Brazil
| | - Sarah E Medland
- QIMR Berghofer Medical Research Institute, Brisbane, Australia
| | - Elise Robinson
- Analytic Translational Genetics Unit, Massachusetts General Hospital Harvard Medical School, Boston, Massachusetts, USA
- Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, Massachusetts, USA
| | - Lauren A Weiss
- Department of Psychiatry, University of California, San Francisco, San Francisco, CA, USA
- Institute for Human Genetics, University of California, San Francisco, San Francisco, CA, USA
- Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, CA, USA
| | - Elena Bacchelli
- Department of Pharmacy and Biotechnology, University of Bologna, Bologna, Italy
| | - Anthony Bailey
- Department of Psychiatry, University of British Columbia, Vancouver, Canada
- Institute of Mental Health, University of British Columbia, Vancouver, Canada
| | - Vanessa Bal
- Department of Psychiatry, University of California, San Francisco, San Francisco, CA, USA
- Institute for Human Genetics, University of California, San Francisco, San Francisco, CA, USA
- Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, CA, USA
| | - Agatino Battaglia
- Stella Maris Clinical Research Institute for Child and Adolescent Neuropsychiatry, Pisa, Italy
| | - Catalina Betancur
- Sorbonne Université, INSERM, CNRS, Neuroscience Paris Seine, Institut de Biologie Paris Seine, Paris, France
| | - Patrick Bolton
- Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
- NIHR Biomedical Research Centre in Mental Health Maudsley Hospital, London, UK
| | - Rita Cantor
- Department of Human Genetics, David Geffen School of Medicine, University of California at Los Angeles, Los Angeles, CA, USA
| | | | - Geraldine Dawson
- Department of Psychiatry and Behavioral Sciences, Duke University, Durham, NC, USA
| | - Silvia De Rubeis
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Seaver Autism Center for Research and Treatment, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Mindich Child Health and Development Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Frederico Duque
- Child Developmental Center, Hospital Pediátrico, Centro Hospitalar e Universitário de Coimbra, Coimbra, Portugal
- University Clinic of Pediatrics, Faculty of Medicine, University of Coimbra, Coimbra, Portugal
| | - Andrew Green
- Dept of Clinical Genetics, Our Lady's Children's Hospital, Crumlin, Dublin, Ireland
- School of Medicine and Medical Science, University College Dublin, Dublin, Ireland
| | - Sabine M Klauck
- Division of Molecular Genome Analysis and Division of Cancer Genome Research, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Marion Leboyer
- Inserm U955, Psychiatrie Translationnelle, Créteil, France
- Faculté de Médecine, Université Paris Est, Créteil, France
- Fondation FondaMental, Créteil, France
| | - Pat Levitt
- Children's Hospital Los Angeles, Los Angeles, CA, USA
- Keck School of Medicine of the University of Southern California, Los Angeles, CA, USA
| | - Elena Maestrini
- Department of Pharmacy and Biotechnology, University of Bologna, Bologna, Italy
| | - Shrikant Mane
- Yale Center for Genome Analysis, Yale University, New Haven, CT, USA
- Department of Genetics, Yale University School of Medicine, New Haven, CT, USA
| | - Daniel Moreno- De-Luca
- Division of Child and Adolescent Psychiatry, Department of Psychiatry and Human Behavior, Brown University, Providence, RI, USA
| | - Jeremy Parr
- Institute of Neuroscience, Newcastle University, Newcastle, UK
- Newcastle Upon Tyne Hospitals NHS Foundation Trust, Newcastle, UK
- Northumberland, Tyne & Wear NHS Foundation Trust, Northumberland, UK
| | - Regina Regan
- School of Medicine and Medical Science, University College Dublin, Dublin, Ireland
- Genomics Medicine Ireland, Dublin, Ireland
| | | | - Sven Sandin
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Seaver Autism Center for Research and Treatment, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Jacob Vorstman
- Department of Psychiatry, Hospital for Sick Children and University of Toronto, Toronto, Canada
- Program in Genetics and Genome Biology, Hospital for Sick Children, Toronto, Canada
| | - Thomas Wassink
- Department of Psychiatry, Carver College of Medicine, University of Iowa, Iowa City, IA, USA
| | - Ellen Wijsman
- Division of Medical Genetics, Department of Medicine, University of Washington, Seattle, WA, USA
- Department of Biostatistics, University of Washington, Seattle, WA, USA
| | - Edwin Cook
- Department of Psychiatry, University of Illinois at Chicago, Chicago, IL, USA
| | - Susan Santangelo
- Center for Psychiatric Research, Maine Medical Center Research Institute, Portland, ME, USA
- Department of Psychiatry, Tufts University School of Medicine, Boston, MA, USA
| | - Richard Delorme
- Child and Adolescent Psychiatry Department, Robert Debre Hospital, APHP, Paris, France
- Human Genetics and Cognitive Functions, Institut Pasteur, Paris, France
| | - Bernadette Rogé
- Centre d'Etudes et de Recherches en Psychopathologie et Psychologie de la Santé (CERPPS), Université Toulouse Jean Jaurès, Toulouse, France
- CERESA, Toulouse, France
- Institut Universitaire de France, Paris, France
| | - Tiago Magalhaes
- Genomics Medicine Ireland, Dublin, Ireland
- Academic Centre on Rare Diseases University College Dublin (ACoRD/UCD), Dublin, Ireland
| | - Dan Arking
- McKusick-Nathans Institute of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Thomas G Schulze
- Institute of Psychiatric Phenomics and Genomics (IPPG), University Hospital, LMU Munich, Munich, Germany
- Department of Psychiatry and Psychotherapy, University Medical Center Göttingen, Göttingen, Germany
- Central Institute of Mental Health, Department of Genetic Epidemiology in Psychiatry, Medical Faculty Mannheim, University of Heidelberg, Mannheim, Germany
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University, Baltimore, MD, USA
- Human Genetics Branch, National Institute of Mental Health, National Institutes of Health, US Department of Health and Human Services, Bethesda, MD, USA
| | - Robert C Thompson
- Molecular and Behavioral Neuroscience Institute, University of Michigan, Ann Arbor, MI, USA
- Department of Psychiatry, University of Michigan, Ann Arbor, MI, USA
| | - Jana Strohmaier
- Central Institute of Mental Health, Department of Genetic Epidemiology in Psychiatry, Medical Faculty Mannheim, University of Heidelberg, Mannheim, Germany
- SRH University Heidelberg, Academy for Psychotherapy, Heidelberg, Germany
| | - Keith Matthews
- Division of Neuroscience, School of Medicine, University of Dundee, Dundee, UK
- Advanced Interventions Service, NHS Tayside, Dundee, UK
| | - Ingrid Melle
- NORMENT, K.G. Jebsen Centre for Psychosis Research, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
| | - Derek Morris
- Cognitive Genetics and Cognitive Therapy Group, Neuroimaging, Cognition and Genomics (NICOG) Centre, School of Psychology and Discipline of Biochemistry, National University of Ireland Galway, Galway, Ireland
| | | | - Andrew McIntosh
- Division of Psychiatry, University of Edinburgh, Edinburgh, UK
| | - Sarah E Bergen
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Martin Schalling
- Department of Molecular Medicine and Surgery, Karolinska Institutet, Stockholm, Sweden
- Center for Molecular Medicine, Karolinska University Hospital, Stockholm, Sweden
| | - Stéphane Jamain
- Inserm U955, Psychiatrie Translationnelle, Créteil, France
- Faculté de Médecine, Université Paris Est, Créteil, France
- Fondation FondaMental, Créteil, France
| | - Anna Maaser
- Institute of Human Genetics, School of Medicine, University of Bonn & University Hospital Bonn, Bonn, Germany
- Department of Genomics, Life & Brain Center, University of Bonn, Bonn, Germany
| | - Sascha B Fischer
- Institute of Medical Genetics and Pathology, University Hospital Basel, Basel, Switzerland
- Department of Biomedicine, University of Basel, Basel, Switzerland
| | - Céline S Reinbold
- Institute of Medical Genetics and Pathology, University Hospital Basel, Basel, Switzerland
- Department of Biomedicine, University of Basel, Basel, Switzerland
| | - Janice M Fullerton
- Neuroscience Research Australia, Sydney, Australia
- School of Medical Sciences, University of New South Wales, Sydney, Australia
| | - José Guzman-Parra
- Unidad de Salud Mental, Hospital Regional Universitario de Malaga, Malaga, Spain
- Instituto de Investigación Biomédica de Málaga (IBIMA), Malaga, Spain
| | - Fermin Mayoral
- Unidad de Salud Mental, Hospital Regional Universitario de Malaga, Malaga, Spain
- Instituto de Investigación Biomédica de Málaga (IBIMA), Malaga, Spain
| | - Peter R Schofield
- Neuroscience Research Australia, Sydney, Australia
- School of Medical Sciences, University of New South Wales, Sydney, Australia
| | - Sven Cichon
- Institute of Medical Genetics and Pathology, University Hospital Basel, Basel, Switzerland
- Department of Biomedicine, University of Basel, Basel, Switzerland
- Institute of Neuroscience and Medicine (INM-1), Research Centre Jülich, Jülich, Germany
| | - Thomas W Mühleisen
- Institute of Neuroscience and Medicine (INM-1), Research Centre Jülich, Jülich, Germany
- Department of Biomedicine, University of Basel, Basel, Switzerland
| | | | | | - Michael Bauer
- Department of Psychiatry and Psychotherapy, University Hospital Carl Gustav Carus, Technische Universität Dresden, Dresden, Germany
| | - Philip B Mitchell
- School of Psychiatry, University of New South Wales, Sydney, Australia
- Black Dog Institute, Sydney, Australia
| | | | - John Rice
- Washington University, St. Louis, MO, USA
| | - James B Potash
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University, Baltimore, MD, USA
| | - Peter P Zandi
- Department of Mental Health, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, USA
| | - Nick Craddock
- MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, UK
| | - I Nicol Ferrier
- Institute of Neuroscience, Newcastle University, Newcastle, UK
| | - Martin Alda
- Department of Psychiatry, Dalhousie University, Halifax, Canada
- National Institute of Mental Health, Klecany, Czech Republic
| | - Guy A Rouleau
- Montreal Neurological Institute, McGill University, Montréal, Canada
- Department of Neurology and Neurosurgery, McGill University, Montréal, Canada
| | - Gustavo Turecki
- Department of Psychiatry, McGill University, Montréal, Canada
| | - Roel Ophoff
- Center for Neurobehavioral Genetics, Semel Institute for Neuroscience & Human Behavior, University of California at Los Angeles, Los Angeles, CA, USA
- UMC Utrecht, Utrecht, The Netherlands
| | - Carlos Pato
- SUNY Downstate Medical Center, Brooklyn, NY, USA
| | | | - Eli Stahl
- Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Broad Institute of MIT and Harvard, Cambridge, USA
| | - Markus Leber
- Hospital for Psychiatry and Psychotherapy, Cologne, Germany
| | - Piotr M Czerski
- Laboratory of Psychiatric Genetics, Department of Psychiatry, Poznan University of Medical Sciences, Poznan, Poland
| | - Cristiana Cruceanu
- Douglas Mental Health University Institute, McGill University, Montreal, Canada
- Department of Translational Research in Psychiatry, Max-Planck Institute of Psychiatry, Munich, Germany
| | - Ian R Jones
- National Centre for Mental Health, MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, UK
| | - Danielle Posthuma
- Department Complex Trait Genetics, Center for Neurogenomics and Cognitive Research, VU University, Amsterdam, The Netherlands
- Department Clinical Genetics, VU University Medical Center, Amsterdam Neuroscience, Amsterdam, The Netherlands
| | - Till F M Andlauer
- Max Planck Institute of Psychiatry, Munich, Germany
- Department of Neurology, Klinikum rechts der Isar, Technical University of Munich, Munich, Germany
| | - Andreas J Forstner
- Institute of Human Genetics, School of Medicine, University of Bonn & University Hospital Bonn, Bonn, Germany
- Department of Genomics, Life & Brain Center, University of Bonn, Bonn, Germany
- Human Genomics Research Group, Department of Biomedicine, University of Basel, Basel, Switzerland
- Institute of Medical Genetics and Pathology, University Hospital Basel, Basel, Switzerland
- Department of Psychiatry (UPK), University of Basel, Basel, Switzerland
| | - Fabian Streit
- Central Institute of Mental Health, Department of Genetic Epidemiology in Psychiatry, Medical Faculty Mannheim, University of Heidelberg, Mannheim, Germany
| | - Bernhard T Baune
- Discipline of Psychiatry, University of Adelaide, Adelaide, Australia
| | - Tracy Air
- Discipline of Psychiatry, University of Adelaide, Adelaide, Australia
| | - Grant Sinnamon
- Bela Menso Brain and Behaviour Centre, James Cook University, Varsity Lakes, Australia
- Bond University, Faculty of Society and Design, Robina, Australia
| | - Naomi R Wray
- Institute for Molecular Bioscience, University of Queensland, Brisbane, Australia
- Queensland Brain Institute, University of Queensland, Brisbane, Australia
| | - Donald J MacIntyre
- Division of Psychiatry, Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh, UK
| | - David Porteous
- Centre for Genomic and Experimental Medicine, University of Edinburgh, Edinburgh, UK
| | - Georg Homuth
- Interfaculty Institute for Genetics and Functional Genomics, University Medicine Greifswald, Greifswald, Germany
| | - Margarita Rivera
- Department of Biochemistry and Molecular Biology II, Institute of Neurosciences, Center for Biomedical Research, University of Granada, Granada, Spain
- MRC Social, Genetic and Developmental Psychiatry Centre, King's College London, London, UK
| | - Jakob Grove
- Lundbeck Foundation Initiative for Integrative Psychiatric Research, iPSYCH, Aarhus, Denmark
- Center for Integrative Sequencing (iSEQ), Aarhus University, Aarhus, Denmark
- Department of Biomedicine and Human Genetics, Aarhus University, Aarhus, Denmark
- Bioinformatics Research Centre, Aarhus University, Aarhus, Denmark
| | - Christel M Middeldorp
- Child Health Research Centre, University of Queensland, Brisbane, Australia
- Child and Youth Mental Health Service, Children's Health Queensland Health and Hospital Service, Brisbane, Australia
- Department of Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
| | - Ian Hickie
- Brain and Mind Centre, University of Sydney, Sydney, Australia
| | | | - Divya Mehta
- School of Psychology and Counselling, Faculty of Health, Institute of Health and Biomedical Innovation, Queensland University of Technology, Queensland, Australia
- University of Queensland, Brisbane, Australia
| | - Johannes H Smit
- Department of Psychiatry, VU University Medical Center, Amsterdam, The Netherlands
- Amsterdam Public Health Research Institute, VU Medical Center, Amsterdam, the Netherlands
- Department of Research and Innovation, GGZ Ingeest, Specialized Mental Health Care, Amsterdam, the Netherlands
| | - Rick Jansen
- Department of Psychiatry, VU University Medical Center, Amsterdam, The Netherlands
| | - Eco de Geus
- Department of Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
- Amsterdam Public Health Research Institute, VU Medical Center, Amsterdam, the Netherlands
| | - Erin Dunn
- Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA
- Department of Psychiatry, Harvard Medical School, Boston, MA, USA
| | - Qingqin S Li
- Janssen Research & Development LLC, Titusville, NJ, USA
| | - Matthias Nauck
- Institute of Clinical Chemistry and Laboratory Medicine, University Medicine Greifswald, Greifswald, Germany
- German Centre for Cardiovascular Research (DZHK e.V.), Partner Site Greifswald, Greifswald, Germany
| | - Robert A Schoevers
- Research School of Behavioural and Cognitive Neurosciences, Department of Psychiatry, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
| | - Aartjan Tf Beekman
- Department of Psychiatry, VU University Medical Center, Amsterdam, The Netherlands
- Department of Psychiatry GGZ INGEEST, Amsterdam, the Netherlands
| | - James A Knowles
- Department of Cell Biology, SUNY Downstate Medical Center, Brooklyn, NY, USA
| | - Alexander Viktorin
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Paul Arnold
- Mathison Centre for Mental Health Research & Education, Hotchkiss Brain Institute, Cumming School of Medicine, University of Calgary, Calgary, Canada
- Departments of Psychiatry and Medical Genetics, Cumming School of Medicine, University of Calgary, Calgary, Canada
- Program in Genetics and Genome Biology, Hospital for Sick Children, Toronto, Canada
| | - Cathy L Barr
- Krembil Research Institute, University Health Network, Toronto, Canada
- Hospital for Sick Children, Toronto, Canada
- University of Toronto, Toronto, Canada
| | - Gabriel Bedoya-Berrio
- Grupo de Genética Molecular, Instituto de Biología, Facultad de Ciencias Exactas y Naturales, Universidad de Antioquia, Medellín, Colombia
| | | | - Helena Brentani
- Department of Psychiatry, Sao Paulo Medical School, University of Sao Paulo, Sao Paulo, Brazil
| | | | - Beatriz Camarena
- Depto. Farmacogenética, Instituto Nacional de Psiquiatria Ramon de la Fuente Muñiz, Mexico City, Mexico
| | - Carolina Cappi
- Department of Psychiatry, Sao Paulo Medical School, University of Sao Paulo, Sao Paulo, Brazil
| | - Danielle Cath
- Department of Psychiatry, University of Groningen and University Medical Center, Groningen, the Netherlands
- Department of Specialized Trainings, GGZ Drenthe Mental Health Care Services, Assen, the Netherlands
| | | | | | | | - Damiaan Denys
- Department of Psychiatry, Academic Medical Center, University of Amsterdam, Amsterdam, the Netherlands
- Netherlands Institute for Neuroscience, Royal Netherlands Academy of Arts and Sciences, Amsterdam, the Netherlands
| | - Eske M Derks
- QIMR Berghofer Medical Research Institute, Brisbane, Australia
| | - Andrea Dietrich
- University of Groningen, Groningen, the Netherlands
- Department of Child and Adolescent Psychiatry, University Medical Center Groningen, University of Groningen, Groningen, The Netherlands
| | | | - Martijn Figee
- Department of Psychiatry, Academic Medical Center, University of Amsterdam, Amsterdam, the Netherlands
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Nelson Freimer
- Center for Neurobehavioral Genetics, Semel Institute for Neuroscience & Human Behavior, University of California at Los Angeles, Los Angeles, CA, USA
| | - Gloria Gerber
- Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA
| | - Marco Grados
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University, Baltimore, MD, USA
| | | | - Gregory L Hanna
- Department of Psychiatry, University of Michigan, Ann Arbor, MI, USA
| | - Andreas Hartmann
- Centre National Maladie 'Syndrome Rare Gilles de la Tourette', Groupe Hospitalier Pitié-Salpêtrière, Paris, France
- Assistance Publique-Hôpitaux de Paris, Départment de Neurologie, Groupe Hospitalier Pitié-Salpêtrière, Paris, France
- Sorbonne Universités, UPMC Université Paris 06, UMR S 1127, CNRS UMR 7225, ICM, Paris, France
| | - Matthew E Hirschtritt
- Department of Psychiatry, University of California, San Francisco, San Francisco, CA, USA
- Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, CA, USA
| | - Pieter J Hoekstra
- Department of Child and Adolescent Psychiatry, University Medical Center Groningen, University of Groningen, Groningen, The Netherlands
| | - Alden Huang
- Bioinformatics Interdepartmental Program, University of California, Los Angeles, Los Angeles, CA, USA
- Semel Institute for Neuroscience & Human Behavior, David Geffen School of Medicine, University of California at Los Angeles, Los Angeles, CA, USA
| | - Chaim Huyser
- De Bascule, Amsterdam, The Netherlands
- Department of Child and Adolescent Psychiatry, Academic Medical Center, University of Amsterdam, Amsterdam, the Netherlands
| | | | | | - Samuel Kuperman
- Carver College of Medicine, University of Iowa, Iowa City, IA, USA
| | | | - Christine Lochner
- MRC Unit on Risk & Resilience in Mental Disorders, Department of Psychiatry, University of Cape Town, Cape Town, South Africa
| | - Gholson J Lyon
- Cold Spring Harbor Laboratory, Cold Spring Harbor, NY, USA
| | - Fabio Macciardi
- Department of Psychiatry and Human Behavior, University of California, Irvine, Irvine, CA, USA
| | - Marcos Madruga-Garrido
- Sección de Neuropediatría, Instituto de Biomedicina de Sevilla, Hospital Universitario Virgen del Rocío/CSIC/Universidad de Sevilla, Seville, Spain
| | - Irene A Malaty
- Department of Neurology, University of Florida, Gainesville, FL, USA
| | - Athanasios Maras
- Yulius Academy, Yulius Mental Health Organization, Barendrecht, The Netherlands
| | - Lauren McGrath
- Department of Psychology, University of Denver, Denver, CO, USA
| | - Eurípedes C Miguel
- Faculdade de Medicina FMUSP, Universidade de São Paulo, São Paulo, Brazil
| | - Pablo Mir
- Unidad de Trastornos del Movimiento, Servicio de Neurología y Neurofisiología Clínica, Instituto de Biomedicina de Sevilla, Hospital Universitario Virgen del Rocío/CSIC/Universidad de Sevilla, Seville, Spain
- Centro de Investigación Biomédica en Red sobre Enfermedades Neurodegenerativas (CIBERNED), Madrid, Spain
| | - Gerald Nestadt
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University, Baltimore, MD, USA
| | - Humberto Nicolini
- National Institute of Genomic Medicine (INMEGEN), Ciudad de México, Mexico
- Clinical Research, Grupo Médico Carracci, Mexico City, Mexico
| | - Michael S Okun
- Departments of Neurology and Neurosurgery, University of Florida, Gainesville, FL, USA
- Fixel Center for Neurological Diseases, University of Florida, Gainesville, FL, USA
- McKnight Brain Institute, University of Florida, Gainesville, FL, USA
| | - Andrew Pakstis
- Department of Genetics, Yale University School of Medicine, New Haven, CT, USA
| | - Peristera Paschou
- Department of Biological Sciences, Purdue University, West Lafayette, Indiana, USA
| | - John Piacentini
- Semel Institute for Neuroscience & Human Behavior, David Geffen School of Medicine, University of California at Los Angeles, Los Angeles, CA, USA
| | | | - Kerstin Plessen
- Division of Adolescent and Child Psychiatry, Department of Psychiatry, Lausanne University Hospital, Lausanne, Switzerland
- Child and Adolescent Mental Health Centre, Mental Health Services Capital Region Copenhagen, University of Copenhagen, Copenhagen, Denmark
| | - Vasily Ramensky
- Moscow Institute of Physics and Technology, Dolgoprudny, Institusky 9, Moscow, Russia
| | - Eliana M Ramos
- Department of Psychiatry, David Geffen School of Medicine, University of California at Los Angeles, Los Angeles, CA, USA
| | - Victor Reus
- Department of Psychiatry, University of California, San Francisco, San Francisco, CA, USA
- Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, CA, USA
| | - Margaret A Richter
- Frederick W. Thompson Anxiety Disorders Centre, Sunnybrook Health Sciences Centre, Toronto, Canada
- Department of Psychiatry, University of Toronto, Toronto, Canada
| | - Mark A Riddle
- Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Mary M Robertson
- Division of Neuropsychiatry, University College London, London, UK
| | - Veit Roessner
- Department of Child and Adolescent Psychiatry, Faculty of Medicine, Technischen Universität Dresden, Dresden, Germany
| | - Maria Rosário
- Child and Adolescent Psychiatry Unit (UPIA), Department of Psychiatry, Federal University of São Paulo, Brazil
- Yale Child Study Center, Yale University School of Medicine, New Haven, CT, USA
| | - Jack F Samuels
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University, Baltimore, MD, USA
| | - Paul Sandor
- Department of Psychiatry, University of Toronto, Toronto, Canada
- University Health Network, University of Toronto, Toronto, Canada
- Youthdale Treatment Centers, Toronto, Canada
| | - Dan J Stein
- Groote Schuur Hospital, Cape Town, South Africa
- MRC Unit on Risk & Resilience in Mental Disorders, Department of Psychiatry, University of Cape Town, Cape Town, South Africa
| | - Fotis Tsetsos
- Department of Molecular Biology and Genetics, Democritus University of Thrace, Alexandroupolis, Greece
| | | | - Sarah Weatherall
- Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA
| | | | - Tomasz Wolanczyk
- Department of Child Psychiatry, Medical University of Warsaw, Warsaw, Poland
| | - Yulia Worbe
- Sorbonne Université, Faculty of Médecine, Paris, France
- Reference center for Gilles de la Tourette syndrome, Pitie-Salpetriere Hospital, Paris, France
- Department of Physiology, Saint Antoine Hospital, Paris, France
| | - Gwyneth Zai
- Department of Psychiatry, University of Toronto, Toronto, Canada
| | - Fernando S Goes
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University, Baltimore, MD, USA
| | - Nicole McLaughlin
- Butler Hospital, Providence, RI, USA
- Alpert Medical School of Brown University, Providence, RI, USA
| | - Paul S Nestadt
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University, Baltimore, MD, USA
| | - Hans-Jorgen Grabe
- Department of Psychiatry and Psychotherapy, University Medicine Greifswald, Greifswald, Germany
| | - Christel Depienne
- Institute of Human Genetics, University Hospital Essen, University Duisburg-Essen, Essen, Germany
- INSERM, U 1127, CNRS UMR 7225, Sorbonne Universités, UPMC Univ Paris 06 UMR S 1127, Paris, France
- IGBMC, CNRS UMR 7104/INSERM U964/Université de Strasbourg, Illkirch, France
| | | | | | - Ana Valencia-Duarte
- Escuela de Ciencias de la Salud, Universidad Pontificia Bolivariana, Medellín, Colombia
- Laboratorio de Genética Molecular, SIU, Universidad de Antioquia, Medellín, Colombia
| | - Elvira Bramon
- Division of Psychiatry, Molecular Psychiatry Laboratory,University College London, London, UK
| | - Nancy Buccola
- School of Nursing, Louisiana State University Health Sciences Center, New Orleans, LA, USA
| | - Wiepke Cahn
- Brain Center Rudolf Magnus, University Medical Center Utrecht, Utrecht, The Netherlands
| | - Murray Cairns
- School of Biomedical Sciences and Pharmacy, The University of Newcastle, Callaghan, Australia
- Priority Research Centre for Brain and Mental Health Research, Hunter Medical Research Institute, Newcastle, Australia
- Schizophrenia Research Institute, Sydney, Australia
| | - Siow A Chong
- Institute of Mental Health, Singapore, Singapore
| | - David Cohen
- Assistance Publique - Hopitaux de Paris, GH Pitié-Salpêtrière, Paris, France
- Sorbonne Université, CNRS UMR 7222 Institut des Systèmes Intelligents et Robotiques, Paris, France
| | - Benedicto Crespo-Facorro
- Departments of Medicine and Psychiatry, School of Medicine University of Cantabria-IDIVAL, University Hospital Marqués de Valdecilla, Santander, Spain
- Biomedical Network Research Centre on Mental Health (CIBERSAM), Instituto de Salud Carlos III, Madrid, Spain
| | - James Crowley
- Department of Psychiatry, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Michael Davidson
- Minerva Neurosciences Inc., Waltham, MA, USA
- Sackler School of Medicine, Tel Aviv University, Tel Aviv, Israel
| | - Lynn DeLisi
- VA Boston Healthcare System, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Timothy Dinan
- APC Microbiome Ireland, University College Cork, Cork, Ireland
- Department of Psychiatry, University College Cork, Cork, Ireland
| | - Gary Donohoe
- Neuroimaging, Cognition and Genomics (NICOG) Centre, School of Psychology, National University of Ireland Galway, Galway, Ireland
| | - Elodie Drapeau
- Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Seaver Autism Center for Research and Treatment, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Jubao Duan
- Center for Psychiatric Genetics, NorthShore University HealthSystem Research Institute, Evanston, IL, USA
- Department of Psychiatry and Behavioral Neuroscience, University of Chicago, Chicago, IL, USA
| | - Lieuwe Haan
- Department of Psychiatry, Academic Medical Center, University of Amsterdam, Amsterdam, the Netherlands
- Arkin, Amsterdam, the Netherlands
| | - David Hougaard
- Department for Congenital Disorders, Statens Serum Institut, Copenhagen, Denmark
| | | | - Andrey Khrunin
- Department of Molecular Bases of Human Genetics, Institute of Molecular Genetics, Russian Academy of Sciences, Moscow, Russia
| | - Janis Klovins
- Latvian Biomedical Research and Study Centre, Riga, Latvia
| | | | - Jimmy Lee Chee Keong
- Institute of Mental Health, Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore, Singapore
| | - Svetlana Limborska
- Department of Human Genetics, Institute of Molecular Genetics, Russian Academy of Sciences, Moscow, Russia
| | - Carmel Loughland
- Hunter New England Local Health District, Newcastle, Australia
- University of Newcastle, Callaghan, Australia
| | - Jouko Lönnqvist
- National Institute for Health and Welfare, Helsinki, Finland
- Department of Psychiatry, University of Helsinki, Helsinki, Finland
| | - Brion Maher
- Department of Mental Health, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, USA
| | - Manuel Mattheisen
- Department of Psychiatry, Psychosomatics and Psychotherapy, Center of Mental Health, University Hospital Wuerzburg, Wuerzburg, Germany
- Department of Biomedicine, Aarhus University, Aarhus, Denmark
- Department of Clinical Neuroscience, Centre for Psychiatry Research, Karolinska Institutet, Stockholm, Sweden
| | - Colm McDonald
- Centre for Neuroimaging and Cognitive Genomics (NICOG), National University of Ireland, Galway, Galway, Ireland
- NCBES Galway Neuroscience Centre, National University of Ireland, Galway, Galway, Ireland
| | - Kieran C Murphy
- Department of Psychiatry, Royal College of Surgeons in Ireland, Dublin, Ireland
| | - Igor Nenadic
- Philipps-Universität Marburg and Marburg University Hospital UKGM, Marburg, Germany
- Department of Psychiatry and Psychotherapy, Jena University Hospital, Jena, Germany
| | - Jim van Os
- Brain Center Rudolf Magnus, University Medical Center Utrecht, Utrecht, The Netherlands
- Maastricht University Medical Centre, Maastricht, the Netherlands
- Department of Psychosis Studies, Institute of Psychiatry, King's College London, London, UK
| | - Christos Pantelis
- Melbourne Neuropsychiatry Centre, Department of Psychiatry, University of Melbourne & Melbourne Health, Victoria, Australia
- Centre for Neural Engineering, Department of Electrical and Electronic Engineering, University of Melbourne, Victoria, Australia
- Florey Institute of Neuroscience and Mental Health, Melbourne, Victoria, Australia
| | - Michele Pato
- SUNY Downstate Medical Center, Brooklyn, NY, USA
| | - Tracey Petryshen
- Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
- Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA
| | - Digby Quested
- Oxford Health NHS Foundation Trust, Oxford, UK
- Department of Psychiatry, University of Oxford, Oxford, UK
| | - Panos Roussos
- Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Alan R Sanders
- Department of Psychiatry and Behavioral Sciences, NorthShore University HealthSystem Research Institute, Evanston, IL, USA
- Department of Psychiatry and Behavioral Neuroscience, University of Chicago, Chicago, IL, USA
| | | | - Sibylle G Schwab
- Faculty of Science, Medicine and Health, University of Wollongong, Wollongong, Australia
| | - Kang Sim
- Yong Loo Lin School of Medicine, National University of Singapore, Singapore
- Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore, Singapore
- Institute of Mental Health, Singapore, Singapore
| | - Hon-Cheong So
- School of Biomedical Sciences, Chinese University of Hong Kong, Shatin, Hong Kong
- KIZ-CUHK Joint Laboratory of Bioresources and Molecular Research of Common Diseases, Kunming Institute of Zoology, Chinese Academy of Sciences, Kunming, China
- Chinese University of Hong Kong, Hong Kong
| | | | - Mythily Subramaniam
- Institute of Mental Health, Singapore, Singapore
- Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore, Singapore
| | - Draga Toncheva
- Department of Medical Genetics, Medical University, Sofia, Bulgaria
| | - John Waddington
- Department of Molecular and Cellular Therapeutics, Royal College of Surgeons in Ireland, Dublin, Ireland
| | - James Walters
- MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, UK
- Institute of Psychological Medicine and Clinical Neurosciences, School of Medicine, Cardiff University, Cardiff, UK
| | - Mark Weiser
- Sackler School of Medicine, Tel Aviv University, Tel Aviv, Israel
- Sheba Medical Center, Ramat Gan, Israel
| | - Wei Cheng
- University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Robert Cloninger
- Departments of Psychiatry and Genetics, Washington University School of Medicine, St. Louis, MO, USA
| | - David Curtis
- UCL Genetics Institute, University College London, London, UK
- Centre for Psychiatry, Barts and the London School of Medicine and Dentistry, London, UK
| | - Pablo V Gejman
- Department of Psychiatry and Behavioral Neuroscience, University of Chicago, Chicago, IL, USA
- Department of Psychiatry and Behavioral Sciences, NorthShore University HealthSystem Research Institute, Evanston, IL, USA
| | - Frans Henskens
- School of Medicine & Public Health, University of Newcastle, Callaghan, Australia
- Priority Research Centre for Health Behaviour, University of Newcastle, Callaghan, Australia
- Hunter Medical Research Institute, Newcastle, Australia
| | - Morten Mattingsdal
- NORMENT, K.G. Jebsen Centre for Psychosis Research, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- Research Unit, Sørlandet Hospital, Kristiansand, Norway
| | - Sang-Yun Oh
- Department of Statistics and Applied Probability, University of California, Santa Barbara, CA, USA
- Computational Research Division, Lawrence Berkeley National Laboratory, University of California at Berkeley, Berkeley, CA, USA
| | - Rodney Scott
- University of Newcastle, Callaghan, Australia
- Hunter Medical Research Institute, Newcastle, Australia
- NSW Health Pathology, Newcastle, Australia
| | - Bradley Webb
- Virginia Institute for Psychiatric and Behavioral Genetics, Department of Psychiatry, Virginia Commonwealth University, Richmond, VA, USA
| | - Gerome Breen
- Institute of Psychiatry, Psychology & Neuroscience, Social Genetics & Developmental Psychiatry Center, MRC, Kings College London, London, UK
- NIHR Maudsley Biomedical Research Centre, South London & Maudsley NHS Trust & King's College London, London, UK
| | - Claire Churchhouse
- Analytic Translational Genetics Unit, Massachusetts General Hospital Harvard Medical School, Boston, Massachusetts, USA
- Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
- Program in Medical and Population Genetics, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
| | - Cynthia M Bulik
- Departments of Psychiatry and Nutrition, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Mark Daly
- Analytic Translational Genetics Unit, Massachusetts General Hospital Harvard Medical School, Boston, Massachusetts, USA
- Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
- Program in Medical and Population Genetics, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
| | - Martin Dichgans
- Institute for Stroke and Dementia Research (ISD), University Hospital, LMU Munich, Munich, Germany
- Munich Cluster for Systems Neurology (SyNergy), Munich, Germany
| | - Stephen V Faraone
- Departments of Psychiatry and of Neuroscience and Physiology, SUNY Upstate Medical University, Syracuse, NY, USA
| | - Rita Guerreiro
- UK Dementia Research Institute, University College London, London, UK
- Department of Molecular Neuroscience, Institute of Neurology, University College London, London, UK
| | - Peter Holmans
- Cardiff University, Medical Research Council Center for Neuropsychiatric Genetics & Genomics, Institute of Psychology, Medicine & Clinical Neuroscience, Cardiff, UK
| | - Kenneth S Kendler
- Department of Psychiatry, Virginia Commonwealth University, Richmond, VA, USA
| | - Bobby Koeleman
- Division Biomedical Genetics, University Medical Center Utrecht, Utrecht, the Netherlands
| | - Carol A Mathews
- Department of Psychiatry and UF Genetics Institute, University of Florida, Gainesville, FL, USA
- McKnight Brain Institute, University of Florida, Gainesville, FL, USA
| | - Alkes Price
- Program in Medical and Population Genetics, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, Massachusetts, USA
| | - Jeremiah Scharf
- Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
- Program in Medical and Population Genetics, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
- Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA
- Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA
- Division of Cognitive and Behavioral Neurology, Brigham and Women's Hospital, Boston, MA, USA
- Department of Neurology, Massachusetts General Hospital, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Pamela Sklar
- Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Julie Williams
- Cardiff University, Medical Research Council Center for Neuropsychiatric Genetics & Genomics, Institute of Psychology, Medicine & Clinical Neuroscience, Cardiff, UK
- Dementia Research Institute, Cardiff University, Cardiff, UK
| | - Nicholas W Wood
- Department of Molecular Neuroscience, Institute of Neurology, University College London, London, UK
- UCL Genetics Institute, University College London, London, UK
| | - Chris Cotsapas
- Program in Medical and Population Genetics, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
- Department of Neurology, Yale School of Medicine, New Haven, CT, USA
| | - Aarno Palotie
- Analytic Translational Genetics Unit, Massachusetts General Hospital Harvard Medical School, Boston, Massachusetts, USA
- Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
- Program in Medical and Population Genetics, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
- Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA
- Department of Neurology, Massachusetts General Hospital, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
- Institute for Molecular Medicine Finland (FIMM), HiLIFE, University of Helsinki, Helsinki, Finland
| | - Jordan W Smoller
- Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
- Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA
| | - Patrick Sullivan
- Departments of Psychiatry and Nutrition, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
- Department of Genetics and Psychiatry, University of North Carolina School of Medicine, Chapel Hill, North Carolina, USA
| | - Jonathan Rosand
- Program in Medical and Population Genetics, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
- Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA
- Department of Neurology, Massachusetts General Hospital, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Aiden Corvin
- Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA.
- Neuropsychiatric Genetics Research Group, Department of Psychiatry, Trinity College Dublin, Dublin, Ireland
| | - Benjamin M Neale
- Analytic Translational Genetics Unit, Massachusetts General Hospital Harvard Medical School, Boston, Massachusetts, USA.
- Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
- Program in Medical and Population Genetics, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
| | | | - Richard Anney
- MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, UK
- Institute of Psychological Medicine and Clinical Neurosciences, School of Medicine, Cardiff University, Cardiff, UK
| | - Josephine Elia
- Department of Pediatrics, Nemours A.I. duPont Hospital for Children, Wilmington, DE, USA
- Department of Psychiatry, Sidney Kimmel Medical College, Thomas Jefferson University, Philadelphia, PA, USA
| | - Maria Grigoroiu-Serbanescu
- Alexandru Obregia Clinical Psychiatric Hospital, Biometric Psychiatric Genetics Research Unit, Bucharest, Romania
| | - Howard J Edenberg
- Department of Biochemistry and Molecular Biology, Indiana University School of Medicine, Indianapolis, IN, USA
| | - Robin Murray
- Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
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Wray NR, Ripke S, Mattheisen M, Trzaskowski M, Byrne EM, Abdellaoui A, Adams MJ, Agerbo E, Air TM, Andlauer TMF, Bacanu SA, Bækvad-Hansen M, Beekman AFT, Bigdeli TB, Binder EB, Blackwood DRH, Bryois J, Buttenschøn HN, Bybjerg-Grauholm J, Cai N, Castelao E, Christensen JH, Clarke TK, Coleman JIR, Colodro-Conde L, Couvy-Duchesne B, Craddock N, Crawford GE, Crowley CA, Dashti HS, Davies G, Deary IJ, Degenhardt F, Derks EM, Direk N, Dolan CV, Dunn EC, Eley TC, Eriksson N, Escott-Price V, Kiadeh FHF, Finucane HK, Forstner AJ, Frank J, Gaspar HA, Gill M, Giusti-Rodríguez P, Goes FS, Gordon SD, Grove J, Hall LS, Hannon E, Hansen CS, Hansen TF, Herms S, Hickie IB, Hoffmann P, Homuth G, Horn C, Hottenga JJ, Hougaard DM, Hu M, Hyde CL, Ising M, Jansen R, Jin F, Jorgenson E, Knowles JA, Kohane IS, Kraft J, Kretzschmar WW, Krogh J, Kutalik Z, Lane JM, Li Y, Li Y, Lind PA, Liu X, Lu L, MacIntyre DJ, MacKinnon DF, Maier RM, Maier W, Marchini J, Mbarek H, McGrath P, McGuffin P, Medland SE, Mehta D, Middeldorp CM, Mihailov E, Milaneschi Y, Milani L, Mill J, Mondimore FM, Montgomery GW, Mostafavi S, Mullins N, Nauck M, Ng B, Nivard MG, Nyholt DR, O'Reilly PF, Oskarsson H, Owen MJ, Painter JN, Pedersen CB, Pedersen MG, Peterson RE, Pettersson E, Peyrot WJ, Pistis G, Posthuma D, Purcell SM, Quiroz JA, Qvist P, Rice JP, Riley BP, Rivera M, Saeed Mirza S, Saxena R, Schoevers R, Schulte EC, Shen L, Shi J, Shyn SI, Sigurdsson E, Sinnamon GBC, Smit JH, Smith DJ, Stefansson H, Steinberg S, Stockmeier CA, Streit F, Strohmaier J, Tansey KE, Teismann H, Teumer A, Thompson W, Thomson PA, Thorgeirsson TE, Tian C, Traylor M, Treutlein J, Trubetskoy V, Uitterlinden AG, Umbricht D, Van der Auwera S, van Hemert AM, Viktorin A, Visscher PM, Wang Y, Webb BT, Weinsheimer SM, Wellmann J, Willemsen G, Witt SH, Wu Y, Xi HS, Yang J, Zhang F, Arolt V, Baune BT, Berger K, Boomsma DI, Cichon S, Dannlowski U, de Geus ECJ, DePaulo JR, Domenici E, Domschke K, Esko T, Grabe HJ, Hamilton SP, Hayward C, Heath AC, Hinds DA, Kendler KS, Kloiber S, Lewis G, Li QS, Lucae S, Madden PFA, Magnusson PK, Martin NG, McIntosh AM, Metspalu A, Mors O, Mortensen PB, Müller-Myhsok B, Nordentoft M, Nöthen MM, O'Donovan MC, Paciga SA, Pedersen NL, Penninx BWJH, Perlis RH, Porteous DJ, Potash JB, Preisig M, Rietschel M, Schaefer C, Schulze TG, Smoller JW, Stefansson K, Tiemeier H, Uher R, Völzke H, Weissman MM, Werge T, Winslow AR, Lewis CM, Levinson DF, Breen G, Børglum AD, Sullivan PF. Genome-wide association analyses identify 44 risk variants and refine the genetic architecture of major depression. Nat Genet 2018; 50:668-681. [PMID: 29700475 PMCID: PMC5934326 DOI: 10.1038/s41588-018-0090-3] [Citation(s) in RCA: 1625] [Impact Index Per Article: 270.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/28/2017] [Accepted: 02/14/2018] [Indexed: 12/12/2022]
Abstract
Major depressive disorder (MDD) is a common illness accompanied by considerable morbidity, mortality, costs, and heightened risk of suicide. We conducted a genome-wide association meta-analysis based in 135,458 cases and 344,901 controls and identified 44 independent and significant loci. The genetic findings were associated with clinical features of major depression and implicated brain regions exhibiting anatomical differences in cases. Targets of antidepressant medications and genes involved in gene splicing were enriched for smaller association signal. We found important relationships of genetic risk for major depression with educational attainment, body mass, and schizophrenia: lower educational attainment and higher body mass were putatively causal, whereas major depression and schizophrenia reflected a partly shared biological etiology. All humans carry lesser or greater numbers of genetic risk factors for major depression. These findings help refine the basis of major depression and imply that a continuous measure of risk underlies the clinical phenotype.
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Affiliation(s)
- Naomi R Wray
- Institute for Molecular Bioscience, University of Queensland, Brisbane, Queensland, Australia.
- Queensland Brain Institute, University of Queensland, Brisbane, Queensland, Australia.
| | - Stephan Ripke
- Medical and Population Genetics, Broad Institute, Cambridge, MA, USA
- Analytic and Translational Genetics Unit, Massachusetts General Hospital, Boston, MA, USA
- Department of Psychiatry and Psychotherapy, Universitätsmedizin Berlin Campus Charité Mitte, Berlin, Germany
| | - Manuel Mattheisen
- Department of Biomedicine, Aarhus University, Aarhus, Denmark
- iSEQ, Centre for Integrative Sequencing, Aarhus University, Aarhus, Denmark
- iPSYCH, Lundbeck Foundation Initiative for Integrative Psychiatric Research, Aarhus, Denmark
- Centre for Psychiatry Research, Department of Clinical Neuroscience, Karolinska Institutet, Stockholm, Sweden
| | - Maciej Trzaskowski
- Institute for Molecular Bioscience, University of Queensland, Brisbane, Queensland, Australia
| | - Enda M Byrne
- Institute for Molecular Bioscience, University of Queensland, Brisbane, Queensland, Australia
| | - Abdel Abdellaoui
- Department of Biological Psychology and EMGO+ Institute for Health and Care Research, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
| | - Mark J Adams
- Division of Psychiatry, University of Edinburgh, Edinburgh, UK
| | - Esben Agerbo
- iPSYCH, Lundbeck Foundation Initiative for Integrative Psychiatric Research, Aarhus, Denmark
- Centre for Integrated Register-Based Research, Aarhus University, Aarhus, Denmark
- National Centre for Register-Based Research, Aarhus University, Aarhus, Denmark
| | - Tracy M Air
- Discipline of Psychiatry, University of Adelaide, Adelaide, South Australia, Australia
| | - Till M F Andlauer
- Department of Translational Research in Psychiatry, Max Planck Institute of Psychiatry, Munich, Germany
- Munich Cluster for Systems Neurology (SyNergy), Munich, Germany
| | - Silviu-Alin Bacanu
- Department of Psychiatry, Virginia Commonwealth University, Richmond, VA, USA
| | - Marie Bækvad-Hansen
- iPSYCH, Lundbeck Foundation Initiative for Integrative Psychiatric Research, Aarhus, Denmark
- Center for Neonatal Screening, Department for Congenital Disorders, Statens Serum Institut, Copenhagen, Denmark
| | - Aartjan F T Beekman
- Department of Psychiatry, Vrije Universiteit Medical Center and GGZ inGeest, Amsterdam, The Netherlands
| | - Tim B Bigdeli
- Department of Psychiatry, Virginia Commonwealth University, Richmond, VA, USA
- Virginia Institute for Psychiatric and Behavior Genetics, Richmond, VA, USA
| | - Elisabeth B Binder
- Department of Translational Research in Psychiatry, Max Planck Institute of Psychiatry, Munich, Germany
- Department of Psychiatry and Behavioral Sciences, Emory University School of Medicine, Atlanta, GA, USA
| | | | - Julien Bryois
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Henriette N Buttenschøn
- iSEQ, Centre for Integrative Sequencing, Aarhus University, Aarhus, Denmark
- iPSYCH, Lundbeck Foundation Initiative for Integrative Psychiatric Research, Aarhus, Denmark
- Department of Clinical Medicine, Translational Neuropsychiatry Unit, Aarhus University, Aarhus, Denmark
| | - Jonas Bybjerg-Grauholm
- iPSYCH, Lundbeck Foundation Initiative for Integrative Psychiatric Research, Aarhus, Denmark
- Center for Neonatal Screening, Department for Congenital Disorders, Statens Serum Institut, Copenhagen, Denmark
| | - Na Cai
- Statistical Genomics and Systems Genetics, European Bioinformatics Institute (EMBL-EBI), Cambridge, UK
- Human Genetics, Wellcome Trust Sanger Institute, Cambridge, UK
| | - Enrique Castelao
- Department of Psychiatry, University Hospital of Lausanne, Prilly, Switzerland
| | - Jane Hvarregaard Christensen
- Department of Biomedicine, Aarhus University, Aarhus, Denmark
- iSEQ, Centre for Integrative Sequencing, Aarhus University, Aarhus, Denmark
- iPSYCH, Lundbeck Foundation Initiative for Integrative Psychiatric Research, Aarhus, Denmark
| | - Toni-Kim Clarke
- Division of Psychiatry, University of Edinburgh, Edinburgh, UK
| | - Jonathan I R Coleman
- MRC Social Genetic and Developmental Psychiatry Centre, King's College London, London, UK
| | - Lucía Colodro-Conde
- Genetics and Computational Biology, QIMR Berghofer Medical Research Institute, Herston, Queensland, Australia
| | - Baptiste Couvy-Duchesne
- Queensland Brain Institute, University of Queensland, Brisbane, Queensland, Australia
- Centre for Advanced Imaging, University of Queensland, Brisbane, Queensland, Australia
| | - Nick Craddock
- Psychological Medicine, Cardiff University, Cardiff, UK
| | - Gregory E Crawford
- Center for Genomic and Computational Biology, Duke University, Durham, NC, USA
- Department of Pediatrics, Division of Medical Genetics, Duke University, Durham, NC, USA
| | - Cheynna A Crowley
- Biostatistics, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Hassan S Dashti
- Medical and Population Genetics, Broad Institute, Cambridge, MA, USA
- Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA
| | - Gail Davies
- Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, Edinburgh, UK
| | - Ian J Deary
- Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, Edinburgh, UK
| | - Franziska Degenhardt
- Institute of Human Genetics, University of Bonn, Bonn, Germany
- Life & Brain Center, Department of Genomics, University of Bonn, Bonn, Germany
| | - Eske M Derks
- Genetics and Computational Biology, QIMR Berghofer Medical Research Institute, Herston, Queensland, Australia
| | - Nese Direk
- Psychiatry, Dokuz Eylul University School of Medicine, Izmir, Turkey
- Epidemiology, Erasmus MC, Rotterdam, The Netherlands
| | - Conor V Dolan
- Department of Biological Psychology and EMGO+ Institute for Health and Care Research, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
| | - Erin C Dunn
- Stanley Center for Psychiatric Research, Broad Institute, Cambridge, MA, USA
- Department of Psychiatry, Massachusetts General Hospital, Boston, MA, USA
- Psychiatric and Neurodevelopmental Genetics Unit (PNGU), Massachusetts General Hospital, Boston, MA, USA
| | - Thalia C Eley
- MRC Social Genetic and Developmental Psychiatry Centre, King's College London, London, UK
| | | | | | | | - Hilary K Finucane
- Department of Epidemiology, Harvard T. H. Chan School of Public Health, Boston, MA, USA
- Department of Mathematics, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Andreas J Forstner
- Institute of Human Genetics, University of Bonn, Bonn, Germany
- Life & Brain Center, Department of Genomics, University of Bonn, Bonn, Germany
- Department of Psychiatry (UPK), University of Basel, Basel, Switzerland
- Human Genomics Research Group, Department of Biomedicine, University of Basel, Basel, Switzerland
| | - Josef Frank
- Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Héléna A Gaspar
- MRC Social Genetic and Developmental Psychiatry Centre, King's College London, London, UK
| | - Michael Gill
- Department of Psychiatry, Trinity College Dublin, Dublin, Ireland
| | | | - Fernando S Goes
- Psychiatry and Behavioral Sciences, Johns Hopkins University, Baltimore, MD, USA
| | - Scott D Gordon
- Genetics and Computational Biology, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | - Jakob Grove
- Department of Biomedicine, Aarhus University, Aarhus, Denmark
- iSEQ, Centre for Integrative Sequencing, Aarhus University, Aarhus, Denmark
- iPSYCH, Lundbeck Foundation Initiative for Integrative Psychiatric Research, Aarhus, Denmark
- Bioinformatics Research Centre, Aarhus University, Aarhus, Denmark
| | - Lynsey S Hall
- Division of Psychiatry, University of Edinburgh, Edinburgh, UK
- Institute of Genetic Medicine, Newcastle University, Newcastle-upon-Tyne, UK
| | | | - Christine Søholm Hansen
- iPSYCH, Lundbeck Foundation Initiative for Integrative Psychiatric Research, Aarhus, Denmark
- Center for Neonatal Screening, Department for Congenital Disorders, Statens Serum Institut, Copenhagen, Denmark
| | - Thomas F Hansen
- Danish Headache Centre, Department of Neurology, Rigshospitalet, Glostrup, Denmark
- Institute of Biological Psychiatry, Mental Health Center Sct. Hans, Mental Health Services Capital Region of Denmark, Copenhagen, Denmark
- iPSYCH, Lundbeck Foundation Initiative for Psychiatric Research, Copenhagen, Denmark
| | - Stefan Herms
- Institute of Human Genetics, University of Bonn, Bonn, Germany
- Life & Brain Center, Department of Genomics, University of Bonn, Bonn, Germany
- Human Genomics Research Group, Department of Biomedicine, University of Basel, Basel, Switzerland
| | - Ian B Hickie
- Brain and Mind Centre, University of Sydney, Sydney, New South Wales, Australia
| | - Per Hoffmann
- Institute of Human Genetics, University of Bonn, Bonn, Germany
- Life & Brain Center, Department of Genomics, University of Bonn, Bonn, Germany
- Human Genomics Research Group, Department of Biomedicine, University of Basel, Basel, Switzerland
| | - Georg Homuth
- Interfaculty Institute for Genetics and Functional Genomics, Department of Functional Genomics, University Medicine and Ernst Moritz Arndt University Greifswald, Greifswald, Germany
| | - Carsten Horn
- Roche Pharmaceutical Research and Early Development, Pharmaceutical Sciences, Roche Innovation Center Basel, F. Hoffmann-La Roche, Ltd, Basel, Switzerland
| | - Jouke-Jan Hottenga
- Department of Biological Psychology and EMGO+ Institute for Health and Care Research, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
| | - David M Hougaard
- iPSYCH, Lundbeck Foundation Initiative for Integrative Psychiatric Research, Aarhus, Denmark
- Center for Neonatal Screening, Department for Congenital Disorders, Statens Serum Institut, Copenhagen, Denmark
| | - Ming Hu
- Quantitative Health Sciences, Cleveland Clinic, Cleveland, OH, USA
| | - Craig L Hyde
- Statistics, Pfizer Global Research and Development, Groton, CT, USA
| | - Marcus Ising
- Max Planck Institute of Psychiatry, Munich, Germany
| | - Rick Jansen
- Department of Psychiatry, Vrije Universiteit Medical Center and GGZ inGeest, Amsterdam, The Netherlands
| | - Fulai Jin
- Case Comprehensive Cancer Center, Case Western Reserve University, Cleveland, OH, USA
- Department of Genetics and Genome Sciences, Case Western Reserve University, Cleveland, OH, USA
| | - Eric Jorgenson
- Division of Research, Kaiser Permanente Northern California, Oakland, CA, USA
| | - James A Knowles
- Psychiatry and Behavioral Sciences, University of Southern California, Los Angeles, CA, USA
| | - Isaac S Kohane
- Informatics Program, Boston Children's Hospital, Boston, MA, USA
- Department of Medicine, Brigham and Women's Hospital, Boston, MA, USA
- Department of Biomedical Informatics, Harvard Medical School, Boston, MA, USA
| | - Julia Kraft
- Department of Psychiatry and Psychotherapy, Universitätsmedizin Berlin Campus Charité Mitte, Berlin, Germany
| | | | - Jesper Krogh
- Department of Endocrinology at Herlev University Hospital, University of Copenhagen, Copenhagen, Denmark
| | - Zoltán Kutalik
- Swiss Institute of Bioinformatics, Lausanne, Switzerland
- Institute of Social and Preventive Medicine (IUMSP), University Hospital of Lausanne, Lausanne, Switzerland
| | - Jacqueline M Lane
- Medical and Population Genetics, Broad Institute, Cambridge, MA, USA
- Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA
- Department of Anesthesia, Critical Care and Pain Medicine, Massachusetts General Hospital, Boston, MA, USA
| | - Yihan Li
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK
| | - Yun Li
- Biostatistics, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
- Genetics, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Penelope A Lind
- Genetics and Computational Biology, QIMR Berghofer Medical Research Institute, Herston, Queensland, Australia
| | - Xiaoxiao Liu
- Department of Genetics and Genome Sciences, Case Western Reserve University, Cleveland, OH, USA
| | - Leina Lu
- Department of Genetics and Genome Sciences, Case Western Reserve University, Cleveland, OH, USA
| | - Donald J MacIntyre
- Mental Health, NHS 24, Glasgow, UK
- Division of Psychiatry, Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh, UK
| | - Dean F MacKinnon
- Psychiatry and Behavioral Sciences, Johns Hopkins University, Baltimore, MD, USA
| | - Robert M Maier
- Queensland Brain Institute, University of Queensland, Brisbane, Queensland, Australia
| | - Wolfgang Maier
- Department of Psychiatry and Psychotherapy, University of Bonn, Bonn, Germany
| | | | - Hamdi Mbarek
- Department of Biological Psychology and EMGO+ Institute for Health and Care Research, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
| | - Patrick McGrath
- Psychiatry, Columbia University College of Physicians and Surgeons, New York, NY, USA
| | - Peter McGuffin
- MRC Social Genetic and Developmental Psychiatry Centre, King's College London, London, UK
| | - Sarah E Medland
- Genetics and Computational Biology, QIMR Berghofer Medical Research Institute, Herston, Queensland, Australia
| | - Divya Mehta
- Queensland Brain Institute, University of Queensland, Brisbane, Queensland, Australia
- School of Psychology and Counseling, Queensland University of Technology, Brisbane, Queensland, Australia
| | - Christel M Middeldorp
- Department of Biological Psychology and EMGO+ Institute for Health and Care Research, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
- Child and Youth Mental Health Service, Children's Health Queensland Hospital and Health Service, South Brisbane, Queensland, Australia
- Child Health Research Centre, University of Queensland, Brisbane, Queensland, Australia
| | | | - Yuri Milaneschi
- Department of Psychiatry, Vrije Universiteit Medical Center and GGZ inGeest, Amsterdam, The Netherlands
| | - Lili Milani
- Estonian Genome Center, University of Tartu, Tartu, Estonia
| | | | - Francis M Mondimore
- Psychiatry and Behavioral Sciences, Johns Hopkins University, Baltimore, MD, USA
| | - Grant W Montgomery
- Institute for Molecular Bioscience, University of Queensland, Brisbane, Queensland, Australia
| | - Sara Mostafavi
- Medical Genetics, University of British Columbia, Vancouver, British Columbia, Canada
- Statistics, University of British Columbia, Vancouver, British Columbia, Canada
| | - Niamh Mullins
- MRC Social Genetic and Developmental Psychiatry Centre, King's College London, London, UK
| | - Matthias Nauck
- DZHK (German Centre for Cardiovascular Research), partner site Greifswald, University Medicine, University Medicine Greifswald, Greifswald, Germany
- Institute of Clinical Chemistry and Laboratory Medicine, University Medicine Greifswald, Greifswald, Germany
| | - Bernard Ng
- Statistics, University of British Columbia, Vancouver, British Columbia, Canada
| | - Michel G Nivard
- Department of Biological Psychology and EMGO+ Institute for Health and Care Research, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
| | - Dale R Nyholt
- Institute of Health and Biomedical Innovation, Queensland University of Technology, Brisbane, Queensland, Australia
| | - Paul F O'Reilly
- MRC Social Genetic and Developmental Psychiatry Centre, King's College London, London, UK
| | | | - Michael J Owen
- MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, UK
| | - Jodie N Painter
- Genetics and Computational Biology, QIMR Berghofer Medical Research Institute, Herston, Queensland, Australia
| | - Carsten Bøcker Pedersen
- iPSYCH, Lundbeck Foundation Initiative for Integrative Psychiatric Research, Aarhus, Denmark
- Centre for Integrated Register-Based Research, Aarhus University, Aarhus, Denmark
- National Centre for Register-Based Research, Aarhus University, Aarhus, Denmark
| | - Marianne Giørtz Pedersen
- iPSYCH, Lundbeck Foundation Initiative for Integrative Psychiatric Research, Aarhus, Denmark
- Centre for Integrated Register-Based Research, Aarhus University, Aarhus, Denmark
- National Centre for Register-Based Research, Aarhus University, Aarhus, Denmark
| | - Roseann E Peterson
- Department of Psychiatry, Virginia Commonwealth University, Richmond, VA, USA
- Virginia Institute for Psychiatric and Behavioral Genetics, Virginia Commonwealth University, Richmond, VA, USA
| | - Erik Pettersson
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Wouter J Peyrot
- Department of Psychiatry, Vrije Universiteit Medical Center and GGZ inGeest, Amsterdam, The Netherlands
| | - Giorgio Pistis
- Department of Psychiatry, University Hospital of Lausanne, Prilly, Switzerland
| | - Danielle Posthuma
- Complex Trait Genetics, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
- Clinical Genetics, Vrije Universiteit Medical Center, Amsterdam, The Netherlands
| | - Shaun M Purcell
- Department of Psychiatry, Brigham and Women's Hospital, Boston, MA, USA
| | | | - Per Qvist
- Department of Biomedicine, Aarhus University, Aarhus, Denmark
- iSEQ, Centre for Integrative Sequencing, Aarhus University, Aarhus, Denmark
- iPSYCH, Lundbeck Foundation Initiative for Integrative Psychiatric Research, Aarhus, Denmark
| | - John P Rice
- Department of Psychiatry, Washington University in St. Louis School of Medicine, St. Louis, MO, USA
| | - Brien P Riley
- Department of Psychiatry, Virginia Commonwealth University, Richmond, VA, USA
| | - Margarita Rivera
- MRC Social Genetic and Developmental Psychiatry Centre, King's College London, London, UK
- Department of Biochemistry and Molecular Biology II, Institute of Neurosciences, Center for Biomedical Research, University of Granada, Granada, Spain
| | | | - Richa Saxena
- Medical and Population Genetics, Broad Institute, Cambridge, MA, USA
- Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA
- Department of Anesthesia, Critical Care and Pain Medicine, Massachusetts General Hospital, Boston, MA, USA
| | - Robert Schoevers
- Department of Psychiatry, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - Eva C Schulte
- Department of Psychiatry and Psychotherapy, Medical Center of the University of Munich, Campus Innenstadt, Munich, Germany
- Institute of Psychiatric Phenomics and Genomics (IPPG), Medical Center of the University of Munich, Campus Innenstadt, Munich, Germany
| | - Ling Shen
- Division of Research, Kaiser Permanente Northern California, Oakland, CA, USA
| | - Jianxin Shi
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, MD, USA
| | - Stanley I Shyn
- Behavioral Health Services, Kaiser Permanente Washington, Seattle, WA, USA
| | - Engilbert Sigurdsson
- Faculty of Medicine, Department of Psychiatry, University of Iceland, Reykjavik, Iceland
| | - Grant B C Sinnamon
- School of Medicine and Dentistry, James Cook University, Townsville, Queensland, Australia
| | - Johannes H Smit
- Department of Psychiatry, Vrije Universiteit Medical Center and GGZ inGeest, Amsterdam, The Netherlands
| | - Daniel J Smith
- Institute of Health and Wellbeing, University of Glasgow, Glasgow, UK
| | | | | | - Craig A Stockmeier
- Psychiatry and Human Behavior, University of Mississippi Medical Center, Jackson, MS, USA
| | - Fabian Streit
- Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Jana Strohmaier
- Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Katherine E Tansey
- College of Biomedical and Life Sciences, Cardiff University, Cardiff, UK
| | - Henning Teismann
- Institute of Epidemiology and Social Medicine, University of Münster, Münster, Germany
| | - Alexander Teumer
- Institute for Community Medicine, University Medicine Greifswald, Greifswald, Germany
| | - Wesley Thompson
- iPSYCH, Lundbeck Foundation Initiative for Integrative Psychiatric Research, Aarhus, Denmark
- Institute of Biological Psychiatry, Mental Health Center Sct. Hans, Mental Health Services Capital Region of Denmark, Copenhagen, Denmark
- KG Jebsen Centre for Psychosis Research, Norway Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
- Department of Psychiatry, University of California, San Diego, La Jolla, CA, USA
| | - Pippa A Thomson
- Medical Genetics Section, CGEM, IGMM, University of Edinburgh, Edinburgh, UK
| | | | - Chao Tian
- Research, 23andMe, Inc., Mountain View, CA, USA
| | - Matthew Traylor
- Clinical Neurosciences, University of Cambridge, Cambridge, UK
| | - Jens Treutlein
- Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Vassily Trubetskoy
- Department of Psychiatry and Psychotherapy, Universitätsmedizin Berlin Campus Charité Mitte, Berlin, Germany
| | | | - Daniel Umbricht
- Roche Pharmaceutical Research and Early Development, Neuroscience, Ophthalmology and Rare Diseases Discovery and Translational Medicine Area, Roche Innovation Center Basel, F. Hoffmann-La Roche, Ltd, Basel, Switzerland
| | - Sandra Van der Auwera
- Department of Psychiatry and Psychotherapy, University Medicine Greifswald, Greifswald, Germany
| | - Albert M van Hemert
- Department of Psychiatry, Leiden University Medical Center, Leiden, The Netherlands
| | - Alexander Viktorin
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Peter M Visscher
- Institute for Molecular Bioscience, University of Queensland, Brisbane, Queensland, Australia
- Queensland Brain Institute, University of Queensland, Brisbane, Queensland, Australia
| | - Yunpeng Wang
- iPSYCH, Lundbeck Foundation Initiative for Integrative Psychiatric Research, Aarhus, Denmark
- Institute of Biological Psychiatry, Mental Health Center Sct. Hans, Mental Health Services Capital Region of Denmark, Copenhagen, Denmark
- KG Jebsen Centre for Psychosis Research, Norway Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
| | - Bradley T Webb
- Virginia Institute of Psychiatric and Behavioral Genetics, Virginia Commonwealth University, Richmond, VA, USA
| | - Shantel Marie Weinsheimer
- iPSYCH, Lundbeck Foundation Initiative for Integrative Psychiatric Research, Aarhus, Denmark
- Institute of Biological Psychiatry, Mental Health Center Sct. Hans, Mental Health Services Capital Region of Denmark, Copenhagen, Denmark
| | - Jürgen Wellmann
- Institute of Epidemiology and Social Medicine, University of Münster, Münster, Germany
| | - Gonneke Willemsen
- Department of Biological Psychology and EMGO+ Institute for Health and Care Research, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
| | - Stephanie H Witt
- Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Yang Wu
- Institute for Molecular Bioscience, University of Queensland, Brisbane, Queensland, Australia
| | - Hualin S Xi
- Computational Sciences Center of Emphasis, Pfizer Global Research and Development, Cambridge, MA, USA
| | - Jian Yang
- Institute for Molecular Bioscience, University of Queensland, Brisbane, Queensland, Australia
- Queensland Brain Institute, University of Queensland, Brisbane, Queensland, Australia
| | - Futao Zhang
- Institute for Molecular Bioscience, University of Queensland, Brisbane, Queensland, Australia
| | - Volker Arolt
- Department of Psychiatry, University of Münster, Munster, Germany
| | - Bernhard T Baune
- Discipline of Psychiatry, University of Adelaide, Adelaide, South Australia, Australia
| | - Klaus Berger
- Institute of Epidemiology and Social Medicine, University of Münster, Münster, Germany
| | - Dorret I Boomsma
- Department of Biological Psychology and EMGO+ Institute for Health and Care Research, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
| | - Sven Cichon
- Institute of Human Genetics, University of Bonn, Bonn, Germany
- Human Genomics Research Group, Department of Biomedicine, University of Basel, Basel, Switzerland
- Institute of Neuroscience and Medicine (INM-1), Research Center Juelich, Juelich, Germany
- Institute of Medical Genetics and Pathology, University Hospital Basel, University of Basel, Basel, Switzerland
| | - Udo Dannlowski
- Department of Psychiatry, University of Münster, Munster, Germany
| | - E C J de Geus
- Department of Biological Psychology and EMGO+ Institute for Health and Care Research, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
- Amsterdam Public Health Institute, Vrije Universiteit Medical Center, Amsterdam, The Netherlands
| | - J Raymond DePaulo
- Psychiatry and Behavioral Sciences, Johns Hopkins University, Baltimore, MD, USA
| | - Enrico Domenici
- Centre for Integrative Biology, Università degli Studi di Trento, Trento, Italy
| | - Katharina Domschke
- Department of Psychiatry and Psychotherapy, Medical Center, Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Tõnu Esko
- Medical and Population Genetics, Broad Institute, Cambridge, MA, USA
- Estonian Genome Center, University of Tartu, Tartu, Estonia
| | - Hans J Grabe
- Department of Psychiatry and Psychotherapy, University Medicine Greifswald, Greifswald, Germany
| | - Steven P Hamilton
- Psychiatry, Kaiser Permanente Northern California, San Francisco, CA, USA
| | - Caroline Hayward
- MRC Human Genetics Unit, Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, UK
| | - Andrew C Heath
- Department of Psychiatry, Washington University in St. Louis School of Medicine, St. Louis, MO, USA
| | | | - Kenneth S Kendler
- Department of Psychiatry, Virginia Commonwealth University, Richmond, VA, USA
| | - Stefan Kloiber
- Max Planck Institute of Psychiatry, Munich, Germany
- Centre for Addiction and Mental Health, Toronto, Ontario, Canada
- Department of Psychiatry, University of Toronto, Toronto, Ontario, Canada
| | - Glyn Lewis
- Division of Psychiatry, University College London, London, UK
| | - Qingqin S Li
- Neuroscience Therapeutic Area, Janssen Research and Development, LLC, Titusville, NJ, USA
| | | | - Pamela F A Madden
- Department of Psychiatry, Washington University in St. Louis School of Medicine, St. Louis, MO, USA
| | - Patrik K Magnusson
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Nicholas G Martin
- Genetics and Computational Biology, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | - Andrew M McIntosh
- Division of Psychiatry, University of Edinburgh, Edinburgh, UK
- Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, Edinburgh, UK
| | - Andres Metspalu
- Estonian Genome Center, University of Tartu, Tartu, Estonia
- Institute of Molecular and Cell Biology, University of Tartu, Tartu, Estonia
| | - Ole Mors
- iPSYCH, Lundbeck Foundation Initiative for Integrative Psychiatric Research, Aarhus, Denmark
- Psychosis Research Unit, Aarhus University Hospital, Risskov, Aarhus, Denmark
| | - Preben Bo Mortensen
- iSEQ, Centre for Integrative Sequencing, Aarhus University, Aarhus, Denmark
- iPSYCH, Lundbeck Foundation Initiative for Integrative Psychiatric Research, Aarhus, Denmark
- Centre for Integrated Register-Based Research, Aarhus University, Aarhus, Denmark
- National Centre for Register-Based Research, Aarhus University, Aarhus, Denmark
| | - Bertram Müller-Myhsok
- Department of Translational Research in Psychiatry, Max Planck Institute of Psychiatry, Munich, Germany
- Munich Cluster for Systems Neurology (SyNergy), Munich, Germany
- Institute of Translational Medicine, University of Liverpool, Liverpool, UK
| | - Merete Nordentoft
- iPSYCH, Lundbeck Foundation Initiative for Integrative Psychiatric Research, Aarhus, Denmark
- Mental Health Center Copenhagen, Copenhagen University Hospital, Copenhagen, Denmark
| | - Markus M Nöthen
- Institute of Human Genetics, University of Bonn, Bonn, Germany
- Life & Brain Center, Department of Genomics, University of Bonn, Bonn, Germany
| | - Michael C O'Donovan
- MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, UK
| | - Sara A Paciga
- Human Genetics and Computational Biomedicine, Pfizer Global Research and Development, Groton, CT, USA
| | - Nancy L Pedersen
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Brenda W J H Penninx
- Department of Psychiatry, Vrije Universiteit Medical Center and GGZ inGeest, Amsterdam, The Netherlands
| | - Roy H Perlis
- Department of Psychiatry, Massachusetts General Hospital, Boston, MA, USA
- Psychiatry, Harvard Medical School, Boston, MA, USA
| | - David J Porteous
- Medical Genetics Section, CGEM, IGMM, University of Edinburgh, Edinburgh, UK
| | | | - Martin Preisig
- Department of Psychiatry, University Hospital of Lausanne, Prilly, Switzerland
| | - Marcella Rietschel
- Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Catherine Schaefer
- Division of Research, Kaiser Permanente Northern California, Oakland, CA, USA
| | - Thomas G Schulze
- Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
- Psychiatry and Behavioral Sciences, Johns Hopkins University, Baltimore, MD, USA
- Institute of Psychiatric Phenomics and Genomics (IPPG), Medical Center of the University of Munich, Campus Innenstadt, Munich, Germany
- Human Genetics Branch, NIMH Division of Intramural Research Programs, Bethesda, MD, USA
- Department of Psychiatry and Psychotherapy, University Medical Center Göttingen, Göttingen, Germany
| | - Jordan W Smoller
- Stanley Center for Psychiatric Research, Broad Institute, Cambridge, MA, USA
- Department of Psychiatry, Massachusetts General Hospital, Boston, MA, USA
- Psychiatric and Neurodevelopmental Genetics Unit (PNGU), Massachusetts General Hospital, Boston, MA, USA
| | - Kari Stefansson
- deCODE Genetics/Amgen, Inc., Reykjavik, Iceland
- Faculty of Medicine, University of Iceland, Reykjavik, Iceland
| | - Henning Tiemeier
- Epidemiology, Erasmus MC, Rotterdam, The Netherlands
- Child and Adolescent Psychiatry, Erasmus MC, Rotterdam, The Netherlands
- Psychiatry, Erasmus MC, Rotterdam, The Netherlands
| | - Rudolf Uher
- Psychiatry, Dalhousie University, Halifax, Nova Scotia, Canada
| | - Henry Völzke
- Institute for Community Medicine, University Medicine Greifswald, Greifswald, Germany
| | - Myrna M Weissman
- Psychiatry, Columbia University College of Physicians and Surgeons, New York, NY, USA
- Division of Epidemiology, New York State Psychiatric Institute, New York, NY, USA
| | - Thomas Werge
- iPSYCH, Lundbeck Foundation Initiative for Integrative Psychiatric Research, Aarhus, Denmark
- Institute of Biological Psychiatry, Mental Health Center Sct. Hans, Mental Health Services Capital Region of Denmark, Copenhagen, Denmark
- Department of Clinical Medicine, University of Copenhagen, Copenhagen, Denmark
| | - Ashley R Winslow
- Human Genetics and Computational Biomedicine, Pfizer Global Research and Development, Cambridge, MA, USA
- Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Cathryn M Lewis
- MRC Social Genetic and Developmental Psychiatry Centre, King's College London, London, UK
- Department of Medical and Molecular Genetics, King's College London, London, UK
| | - Douglas F Levinson
- Psychiatry and Behavioral Sciences, Stanford University, Stanford, CA, USA
| | - Gerome Breen
- MRC Social Genetic and Developmental Psychiatry Centre, King's College London, London, UK
- NIHR BRC for Mental Health, King's College London, London, UK
| | - Anders D Børglum
- Department of Biomedicine, Aarhus University, Aarhus, Denmark
- iSEQ, Centre for Integrative Sequencing, Aarhus University, Aarhus, Denmark
- iPSYCH, Lundbeck Foundation Initiative for Integrative Psychiatric Research, Aarhus, Denmark
| | - Patrick F Sullivan
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden.
- Genetics, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.
- Psychiatry, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.
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50
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Affiliation(s)
- Christel M Middeldorp
- Child Health Research Centre, University of Queensland, Brisbane, QLD, Australia
- Child and Youth Mental Health Service, Children's Health Queensland Hospital and Health Services, Brisbane, QLD, Australia
- Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
| | - Naomi R Wray
- Institute for Molecular Bioscience, University of Queensland, Brisbane, QLD, Australia
- Queensland Brain Institute, University of Queensland, Brisbane, QLD, Australia
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