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Uher R, Pavlova B, Radua J, Provenzani U, Najafi S, Fortea L, Ortuño M, Nazarova A, Perroud N, Palaniyappan L, Domschke K, Cortese S, Arnold PD, Austin JC, Vanyukov MM, Weissman MM, Young AH, Hillegers MH, Danese A, Nordentoft M, Murray RM, Fusar‐Poli P. Transdiagnostic risk of mental disorders in offspring of affected parents: a meta-analysis of family high-risk and registry studies. World Psychiatry 2023; 22:433-448. [PMID: 37713573 PMCID: PMC10503921 DOI: 10.1002/wps.21147] [Citation(s) in RCA: 9] [Impact Index Per Article: 9.0] [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: 09/17/2023] Open
Abstract
The offspring of parents with mental disorders are at increased risk for developing mental disorders themselves. The risk to offspring may extend transdiagnostically to disorders other than those present in the parents. The literature on this topic is vast but mixed. To inform targeted prevention and genetic counseling, we performed a comprehensive, PRISMA 2020-compliant meta-analysis. We systematically searched the literature published up to September 2022 to retrieve original family high-risk and registry studies reporting on the risk of mental disorders in offspring of parents with any type of mental disorder. We performed random-effects meta-analyses of the relative risk (risk ratio, RR) and absolute risk (lifetime, up to the age at assessment) of mental disorders, defined according to the ICD or DSM. Cumulative incidence by offspring age was determined using meta-analytic Kaplan-Meier curves. We measured heterogeneity with the I2 statistic, and risk of bias with the Quality In Prognosis Studies (QUIPS) tool. Sensitivity analyses addressed the impact of study design (family high-risk vs. registry) and specific vs. transdiagnostic risks. Transdiagnosticity was appraised with the TRANSD criteria. We identified 211 independent studies that reported data on 3,172,115 offspring of parents with psychotic, bipolar, depressive, disruptive, attention-deficit/hyperactivity, anxiety, substance use, eating, obsessive-compulsive, and borderline personality disorders, and 20,428,575 control offspring. The RR and lifetime risk of developing any mental disorder were 3.0 and 55% in offspring of parents with anxiety disorders; 2.6 and 17% in offspring of those with psychosis; 2.1 and 55% in offspring of those with bipolar disorder; 1.9 and 51% in offspring of those with depressive disorders; and 1.5 and 38% in offspring of those with substance use disorders. The offspring's RR and lifetime risk of developing the same mental disorder diagnosed in their parent were 8.4 and 32% for attention-deficit/hyperactivity disorder; 5.8 and 8% for psychosis; 5.1 and 5% for bipolar disorder; 2.8 and 9% for substance use disorders; 2.3 and 14% for depressive disorders; 2.3 and 1% for eating disorders; and 2.2 and 31% for anxiety disorders. There were 37 significant transdiagnostic associations between parental mental disorders and the RR of developing a different mental disorder in the offspring. In offspring of parents with psychosis, bipolar and depressive disorder, the risk of the same disorder onset emerged at 16, 5 and 6 years, and cumulated to 3%, 19% and 24% by age 18; and to 8%, 36% and 46% by age 28. Heterogeneity ranged from 0 to 0.98, and 96% of studies were at high risk of bias. Sensitivity analyses restricted to prospective family high-risk studies confirmed the pattern of findings with similar RR, but with greater absolute risks compared to analyses of all study types. This study demonstrates at a global, meta-analytic level that offspring of affected parents have strongly elevated RR and lifetime risk of developing any mental disorder as well as the same mental disorder diagnosed in the parent. The transdiagnostic risks suggest that offspring of parents with a range of mental disorders should be considered as candidates for targeted primary prevention.
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Affiliation(s)
- Rudolf Uher
- Dalhousie UniversityDepartment of PsychiatryHalifaxNSCanada
- Nova Scotia Health AuthorityHalifaxNSCanada
| | - Barbara Pavlova
- Dalhousie UniversityDepartment of PsychiatryHalifaxNSCanada
- Nova Scotia Health AuthorityHalifaxNSCanada
| | - Joaquim Radua
- Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), CIBERSAM, Instituto de Salud Carlos IIIUniversity of BarcelonaBarcelonaSpain
| | - Umberto Provenzani
- Department of Brain and Behavioral SciencesUniversity of PaviaPaviaItaly
| | - Sara Najafi
- Dalhousie UniversityDepartment of PsychiatryHalifaxNSCanada
- Nova Scotia Health AuthorityHalifaxNSCanada
| | - Lydia Fortea
- Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), CIBERSAM, Instituto de Salud Carlos IIIUniversity of BarcelonaBarcelonaSpain
| | - Maria Ortuño
- Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), CIBERSAM, Instituto de Salud Carlos IIIUniversity of BarcelonaBarcelonaSpain
| | - Anna Nazarova
- Dalhousie UniversityDepartment of PsychiatryHalifaxNSCanada
- Nova Scotia Health AuthorityHalifaxNSCanada
| | - Nader Perroud
- Service of Psychiatric Specialties, Department of PsychiatryUniversity Hospitals of GenevaGenevaSwitzerland
- Department of PsychiatryUniversity of GenevaGenevaSwitzerland
| | - Lena Palaniyappan
- Douglas Mental Health University Institute, Department of PsychiatryMcGill UniversityMontrealQBCanada
- Robarts Research InstituteWestern UniversityLondonONCanada
- Department of Medical BiophysicsWestern UniversityLondonONCanada
| | - Katharina Domschke
- Department of Psychiatry and Psychotherapy, Medical Center, Faculty of MedicineUniversity of FreiburgFreiburgGermany
| | - Samuele Cortese
- School of Psychology, and Clinical and Experimental Sciences (CNS and Psychiatry), Faculty of MedicineUniversity of SouthamptonSouthamptonUK
- Solent NHS TrustSouthamptonUK
- Division of Psychiatry and Applied PsychologyUniversity of NottinghamNottinghamUK
- Hassenfeld Children's Hospital at NYU LangoneNew YorkNYUSA
| | - Paul D. Arnold
- Mathison Centre for Mental Health Research & EducationUniversity of CalgaryCalgaryALCanada
| | - Jehannine C. Austin
- Departments of Psychiatry and Medical GeneticsUniversity of British ColumbiaVancouverBCCanada
| | - Michael M. Vanyukov
- Departments of Pharmaceutical Sciences, Psychiatry, and Human GeneticsUniversity of PittsburghPittsburghPAUSA
| | - Myrna M. Weissman
- Department of Psychiatry, Vagelos College of Physicians and SurgeonsColumbia UniversityNew YorkNYUSA
- Division of Translational EpidemiologyNew York State Psychiatric InstituteNew YorkNYUSA
- Mailman School of Public HealthColumbia UniversityNew YorkNYUSA
| | - Allan H. Young
- Centre for Affective Disorders, Institute of Psychiatry, Psychology, and NeuroscienceKing's College LondonLondonUK
| | - Manon H.J. Hillegers
- Department of Child and Adolescent Psychiatry/PsychologyErasmus University Medical Center, Sophia Children's HospitalRotterdamThe Netherlands
| | - Andrea Danese
- Social, Genetic and Developmental Psychiatry Centre and Department of Child and Adolescent PsychiatryInstitute of Psychiatry, Psychology and Neuroscience, King's College LondonLondonUK
- National and Specialist CAMHS Clinic for Trauma, Anxiety, and DepressionSouth London and Maudsley NHS Foundation TrustLondonUK
| | - Merete Nordentoft
- Copenhagen Research Center for Mental Health, Mental Health ServicesCapital Region of DenmarkCopenhagenDenmark
- Department of Clinical Medicine, Faculty of Health SciencesUniversity of CopenhagenCopenhagenDenmark
| | - Robin M. Murray
- Department of Psychosis Studies, Institute of Psychiatry, Psychology and NeuroscienceKing's College LondonLondonUK
| | - Paolo Fusar‐Poli
- Department of Brain and Behavioral SciencesUniversity of PaviaPaviaItaly
- Early Psychosis: Intervention and Clinical‐detection (EPIC) lab, Department of Psychosis StudiesKing's College LondonLondonUK
- Outreach and Support in South‐London (OASIS) NHS Foundation Trust, South London and Maudsley NHS Foundation TrustLondonUK
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Abstract
Many experts in the etiology, assessment, and treatment of substance use/addiction view stigma and stigmatization - negatively branding addiction and substance users - as obstacles to the solution of the substance misuse problem. Discussions on this topic impact research and policy, and result in oft-repeated calls to remove the stigma from substance use and users. The goal of the article is to analyze the stigmatization concept as applied to substance use/addiction. It is widely accepted in the literature that stigmatization negatively affects substance users because addiction stigma interferes in both seeking and receiving professional care. It is argued that the societal disapproval of substance use/addiction is inappropriate because it is a mental disorder, involving biological processes. Nonetheless, neither those processes nor negative attitudes to substance use affirm the concept of stigmatization as currently applied. This concept conflates potential mistreatment and malpractice with the prosocial justified societal disapproval of a lethally dangerous behavior. Consequently, the stigmatization concept suffers from internal contradictions, is either misleading or redundant, and may do more harm than the supposed mistreatment of substance users that stigmatization connotes. On the contrary, the justified disapproval of harmful behavior may be a factor raising individual resistance to substance use. Instead of mitigating the effects of that disapproval, it may need to be capitalized on. If it is employed explicitly, conscientiously, and professionally, its internalization may be one of the resistance mechanisms needed to achieve any progress in the still elusive prevention of substance use and addiction.
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Affiliation(s)
- Michael M Vanyukov
- Departments of Pharmaceutical Sciences, Psychiatry, and Human Genetics, University of Pittsburgh, Pittsburgh PA, USA
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Affiliation(s)
- Michael M Vanyukov
- Departments of Pharmaceutical Sciences, Psychiatry, and Human Genetics, University of Pittsburgh, Pittsburgh, PA, USA
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Abstract
This brief communication responds to the article by Rajabi et al., recently published in Behavior Genetics. To test the hypothesis of cigarette smoking as a "gateway" for subsequent opium use and contrast it with the common liability model, Mendelian randomization analysis was applied to data obtained from an Iranian sample, using CHRNA3 rs1051730 as an instrumental variable. It is doubtful, however, if the assumptions of instrumental variable analysis hold in this case. The authors misstate both the gateway hypothesis and the common liability model. The article has many other deficiencies that diminish the veracity of its categorical conclusions that accept the causal interpretation of the "gateway hypothesis" and reject the common liability model, with which the data are fully consistent.
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Affiliation(s)
- Michael M Vanyukov
- Departments of Pharmaceutical Sciences, Psychiatry, and Human Genetics, University of Pittsburgh, Pittsburgh, PA, 15213, USA.
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5
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Munn‐Chernoff MA, Johnson EC, Chou Y, Coleman JR, Thornton LM, Walters RK, Yilmaz Z, Baker JH, Hübel C, Gordon S, Medland SE, Watson HJ, Gaspar HA, Bryois J, Hinney A, Leppä VM, Mattheisen M, Ripke S, Yao S, Giusti‐Rodríguez P, Hanscombe KB, Adan RA, Alfredsson L, Ando T, Andreassen OA, Berrettini WH, Boehm I, Boni C, Boraska Perica V, Buehren K, Burghardt R, Cassina M, Cichon S, Clementi M, Cone RD, Courtet P, Crow S, Crowley JJ, Danner UN, Davis OS, Zwaan M, Dedoussis G, Degortes D, DeSocio JE, Dick DM, Dikeos D, Dina C, Dmitrzak‐Weglarz M, Docampo E, Duncan LE, Egberts K, Ehrlich S, Escaramís G, Esko T, Estivill X, Farmer A, Favaro A, Fernández‐Aranda F, Fichter MM, Fischer K, Föcker M, Foretova L, Forstner AJ, Forzan M, Franklin CS, Gallinger S, Giegling I, Giuranna J, Gonidakis F, Gorwood P, Gratacos Mayora M, Guillaume S, Guo Y, Hakonarson H, Hatzikotoulas K, Hauser J, Hebebrand J, Helder SG, Herms S, Herpertz‐Dahlmann B, Herzog W, Huckins LM, Hudson JI, Imgart H, Inoko H, Janout V, Jiménez‐Murcia S, Julià A, Kalsi G, Kaminská D, Karhunen L, Karwautz A, Kas MJ, Kennedy JL, Keski‐Rahkonen A, Kiezebrink K, Kim Y, Klump KL, Knudsen GPS, La Via MC, Le Hellard S, Levitan RD, Li D, Lilenfeld L, Lin BD, Lissowska J, Luykx J, Magistretti PJ, Maj M, Mannik K, Marsal S, Marshall CR, Mattingsdal M, McDevitt S, McGuffin P, Metspalu A, Meulenbelt I, Micali N, Mitchell K, Monteleone AM, Monteleone P, Nacmias B, Navratilova M, Ntalla I, O'Toole JK, Ophoff RA, Padyukov L, Palotie A, Pantel J, Papezova H, Pinto D, Rabionet R, Raevuori A, Ramoz N, Reichborn‐Kjennerud T, Ricca V, Ripatti S, Ritschel F, Roberts M, Rotondo A, Rujescu D, Rybakowski F, Santonastaso P, Scherag A, Scherer SW, Schmidt U, Schork NJ, Schosser A, Seitz J, Slachtova L, Slagboom PE, Slof‐Op't Landt MC, Slopien A, Sorbi S, Świątkowska B, Szatkiewicz JP, Tachmazidou I, Tenconi E, Tortorella A, Tozzi F, Treasure J, Tsitsika A, Tyszkiewicz‐Nwafor M, Tziouvas K, Elburg AA, Furth EF, Wagner G, Walton E, Widen E, Zeggini E, Zerwas S, Zipfel S, Bergen AW, Boden JM, Brandt H, Crawford S, Halmi KA, Horwood LJ, Johnson C, Kaplan AS, Kaye WH, Mitchell J, Olsen CM, Pearson JF, Pedersen NL, Strober M, Werge T, Whiteman DC, Woodside DB, Grove J, Henders AK, Larsen JT, Parker R, Petersen LV, Jordan J, Kennedy MA, Birgegård A, Lichtenstein P, Norring C, Landén M, Mortensen PB, Polimanti R, McClintick JN, Adkins AE, Aliev F, Bacanu S, Batzler A, Bertelsen S, Biernacka JM, Bigdeli TB, Chen L, Clarke T, Degenhardt F, Docherty AR, Edwards AC, Foo JC, Fox L, Frank J, Hack LM, Hartmann AM, Hartz SM, Heilmann‐Heimbach S, Hodgkinson C, Hoffmann P, Hottenga J, Konte B, Lahti J, Lahti‐Pulkkinen M, Lai D, Ligthart L, Loukola A, Maher BS, Mbarek H, McIntosh AM, McQueen MB, Meyers JL, Milaneschi Y, Palviainen T, Peterson RE, Ryu E, Saccone NL, Salvatore JE, Sanchez‐Roige S, Schwandt M, Sherva R, Streit F, Strohmaier J, Thomas N, Wang J, Webb BT, Wedow R, Wetherill L, Wills AG, Zhou H, Boardman JD, Chen D, Choi D, Copeland WE, Culverhouse RC, Dahmen N, Degenhardt L, Domingue BW, Frye MA, Gäebel W, Hayward C, Ising M, Keyes M, Kiefer F, Koller G, Kramer J, Kuperman S, Lucae S, Lynskey MT, Maier W, Mann K, Männistö S, Müller‐Myhsok B, Murray AD, Nurnberger JI, Preuss U, Räikkönen K, Reynolds MD, Ridinger M, Scherbaum N, Schuckit MA, Soyka M, Treutlein J, Witt SH, Wodarz N, Zill P, Adkins DE, Boomsma DI, Bierut LJ, Brown SA, Bucholz KK, Costello EJ, Wit H, Diazgranados N, Eriksson JG, Farrer LA, Foroud TM, Gillespie NA, Goate AM, Goldman D, Grucza RA, Hancock DB, Harris KM, Hesselbrock V, Hewitt JK, Hopfer CJ, Iacono WG, Johnson EO, Karpyak VM, Kendler KS, Kranzler HR, Krauter K, Lind PA, McGue M, MacKillop J, Madden PA, Maes HH, Magnusson PK, Nelson EC, Nöthen MM, Palmer AA, Penninx BW, Porjesz B, Rice JP, Rietschel M, Riley BP, Rose RJ, Shen P, Silberg J, Stallings MC, Tarter RE, Vanyukov MM, Vrieze S, Wall TL, Whitfield JB, Zhao H, Neale BM, Wade TD, Heath AC, Montgomery GW, Martin NG, Sullivan PF, Kaprio J, Breen G, Gelernter J, Edenberg HJ, Bulik CM, Agrawal A. Shared genetic risk between eating disorder‐ and substance‐use‐related phenotypes: Evidence from genome‐wide association studies. Addict Biol 2021; 26:e12880. [DOI: 10.1111/adb.12880] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/21/2019] [Revised: 12/09/2019] [Accepted: 01/13/2020] [Indexed: 02/01/2023]
Affiliation(s)
- Melissa A. Munn‐Chernoff
- Department of Psychiatry University of North Carolina at Chapel Hill Chapel Hill North Carolina USA
| | - Emma C. Johnson
- Department of Psychiatry Washington University School of Medicine Saint Louis Missouri USA
| | - Yi‐Ling Chou
- Department of Psychiatry Washington University School of Medicine Saint Louis Missouri USA
| | - Jonathan R.I. Coleman
- Social, Genetic and Developmental Psychiatry (SGDP) Centre, Institute of Psychiatry, Psychology and Neuroscience King's College London London UK
- National Institute for Health Research Biomedical Research Centre King's College London and South London and Maudsley National Health Service Trust London UK
| | - Laura M. Thornton
- Department of Psychiatry University of North Carolina at Chapel Hill Chapel Hill North Carolina USA
| | - Raymond K. Walters
- Analytic and Translational Genetics Unit, Department of Medicine Massachusetts General Hospital and Harvard Medical School Boston Massachusetts USA
- Stanley Center for Psychiatric Research Broad Institute of MIT and Harvard Cambridge Massachusetts USA
| | - Zeynep Yilmaz
- Department of Psychiatry University of North Carolina at Chapel Hill Chapel Hill North Carolina USA
- Department of Genetics University of North Carolina at Chapel Hill Chapel Hill North Carolina USA
| | - Jessica H. Baker
- Department of Psychiatry University of North Carolina at Chapel Hill Chapel Hill North Carolina USA
| | - Christopher Hübel
- Social, Genetic and Developmental Psychiatry (SGDP) Centre, Institute of Psychiatry, Psychology and Neuroscience King's College London London UK
- National Institute for Health Research Biomedical Research Centre King's College London and South London and Maudsley National Health Service Trust London UK
- Department of Medical Epidemiology and Biostatistics Karolinska Institutet Stockholm Sweden
| | - Scott Gordon
- QIMR Berghofer Medical Research Institute Brisbane Queensland Australia
| | - Sarah E. Medland
- QIMR Berghofer Medical Research Institute Brisbane Queensland Australia
| | - Hunna J. Watson
- Department of Psychiatry University of North Carolina at Chapel Hill Chapel Hill North Carolina USA
- School of Psychology Curtin University Perth Western Australia Australia
- School of Paediatrics and Child Health University of Western Australia Perth Western Australia Australia
| | - Héléna A. Gaspar
- Social, Genetic and Developmental Psychiatry (SGDP) Centre, Institute of Psychiatry, Psychology and Neuroscience King's College London London UK
- National Institute for Health Research Biomedical Research Centre King's College London and South London and Maudsley National Health Service Trust London UK
| | - Julien Bryois
- Department of Medical Epidemiology and Biostatistics Karolinska Institutet Stockholm Sweden
| | - Anke Hinney
- Department of Child and Adolescent Psychiatry University Hospital Essen, University of Duisburg‐Essen Essen Germany
| | - Virpi M. Leppä
- Department of Medical Epidemiology and Biostatistics Karolinska Institutet Stockholm Sweden
| | - Manuel Mattheisen
- Department of Biomedicine Aarhus University Aarhus Denmark
- Department of Clinical Neuroscience Karolinska Institutet Stockholm Sweden
- Center for Psychiatry Research, Stockholm Health Care Services Stockholm County Council Stockholm Sweden
- Department of Psychiatry, Psychosomatics and Psychotherapy University of Würzburg Germany
| | - Stephan Ripke
- Analytic and Translational Genetics Unit, Department of Medicine Massachusetts General Hospital and Harvard Medical School Boston Massachusetts USA
- Stanley Center for Psychiatric Research Broad Institute of MIT and Harvard Cambridge Massachusetts USA
- Department of Psychiatry and Psychotherapy Charité ‐ Universitätsmedizin Berlin Germany
| | - Shuyang Yao
- Department of Medical Epidemiology and Biostatistics Karolinska Institutet Stockholm Sweden
| | - Paola Giusti‐Rodríguez
- Department of Genetics University of North Carolina at Chapel Hill Chapel Hill North Carolina USA
| | - Ken B. Hanscombe
- Department of Medical and Molecular Genetics King's College London, Guy's Hospital London UK
| | - Roger A.H. Adan
- Department of Translational Neuroscience, Brain Center Rudolf Magnus University Medical Center Utrecht Utrecht The Netherlands
- Center for Eating Disorders Rintveld Altrecht Mental Health Institute Zeist The Netherlands
- Sahlgrenska Academy University of Gothenburg Gothenburg Sweden
| | - Lars Alfredsson
- Institute of Environmental Medicine Karolinska Institutet Stockholm Sweden
| | - Tetsuya Ando
- Department of Behavioral Medicine, National Institute of Mental Health National Center of Neurology and Psychiatry Kodaira Tokyo Japan
| | - Ole A. Andreassen
- NORMENT Centre, Division of Mental Health and Addiction, NORMENT Centre University of Oslo, Oslo University Hospital Oslo Norway
| | - Wade H. Berrettini
- Department of Psychiatry, Center for Neurobiology and Behavior University of Pennsylvania Perelman School of Medicine Philadelphia Pennsylvania USA
| | - Ilka Boehm
- Division of Psychological and Social Medicine and Developmental Neurosciences, Faculty of Medicine Technische Universität Dresden Dresden Germany
| | - Claudette Boni
- Centre of Psychiatry and Neuroscience INSERM U894 Paris France
| | - Vesna Boraska Perica
- Wellcome Sanger Institute, Wellcome Genome Campus Hinxton Cambridge UK
- Department of Medical Biology, School of Medicine University of Split Split Croatia
| | - Katharina Buehren
- Department of Child and Adolescent Psychiatry, Psychosomatics and Psychotherapy RWTH Aachen University Aachen Germany
| | | | - Matteo Cassina
- Clinical Genetics Unit, Department of Woman and Child Health University of Padova Italy
| | - 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 Center Juelich Germany
| | - Maurizio Clementi
- Clinical Genetics Unit, Department of Woman and Child Health University of Padova Italy
| | - Roger D. Cone
- Department of Molecular and Integrative Physiology, Life Sciences Institute University of Michigan Ann Arbor Michigan USA
| | - Philippe Courtet
- Department of Emergency Psychiatry and Post‐Acute Care, CHRU Montpellier University of Montpellier Montpellier France
| | - Scott Crow
- Department of Psychiatry University of Minnesota Minneapolis Minnesota USA
| | - James J. Crowley
- Department of Genetics University of North Carolina at Chapel Hill Chapel Hill North Carolina USA
- Department of Clinical Neuroscience Karolinska Institutet Stockholm Sweden
| | - Unna N. Danner
- Altrecht Eating Disorders Rintveld Altrecht Mental Health Institute Zeist The Netherlands
| | - Oliver S.P. Davis
- MRC Integrative Epidemiology Unit University of Bristol Bristol UK
- School of Social and Community Medicine University of Bristol Bristol UK
| | - Martina Zwaan
- Department of Psychosomatic Medicine and Psychotherapy Hannover Medical School Hannover Germany
| | - George Dedoussis
- Department of Nutrition and Dietetics Harokopio University Athens Greece
| | | | | | - Danielle M. Dick
- Department of Psychology Virginia Commonwealth University Richmond Virginia USA
- College Behavioral and Emotional Health Institute Virginia Commonwealth University Richmond Virginia USA
- Department of Human & Molecular Genetics Virginia Commonwealth University Richmond Virginia USA
| | - Dimitris Dikeos
- Department of Psychiatry, Athens University Medical School Athens University Athens Greece
| | - Christian Dina
- l'institut du thorax INSERM, CNRS, Univ Nantes Nantes France
| | | | - Elisa Docampo
- Barcelona Institute of Science and Technology Barcelona Spain
- Universitat Pompeu Fabra Barcelona Spain
- Centro de Investigación Biomédica en Red en Epidemiología y Salud Pública (CIBERESP) Barcelona Spain
| | - Laramie E. Duncan
- Department of Psychiatry and Behavioral Sciences Stanford University Stanford California USA
| | - Karin Egberts
- Department of Child and Adolescent Psychiatry, Psychosomatics and Psychotherapy, Centre for Mental Health University Hospital of Würzburg Würzburg Germany
| | - Stefan Ehrlich
- Division of Psychological and Social Medicine and Developmental Neurosciences, Faculty of Medicine Technische Universität Dresden Dresden Germany
| | - Geòrgia Escaramís
- Barcelona Institute of Science and Technology Barcelona Spain
- Universitat Pompeu Fabra Barcelona Spain
- Centro de Investigación Biomédica en Red en Epidemiología y Salud Pública (CIBERESP) Barcelona Spain
| | - Tõnu Esko
- Estonian Genome Center University of Tartu Tartu Estonia
- Program in Medical and Population Genetics Broad Institute of MIT and Harvard Cambridge Massachusetts USA
| | - Xavier Estivill
- Barcelona Institute of Science and Technology Barcelona Spain
- Universitat Pompeu Fabra Barcelona Spain
- Centro de Investigación Biomédica en Red en Epidemiología y Salud Pública (CIBERESP) Barcelona Spain
- Genomics and Disease, Bioinformatics and Genomics Programme Centre for Genomic Regulation Barcelona Spain
| | - Anne Farmer
- Social, Genetic and Developmental Psychiatry (SGDP) Centre, Institute of Psychiatry, Psychology and Neuroscience King's College London London UK
| | - Angela Favaro
- Department of Neurosciences University of Padova Padova Italy
| | - Fernando Fernández‐Aranda
- Department of Psychiatry University Hospital of Bellvitge –IDIBELL and CIBERobn Barcelona Spain
- Department of Clinical Sciences, School of Medicine University of Barcelona Barcelona Spain
| | - Manfred M. Fichter
- Department of Psychiatry and Psychotherapy Ludwig‐Maximilians‐University Munich Germany
- Schön Klinik Roseneck affiliated with the Medical Faculty of the University of Munich Munich Germany
| | - Krista Fischer
- Estonian Genome Center University of Tartu Tartu Estonia
| | - Manuel Föcker
- Department of Child and Adolescent Psychiatry University of Münster Münster Germany
| | - Lenka Foretova
- Department of Cancer, Epidemiology and Genetics Masaryk Memorial Cancer Institute Brno Czech Republic
| | - Andreas J. Forstner
- Department of Biomedicine University of Basel Basel Switzerland
- Centre for Human Genetics University of Marburg Marburg Germany
- Institute of Human Genetics School of Medicine & University Hospital Bonn, University of Bonn Bonn Germany
- Department of Psychiatry (UPK) University of Basel Basel Switzerland
| | - Monica Forzan
- Clinical Genetics Unit, Department of Woman and Child Health University of Padova Italy
| | | | - Steven Gallinger
- Department of Surgery, Faculty of Medicine University of Toronto Toronto Ontario Canada
| | - Ina Giegling
- Department of Psychiatry, Psychotherapy and Psychosomatics Martin‐Luther‐University Halle‐Wittenberg Halle (Saale) Germany
| | - Johanna Giuranna
- Department of Child and Adolescent Psychiatry University Hospital Essen, University of Duisburg‐Essen Essen Germany
| | - Fragiskos Gonidakis
- 1st Psychiatric Department National and Kapodistrian University of Athens, Medical School, Eginition Hospital Athens Greece
| | - Philip Gorwood
- Institute of Psychiatry and Neuroscience of Paris INSERM U1266 Paris France
- CMME (GHU Paris Psychiatrie et Neurosciences), Paris Descartes University Paris France
| | - Monica Gratacos Mayora
- Barcelona Institute of Science and Technology Barcelona Spain
- Universitat Pompeu Fabra Barcelona Spain
- Centro de Investigación Biomédica en Red en Epidemiología y Salud Pública (CIBERESP) Barcelona Spain
| | - Sébastien Guillaume
- Department of Emergency Psychiatry and Post‐Acute Care, CHRU Montpellier University of Montpellier Montpellier France
| | - Yiran Guo
- Center for Applied Genomics Children's Hospital of Philadelphia Philadelphia Pennsylvania USA
| | - Hakon Hakonarson
- Center for Applied Genomics Children's Hospital of Philadelphia Philadelphia Pennsylvania USA
- Department of Pediatrics University of Pennsylvania Perelman School of Medicine Philadelphia Pennsylvania USA
| | - Konstantinos Hatzikotoulas
- Wellcome Sanger Institute, Wellcome Genome Campus Hinxton Cambridge UK
- Institute of Translational Genomics, Helmholtz Zentrum München ‐ German Research Centre for Environmental Health Neuherberg Germany
| | - Joanna Hauser
- Department of Adult Psychiatry Poznan University of Medical Sciences Poznan Poland
| | - Johannes Hebebrand
- Department of Child and Adolescent Psychiatry University Hospital Essen, University of Duisburg‐Essen Essen Germany
| | - Sietske G. Helder
- Social, Genetic and Developmental Psychiatry (SGDP) Centre, Institute of Psychiatry, Psychology and Neuroscience King's College London London UK
- Zorg op Orde Delft The Netherlands
| | - Stefan Herms
- Institute of Medical Genetics and Pathology University Hospital Basel Basel Switzerland
- Department of Biomedicine University of Basel Basel Switzerland
| | - Beate Herpertz‐Dahlmann
- Department of Child and Adolescent Psychiatry, Psychosomatics and Psychotherapy RWTH Aachen University Aachen Germany
| | - Wolfgang Herzog
- Department of General Internal Medicine and Psychosomatics Heidelberg University Hospital, Heidelberg University Heidelberg Germany
| | - Laura M. Huckins
- Wellcome Sanger Institute, Wellcome Genome Campus Hinxton Cambridge UK
- Department of Psychiatry, and Genetics and Genomics Sciences, Division of Psychiatric Genomics Icahn School of Medicine at Mount Sinai New York New York USA
| | - James I. Hudson
- Biological Psychiatry Laboratory McLean Hospital/Harvard Medical School Boston Massachusetts USA
| | - Hartmut Imgart
- Eating Disorders Unit Parklandklinik Bad Wildungen Germany
| | - Hidetoshi Inoko
- Department of Molecular Life Science, Division of Basic Medical Science and Molecular Medicine, School of Medicine Tokai University Isehara Japan
| | - Vladimir Janout
- Faculty of Health Sciences Palacky University Olomouc Czech Republic
| | - Susana Jiménez‐Murcia
- Department of Psychiatry University Hospital of Bellvitge –IDIBELL and CIBERobn Barcelona Spain
- Department of Clinical Sciences, School of Medicine University of Barcelona Barcelona Spain
| | - Antonio Julià
- Rheumatology Research Group Vall d'Hebron Research Institute Barcelona Spain
| | - Gursharan Kalsi
- Social, Genetic and Developmental Psychiatry (SGDP) Centre, Institute of Psychiatry, Psychology and Neuroscience King's College London London UK
| | - Deborah Kaminská
- Department of Psychiatry, First Faculty of Medicine Charles University Prague Czech Republic
| | - Leila Karhunen
- Department of Clinical Nutrition, Institute of Public Health and Clinical Nutrition University of Eastern Finland Kuopio Finland
| | - Andreas Karwautz
- Eating Disorders Unit, Department of Child and Adolescent Psychiatry Medical University of Vienna Vienna Austria
| | - Martien J.H. Kas
- Department of Translational Neuroscience, Brain Center Rudolf Magnus University Medical Center Utrecht Utrecht The Netherlands
- Groningen Institute for Evolutionary Life Sciences University of Groningen Groningen The Netherlands
| | - James L. Kennedy
- Centre for Addiction and Mental Health Toronto Ontario Canada
- Institute of Medical Science University of Toronto Toronto Ontario Canada
- Department of Psychiatry University of Toronto Toronto Ontario Canada
| | | | - Kirsty Kiezebrink
- Institute of Applied Health Sciences, School of Medicine, Medical Sciences and Nutrition University of Aberdeen Aberdeen UK
| | - Youl‐Ri Kim
- Department of Psychiatry Seoul Paik Hospital, Inje University Seoul Korea
| | - Kelly L. Klump
- Department of Psychology Michigan State University East Lansing Michigan USA
| | | | - Maria C. La Via
- Department of Psychiatry University of North Carolina at Chapel Hill Chapel Hill North Carolina USA
| | - Stephanie Le Hellard
- Department of Clinical Science, Norwegian Centre for Mental Disorders Research (NORMENT) University of Bergen Bergen Norway
- Dr. Einar Martens Research Group for Biological Psychiatry, Center for Medical Genetics and Molecular Medicine Haukeland University Hospital Bergen Norway
- Department of Clinical Medicine, Laboratory Building Haukeland University Hospital Bergen Norway
| | - Robert D. Levitan
- Centre for Addiction and Mental Health Toronto Ontario Canada
- Institute of Medical Science University of Toronto Toronto Ontario Canada
- Department of Psychiatry University of Toronto Toronto Ontario Canada
| | - Dong Li
- Center for Applied Genomics Children's Hospital of Philadelphia Philadelphia Pennsylvania USA
| | - Lisa Lilenfeld
- The Chicago School of Professional Psychology, Washington DC Campus Washington District of Columbia USA
| | - Bochao Danae Lin
- Department of Translational Neuroscience, Brain Center Rudolf Magnus University Medical Center Utrecht Utrecht The Netherlands
| | - Jolanta Lissowska
- Department of Cancer Epidemiology and Prevention M Skłodowska‐Curie Cancer Center ‐ Oncology Center Warsaw Poland
| | - Jurjen Luykx
- Department of Translational Neuroscience, Brain Center Rudolf Magnus University Medical Center Utrecht Utrecht The Netherlands
| | - Pierre J. Magistretti
- BESE Division King Abdullah University of Science and Technology Thuwal Saudi Arabia
- Department of Psychiatry University of Lausanne‐University Hospital of Lausanne (UNIL‐CHUV) Lausanne Switzerland
| | - Mario Maj
- Department of Psychiatry University of Campania "Luigi Vanvitelli" Naples Italy
| | - Katrin Mannik
- Estonian Genome Center University of Tartu Tartu Estonia
- Center for Integrative Genomics University of Lausanne Lausanne Switzerland
| | - Sara Marsal
- Rheumatology Research Group Vall d'Hebron Research Institute Barcelona Spain
| | - Christian R. Marshall
- Department of Paediatric Laboratory Medicine, Division of Genome Diagnostics The Hospital for Sick Children Toronto Ontario Canada
| | - Morten Mattingsdal
- NORMENT KG Jebsen Centre, Division of Mental Health and Addiction University of Oslo, Oslo University Hospital Oslo Norway
| | - Sara McDevitt
- Department of Psychiatry University College Cork Cork Ireland
- Eist Linn Adolescent Unit, Bessborough Health Service Executive South Cork Ireland
| | - Peter McGuffin
- Social, Genetic and Developmental Psychiatry (SGDP) Centre, Institute of Psychiatry, Psychology and Neuroscience King's College London London UK
| | - Andres Metspalu
- Estonian Genome Center University of Tartu Tartu Estonia
- Institute of Molecular and Cell Biology University of Tartu Tartu Estonia
| | - Ingrid Meulenbelt
- Molecular Epidemiology Section (Department of Biomedical Datasciences) Leiden University Medical Centre Leiden The Netherlands
| | - Nadia Micali
- Department of Psychiatry, Faculty of Medicine University of Geneva Geneva Switzerland
- Division of Child and Adolescent Psychiatry Geneva University Hospital Geneva Switzerland
| | - Karen Mitchell
- National Center for PTSD VA Boston Healthcare System Boston Massachusetts USA
- Department of Psychiatry Boston University School of Medicine Boston Massachusetts USA
| | | | - Palmiero Monteleone
- Department of Medicine, Surgery and Dentistry "Scuola Medica Salernitana" University of Salerno Salerno Italy
| | - Benedetta Nacmias
- Department of Neuroscience, Psychology, Drug Research and Child Health (NEUROFARBA) University of Florence Florence Italy
| | - Marie Navratilova
- Department of Cancer, Epidemiology and Genetics Masaryk Memorial Cancer Institute Brno Czech Republic
| | - Ioanna Ntalla
- Department of Nutrition and Dietetics Harokopio University Athens Greece
| | | | - Roel A. Ophoff
- Center for Neurobehavioral Genetics, Semel Institute for Neuroscience and Human Behavior University of California Los Angeles Los Angeles California USA
- Department of Psychiatry, Erasmus MC University Medical Center Rotterdam Rotterdam The Netherlands
| | - Leonid Padyukov
- Department of Medicine, Center for Molecular Medicine, Division of Rheumatology Karolinska Institutet and Karolinska University Hospital Stockholm Sweden
| | - Aarno Palotie
- Program in Medical and Population Genetics Broad Institute of MIT and Harvard Cambridge Massachusetts USA
- Institute for Molecular Medicine FIMM, HiLIFE University of Helsinki Helsinki Finland
- Center for Human Genome Research Massachusetts General Hospital Boston Massachusetts USA
| | - Jacques Pantel
- Centre of Psychiatry and Neuroscience INSERM U894 Paris France
| | - Hana Papezova
- Department of Psychiatry, First Faculty of Medicine Charles University Prague Czech Republic
| | - Dalila Pinto
- Department of Psychiatry, and Genetics and Genomics Sciences, Division of Psychiatric Genomics Icahn School of Medicine at Mount Sinai New York New York USA
| | - Raquel Rabionet
- Saint Joan de Déu Research Institute Saint Joan de Déu Barcelona Children's Hospital Barcelona Spain
- Institute of Biomedicine (IBUB) University of Barcelona Barcelona Spain
- Department of Genetics, Microbiology and Statistics University of Barcelona Barcelona Spain
| | - Anu Raevuori
- Department of Public Health University of Helsinki Helsinki Finland
| | - Nicolas Ramoz
- Institute of Psychiatry and Neuroscience of Paris INSERM U1266 Paris France
| | - Ted Reichborn‐Kjennerud
- Department of Mental Disorders Norwegian Institute of Public Health Oslo Norway
- Institute of Clinical Medicine University of Oslo Oslo Norway
| | - Valdo Ricca
- Department of Health Science University of Florence Florence Italy
| | - Samuli Ripatti
- Department of Biometry University of Helsinki Helsinki Finland
| | - Franziska Ritschel
- Division of Psychological and Social Medicine and Developmental Neurosciences, Faculty of Medicine Technische Universität Dresden Dresden Germany
- Department of Child and Adolescent Psychiatry, Faculty of Medicine, Eating Disorders Research and Treatment Center Technische Universität Dresden Dresden Germany
| | - Marion Roberts
- Social, Genetic and Developmental Psychiatry (SGDP) Centre, Institute of Psychiatry, Psychology and Neuroscience King's College London London UK
| | - Alessandro Rotondo
- Department of Psychiatry, Neurobiology, Pharmacology, and Biotechnologies University of Pisa Pisa Italy
| | - Dan Rujescu
- Department of Psychiatry, Psychotherapy and Psychosomatics Martin‐Luther‐University Halle‐Wittenberg Halle (Saale) Germany
| | - Filip Rybakowski
- Department of Psychiatry Poznan University of Medical Sciences Poznan Poland
| | - Paolo Santonastaso
- Department of Neurosciences, Padua Neuroscience Center University of Padova Padova Italy
| | - André Scherag
- Institute of Medical Statistics, Computer and Data Sciences Jena University Hospital Jena Germany
| | - Stephen W. Scherer
- Department of Genetics and Genomic Biology The Hospital for Sick Children Toronto Ontario Canada
- McLaughlin Centre University of Toronto Toronto Ontario Canada
| | - Ulrike Schmidt
- Department of Psychological Medicine, Institute of Psychiatry, Psychology and Neuroscience King's College London London UK
| | | | - Alexandra Schosser
- Department of Psychiatry and Psychotherapy Medical University of Vienna Vienna Austria
| | - Jochen Seitz
- Department of Child and Adolescent Psychiatry, Psychosomatics and Psychotherapy RWTH Aachen University Aachen Germany
| | - Lenka Slachtova
- Department of Pediatrics and Center of Applied Genomics, First Faculty of Medicine Charles University Prague Czech Republic
| | - P. Eline Slagboom
- Molecular Epidemiology Section (Department of Medical Statistics) Leiden University Medical Centre Leiden The Netherlands
| | - Margarita C.T. Slof‐Op't Landt
- Center for Eating Disorders Ursula Rivierduinen Leiden The Netherlands
- Department of Psychiatry Leiden University Medical Centre Leiden The Netherlands
| | - Agnieszka Slopien
- Department of Child and Adolescent Psychiatry Poznan University of Medical Sciences Poznan Poland
| | - Sandro Sorbi
- Department of Neuroscience, Psychology, Drug Research and Child Health (NEUROFARBA) University of Florence Florence Italy
- IRCCS Fondazione Don Carlo Gnocchi Florence Italy
| | - Beata Świątkowska
- Department of Environmental Epidemiology Nofer Institute of Occupational Medicine Lodz Poland
| | - Jin P. Szatkiewicz
- Department of Genetics University of North Carolina at Chapel Hill Chapel Hill North Carolina USA
| | | | - Elena Tenconi
- Department of Neurosciences University of Padova Padova Italy
| | - Alfonso Tortorella
- Department of Psychiatry University of Naples SUN Naples Italy
- Department of Psychiatry University of Perugia Perugia Italy
| | - Federica Tozzi
- Brain Sciences Department Stremble Ventures Limassol Cyprus
| | - Janet Treasure
- Department of Psychological Medicine, Institute of Psychiatry, Psychology and Neuroscience King's College London London UK
| | - Artemis Tsitsika
- Adolescent Health Unit, Second Department of Pediatrics "P. & A. Kyriakou" Children's Hospital, University of Athens Athens Greece
| | - Marta Tyszkiewicz‐Nwafor
- Department of Child and Adolescent Psychiatry Poznan University of Medical Sciences Poznan Poland
| | - Konstantinos Tziouvas
- Pediatric Intensive Care Unit "P. & A. Kyriakou" Children's Hospital, University of Athens Athens Greece
| | - Annemarie A. Elburg
- Center for Eating Disorders Rintveld Altrecht Mental Health Institute Zeist The Netherlands
- Faculty of Social and Behavioral Sciences Utrecht University Utrecht The Netherlands
| | - Eric F. Furth
- Center for Eating Disorders Ursula Rivierduinen Leiden The Netherlands
- Department of Psychiatry Leiden University Medical Centre Leiden The Netherlands
| | - Gudrun Wagner
- Eating Disorders Unit, Department of Child and Adolescent Psychiatry Medical University of Vienna Vienna Austria
| | - Esther Walton
- Division of Psychological and Social Medicine and Developmental Neurosciences, Faculty of Medicine Technische Universität Dresden Dresden Germany
| | - Elisabeth Widen
- Institute for Molecular Medicine FIMM, HiLIFE University of Helsinki Helsinki Finland
| | - Eleftheria Zeggini
- Wellcome Sanger Institute, Wellcome Genome Campus Hinxton Cambridge UK
- Institute of Translational Genomics, Helmholtz Zentrum München ‐ German Research Centre for Environmental Health Neuherberg Germany
| | - Stephanie Zerwas
- Department of Psychiatry University of North Carolina at Chapel Hill Chapel Hill North Carolina USA
| | - Stephan Zipfel
- Department of Internal Medicine VI, Psychosomatic Medicine and Psychotherapy University Medical Hospital Tuebingen Tuebingen Germany
| | - Andrew W. Bergen
- BioRealm, LLC Walnut California USA
- Oregon Research Institute Eugene Oregon USA
| | - Joseph M. Boden
- Christchurch Health and Development Study University of Otago Christchurch New Zealand
| | - Harry Brandt
- The Center for Eating Disorders at Sheppard Pratt Baltimore Maryland USA
| | - Steven Crawford
- The Center for Eating Disorders at Sheppard Pratt Baltimore Maryland USA
| | - Katherine A. Halmi
- Department of Psychiatry Weill Cornell Medical College New York New York USA
| | - L. John Horwood
- Christchurch Health and Development Study University of Otago Christchurch New Zealand
| | | | - Allan S. Kaplan
- Centre for Addiction and Mental Health Toronto Ontario Canada
- Institute of Medical Science University of Toronto Toronto Ontario Canada
- Department of Psychiatry University of Toronto Toronto Ontario Canada
| | - Walter H. Kaye
- Department of Psychiatry University of California San Diego La Jolla California USA
| | - James Mitchell
- Department of Psychiatry and Behavioral Science University of North Dakota School of Medicine and Health Sciences Fargo North Dakota USA
| | - Catherine M. Olsen
- Population Health Department QIMR Berghofer Medical Research Institute Brisbane Queensland Australia
| | - John F. Pearson
- Biostatistics and Computational Biology Unit University of Otago Christchurch New Zealand
| | - Nancy L. Pedersen
- Department of Medical Epidemiology and Biostatistics Karolinska Institutet Stockholm Sweden
| | - Michael Strober
- Department of Psychiatry and Biobehavioral Science, Semel Institute for Neuroscience and Human Behavior University of California Los Angeles Los Angeles California USA
- David Geffen School of Medicine University of California Los Angeles Los Angeles California USA
| | - Thomas Werge
- Department of Clinical Medicine University of Copenhagen Copenhagen Denmark
| | - David C. Whiteman
- Population Health Department QIMR Berghofer Medical Research Institute Brisbane Queensland Australia
| | - D. Blake Woodside
- Institute of Medical Science University of Toronto Toronto Ontario Canada
- Department of Psychiatry University of Toronto Toronto Ontario Canada
- Centre for Mental Health University Health Network Toronto Ontario Canada
- Program for Eating Disorders University Health Network Toronto Ontario Canada
| | - Jakob Grove
- Department of Biomedicine Aarhus University Aarhus Denmark
- The Lundbeck Foundation Initiative for Integrative Psychiatric Research (iPSYCH) Aarhus Denmark
- Centre for Integrative Sequencing, iSEQ Aarhus University Aarhus Denmark
- Bioinformatics Research Centre Aarhus University Aarhus Denmark
| | - Anjali K. Henders
- Institute for Molecular Bioscience University of Queensland Brisbane Queensland Australia
| | - Janne T. Larsen
- The Lundbeck Foundation Initiative for Integrative Psychiatric Research (iPSYCH) Aarhus Denmark
- National Centre for Register‐Based Research, Aarhus BSS Aarhus University Aarhus Denmark
- Centre for Integrated Register‐based Research (CIRRAU) Aarhus University Aarhus Denmark
| | - Richard Parker
- QIMR Berghofer Medical Research Institute Brisbane Queensland Australia
| | - Liselotte V. Petersen
- The Lundbeck Foundation Initiative for Integrative Psychiatric Research (iPSYCH) Aarhus Denmark
- National Centre for Register‐Based Research, Aarhus BSS Aarhus University Aarhus Denmark
- Centre for Integrated Register‐based Research (CIRRAU) Aarhus University Aarhus Denmark
| | - Jennifer Jordan
- Department of Psychological Medicine University of Otago Christchurch New Zealand
- Canterbury District Health Board Christchurch New Zealand
| | - Martin A. Kennedy
- Department of Pathology and Biomedical Science University of Otago Christchurch New Zealand
| | - Andreas Birgegård
- Department of Medical Epidemiology and Biostatistics Karolinska Institutet Stockholm Sweden
- Department of Clinical Neuroscience Karolinska Institutet Stockholm Sweden
- Center for Psychiatry Research, Stockholm Health Care Services Stockholm County Council Stockholm Sweden
| | - Paul Lichtenstein
- Department of Medical Epidemiology and Biostatistics Karolinska Institutet Stockholm Sweden
| | - Claes Norring
- Department of Clinical Neuroscience Karolinska Institutet Stockholm Sweden
- Center for Psychiatry Research, Stockholm Health Care Services Stockholm County Council Stockholm Sweden
| | - Mikael Landén
- Department of Medical Epidemiology and Biostatistics Karolinska Institutet Stockholm Sweden
- Department of Psychiatry and Neurochemistry, Institute of Neuroscience and Physiology The Sahlgrenska Academy at the University of Gothenburg Gothenburg Sweden
| | - Preben Bo Mortensen
- The Lundbeck Foundation Initiative for Integrative Psychiatric Research (iPSYCH) Aarhus Denmark
- National Centre for Register‐Based Research, Aarhus BSS Aarhus University Aarhus Denmark
- Centre for Integrated Register‐based Research (CIRRAU) Aarhus University Aarhus Denmark
| | - Renato Polimanti
- Department of Psychiatry, Division of Human Genetics Yale School of Medicine New Haven Connecticut USA
- Veterans Affairs Connecticut Healthcare System West Haven Connecticut USA
| | - Jeanette N. McClintick
- Department of Biochemistry and Molecular Biology Indiana University School of Medicine Indianapolis Indiana USA
| | - Amy E. Adkins
- Department of Psychology Virginia Commonwealth University Richmond Virginia USA
- College Behavioral and Emotional Health Institute Virginia Commonwealth University Richmond Virginia USA
| | - Fazil Aliev
- Department of Psychology Virginia Commonwealth University Richmond Virginia USA
- Faculty of Business Karabuk University Karabuk Turkey
| | - Silviu‐Alin Bacanu
- Virginia Commonwealth University Alcohol Research Center Virginia Commonwealth University Richmond Virginia USA
- Virginia Institute for Psychiatric and Behavioral Genetics Virginia Commonwealth University Richmond Virginia USA
- Department of Psychiatry Virginia Commonwealth University Richmond Virginia USA
| | - Anthony Batzler
- Psychiatric Genomics and Pharmacogenomics Program Mayo Clinic Rochester Minnesota USA
| | - Sarah Bertelsen
- Department of Neuroscience Icahn School of Medicine at Mount Sinai New York New York USA
| | - Joanna M. Biernacka
- Department of Health Sciences Research Mayo Clinic Rochester Minnesota USA
- Department of Psychiatry and Psychology Mayo Clinic Rochester Minnesota USA
| | - Tim B. Bigdeli
- Department of Psychiatry and Behavioral Sciences State University of New York Downstate Medical Center Brooklyn New York USA
| | - Li‐Shiun Chen
- Department of Psychiatry Washington University School of Medicine Saint Louis Missouri USA
| | | | - Franziska Degenhardt
- Institute of Human Genetics University of Bonn School of Medicine & University Hospital Bonn Bonn Germany
| | - Anna R. Docherty
- Department of Psychiatry University of Utah Salt Lake City Utah USA
| | - Alexis C. Edwards
- Virginia Institute for Psychiatric and Behavioral Genetics Virginia Commonwealth University Richmond Virginia USA
- Department of Psychiatry Virginia Commonwealth University Richmond Virginia USA
| | - Jerome C. Foo
- Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim Heidelberg University Mannheim Germany
| | - Louis Fox
- Department of Psychiatry Washington University School of Medicine Saint Louis Missouri USA
| | - Josef Frank
- Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim Heidelberg University Mannheim Germany
| | - Laura M. Hack
- Department of Psychiatry and Behavioral Sciences Stanford University Stanford California USA
| | - Annette M. Hartmann
- Department of Psychiatry, Psychotherapy and Psychosomatics Martin‐Luther‐University Halle‐Wittenberg Halle (Saale) Germany
| | - Sarah M. Hartz
- Department of Psychiatry Washington University School of Medicine Saint Louis Missouri USA
| | - Stefanie Heilmann‐Heimbach
- Institute of Human Genetics University of Bonn School of Medicine & University Hospital Bonn Bonn Germany
| | | | - Per Hoffmann
- Institute of Medical Genetics and Pathology University Hospital Basel Basel Switzerland
- Institute of Human Genetics School of Medicine & University Hospital Bonn, University of Bonn Bonn Germany
- Human Genomics Research Group, Department of Biomedicine University of Basel Basel Switzerland
| | - Jouke‐Jan Hottenga
- Department of Biological Psychology, Amsterdam Public Health Research Institute Vrije Universiteit Amsterdam Amsterdam The Netherlands
| | - Bettina Konte
- Department of Psychiatry, Psychotherapy and Psychosomatics Martin‐Luther‐University Halle‐Wittenberg Halle (Saale) Germany
| | - Jari Lahti
- Turku Institute for Advanced Studies University of Turku Turku Finland
| | | | - Dongbing Lai
- Department of Medical and Molecular Genetics Indiana University School of Medicine Indianapolis Indiana USA
| | - Lannie Ligthart
- Department of Biological Psychology, Amsterdam Public Health Research Institute Vrije Universiteit Amsterdam Amsterdam The Netherlands
| | - Anu Loukola
- Institute for Molecular Medicine FIMM, HiLIFE University of Helsinki Helsinki Finland
| | - Brion S. Maher
- Johns Hopkins Bloomberg School of Public Health Baltimore Maryland USA
| | - Hamdi Mbarek
- Department of Biological Psychology, Amsterdam Public Health Research Institute Vrije Universiteit Amsterdam Amsterdam The Netherlands
| | - Andrew M. McIntosh
- Division of Psychiatry, Centre for Cognitive Ageing and Cognitive Epidemiology University of Edinburgh Edinburgh UK
| | - Matthew B. McQueen
- Department of Integrative Physiology University of Colorado Boulder Boulder Colorado USA
| | - Jacquelyn L. Meyers
- Department of Psychiatry and Behavioral Sciences, Henri Begleiter Neurodynamics Laboratory SUNY Downstate Medical Center Brooklyn New York USA
| | - Yuri Milaneschi
- Department of Psychiatry, Amsterdam Public Health Research Institute VU University Medical Center/GGz inGeest Amsterdam The Netherlands
| | - Teemu Palviainen
- Institute for Molecular Medicine FIMM, HiLIFE University of Helsinki Helsinki Finland
| | - Roseann E. Peterson
- Virginia Institute for Psychiatric and Behavioral Genetics Virginia Commonwealth University Richmond Virginia USA
- Department of Psychiatry Virginia Commonwealth University Richmond Virginia USA
| | - Euijung Ryu
- Department of Health Sciences Research Mayo Clinic Rochester Minnesota USA
| | - Nancy L. Saccone
- Department of Genetics Washington University School of Medicine Saint Louis Missouri USA
| | - Jessica E. Salvatore
- Department of Psychology Virginia Commonwealth University Richmond Virginia USA
- Virginia Institute for Psychiatric and Behavioral Genetics Virginia Commonwealth University Richmond Virginia USA
- Department of Psychiatry Virginia Commonwealth University Richmond Virginia USA
| | - Sandra Sanchez‐Roige
- Department of Psychiatry University of California San Diego La Jolla California USA
| | | | - Richard Sherva
- Department of Medicine (Biomedical Genetics) Boston University School of Medicine Boston Massachusetts 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
| | - Nathaniel Thomas
- Department of Psychology Virginia Commonwealth University Richmond Virginia USA
- College Behavioral and Emotional Health Institute Virginia Commonwealth University Richmond Virginia USA
| | - Jen‐Chyong Wang
- Department of Neuroscience Icahn School of Medicine at Mount Sinai New York New York USA
| | - Bradley T. Webb
- Virginia Commonwealth University Alcohol Research Center Virginia Commonwealth University Richmond Virginia USA
- Virginia Institute for Psychiatric and Behavioral Genetics Virginia Commonwealth University Richmond Virginia USA
- Department of Psychiatry Virginia Commonwealth University Richmond Virginia USA
| | - Robbee Wedow
- Analytic and Translational Genetics Unit, Department of Medicine Massachusetts General Hospital and 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 Harvard University Cambridge Massachusetts USA
- Department of Sociology Harvard University Cambridge Massachusetts USA
| | - Leah Wetherill
- Department of Medical and Molecular Genetics Indiana University School of Medicine Indianapolis Indiana USA
| | - Amanda G. Wills
- Department of Pharmacology University of Colorado School of Medicine Aurora Colorado USA
| | - Hang Zhou
- Department of Psychiatry, Division of Human Genetics Yale School of Medicine New Haven Connecticut USA
- Veterans Affairs Connecticut Healthcare System West Haven Connecticut USA
| | - Jason D. Boardman
- Institute of Behavioral Science University of Colorado Boulder Colorado USA
- Department of Sociology University of Colorado Boulder Colorado USA
| | - Danfeng Chen
- Stanley Center for Psychiatric Research Broad Institute of MIT and Harvard Cambridge Massachusetts USA
| | - Doo‐Sup Choi
- Department of Molecular Pharmacology and Experimental Therapeutics Mayo Clinic Rochester Minnesota USA
| | - William E. Copeland
- Department of Psychiatry University of Vermont Medical Center Burlington Vermont USA
| | - Robert C. Culverhouse
- Department of Medicine, Division of Biostatistics Washington University School of Medicine Saint Louis Missouri USA
| | - Norbert Dahmen
- Department of Psychiatry University of Mainz Mainz Germany
| | - Louisa Degenhardt
- National Drug and Alcohol Research Centre University of New South Wales Sydney New South Wales Australia
| | - Benjamin W. Domingue
- Stanford University Graduate School of Education Stanford University Stanford California USA
| | - Mark A. Frye
- Department of Psychiatry and Psychology Mayo Clinic Rochester Minnesota USA
| | - Wolfgang Gäebel
- Department of Psychiatry and Psychotherapy University of Düsseldorf Duesseldorf Germany
| | - Caroline Hayward
- MRC Human Genetics Unit, Institute of Genetics and Molecular Medicine University of Edinburgh Edinburgh UK
| | - Marcus Ising
- Max‐Planck‐Institute of Psychiatry Munich Germany
| | - Margaret Keyes
- Department of Psychology University of Minnesota Minneapolis Minnesota USA
| | - Falk Kiefer
- Department of Addictive Behavior and Addiction Medicine, Central Institute of Mental Health, Medical Faculty Mannheim Heidelberg University Mannheim Germany
| | - Gabriele Koller
- Department of Psychiatry and Psychotherapy University Hospital, LMU Munich Munich Germany
| | - John Kramer
- Department of Psychiatry University of Iowa Roy J and Lucille A Carver College of Medicine Iowa City Iowa USA
| | - Samuel Kuperman
- Department of Psychiatry University of Iowa Roy J and Lucille A Carver College of Medicine Iowa City Iowa USA
| | | | - Michael T. Lynskey
- Addictions Department, Institute of Psychiatry, Psychology & Neuroscience King's College London London UK
| | - Wolfgang Maier
- Department of Psychiatry University of Bonn Bonn Germany
| | - Karl Mann
- Department of Addictive Behavior and Addiction Medicine, Central Institute of Mental Health, Medical Faculty Mannheim Heidelberg University Mannheim Germany
| | - Satu Männistö
- Department of Public Health Solutions National Institute for Health and Welfare Helsinki Finland
| | - Bertram Müller‐Myhsok
- Department of Statistical Genetics Max‐Planck‐Institute of Psychiatry München Germany
| | - Alison D. Murray
- Aberdeen Biomedical Imaging Centre, School of Medicine, Medical Sciences & Nutrition University of Aberdeen Foresterhill Aberdeen UK
| | - John I. Nurnberger
- Department of Medical and Molecular Genetics Indiana University School of Medicine Indianapolis Indiana USA
- Department of Psychiatry Indiana University School of Medicine Indianapolis Indiana USA
| | - Ulrich Preuss
- Department of Psychiatry, Psychotherapy and Psychosomatics Martin‐Luther‐University Halle‐Wittenberg Herborn Germany
- Department of Psychiatry and Psychotherapy Vitos Hospital Herborn Herborn Germany
| | - Katri Räikkönen
- Department of Psychology and Logopedics University of Helsinki Helsinki Finland
| | | | - Monika Ridinger
- Department of Psychiatry and Psychotherapy University of Regensburg Psychiatric Health Care Aargau Regensburg Germany
| | - Norbert Scherbaum
- Department of Psychiatry and Psychotherapy and Department of Addictive Behaviour and Addiction Medicine, Medical Faculty LVR‐Hospital Essen, University of Duisburg‐Essen Essen Germany
| | - Marc A. Schuckit
- Department of Psychiatry University of California San Diego La Jolla California USA
| | - Michael Soyka
- Medical Park Chiemseeblick in Bernau‐Felden Ludwig‐Maximilians‐University Bernau am Chiemsee Germany
- Psychiatric Hospital, Ludwig‐Maximilians‐University Bernau am Chiemsee Germany
| | - Jens Treutlein
- Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim Heidelberg University Mannheim Germany
| | - Stephanie H. Witt
- Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim Heidelberg University Mannheim Germany
| | - Norbert Wodarz
- Department of Psychiatry and Psychotherapy University of Regensburg Regensburg Germany
| | - Peter Zill
- Department of Psychiatry Psychiatric Hospital, Ludwig‐Maximilians‐University Munich Germany
| | - Daniel E. Adkins
- Department of Psychiatry University of Utah Salt Lake City Utah USA
- Department of Sociology University of Utah Salt Lake City Utah USA
| | - Dorret I. Boomsma
- Department of Biological Psychology, Amsterdam Public Health Research Institute Vrije Universiteit Amsterdam Amsterdam The Netherlands
| | - Laura J. Bierut
- Department of Psychiatry Washington University School of Medicine Saint Louis Missouri USA
| | - Sandra A. Brown
- Department of Psychiatry University of California San Diego La Jolla California USA
- Department of Psychology University of California San Diego La Jolla California USA
| | - Kathleen K. Bucholz
- Department of Psychiatry Washington University School of Medicine Saint Louis Missouri USA
| | - E. Jane Costello
- Department of Psychiatry and Behavioral Sciences Duke University Medical Center Durham North Carolina USA
| | - Harriet Wit
- Department of Psychiatry and Behavioral Neuroscience University of Chicago Chicago Illinois USA
| | | | - Johan G. Eriksson
- Department of General Practice and Primary Health Care University of Helsinki Helsinki Finland
- National Institute for Health and Welfare Helsinki Finland
| | - Lindsay A. Farrer
- Department of Medicine (Biomedical Genetics) Boston University School of Medicine Boston Massachusetts USA
- Department of Neurology Boston University School of Medicine Boston Massachusetts USA
- Department of Ophthalmology Boston University School of Medicine Boston Massachusetts USA
- Department of Epidemiology, School of Public Health Boston University Boston Massachusetts USA
- Department of Biostatistics, School of Public Health Boston University Boston Massachusetts USA
| | - Tatiana M. Foroud
- Department of Medical and Molecular Genetics Indiana University School of Medicine Indianapolis Indiana USA
| | - Nathan A. Gillespie
- Virginia Institute for Psychiatric and Behavioral Genetics Virginia Commonwealth University Richmond Virginia USA
| | - Alison M. Goate
- Department of Neuroscience Icahn School of Medicine at Mount Sinai New York New York USA
| | - David Goldman
- Laboratory of Neurogenetics NIH/NIAAA Bethesda Maryland USA
- Office of the Clinical Director NIH/NIAAA Besthesda Maryland USA
| | - Richard A. Grucza
- Department of Psychiatry Washington University School of Medicine Saint Louis Missouri USA
| | - Dana B. Hancock
- Center for Omics Discovery and Epidemiology, Behavioral Health Research Division RTI International Research Triangle Park North Carolina USA
| | - Kathleen Mullan Harris
- Department of Sociology University of North Carolina at Chapel Hill Chapel Hill North Carolina USA
- Carolina Population Center University of North Carolina at Chapel Hill Chapel Hill North Carolina USA
| | - Victor Hesselbrock
- Department of Psychiatry University of Connecticut School of Medicine Farmington Connecticut USA
| | - John K. Hewitt
- Institute for Behavioral Genetics University of Colorado Boulder Boulder Colorado USA
| | | | - William G. Iacono
- Department of Psychology University of Minnesota Minneapolis Minnesota USA
| | - Eric O. Johnson
- Center for Omics Discovery and Epidemiology, Behavioral Health Research Division RTI International Research Triangle Park North Carolina USA
- Fellow Program RTI International Research Triangle Park North Carolina USA
| | - Victor M. Karpyak
- Department of Psychiatry and Psychology Mayo Clinic Rochester Minnesota USA
| | - Kenneth S. Kendler
- Virginia Institute for Psychiatric and Behavioral Genetics Virginia Commonwealth University Richmond Virginia USA
- Department of Psychiatry Virginia Commonwealth University Richmond Virginia USA
| | - Henry R. Kranzler
- Center for Studies of Addiction University of Pennsylvania Perelman School of Medicine Philadelphia Pennsylvania USA
- VISN 4 MIRECC Crescenz VAMC Philadelphia Pennsylvania USA
| | - Kenneth Krauter
- Department of Molecular, Cellular, and Developmental Biology University of Colorado Boulder Boulder Colorado USA
| | - Penelope A. Lind
- QIMR Berghofer Medical Research Institute Brisbane Queensland Australia
| | - Matt McGue
- Department of Psychology University of Minnesota Minneapolis Minnesota USA
| | - James MacKillop
- Peter Boris Centre for Addictions Research McMaster University/St. Joseph's Healthcare Hamilton Hamilton Ontario Canada
- Michael G. DeGroote Centre for Medicinal Cannabis Research McMaster University/St. Joseph's Healthcare Hamilton Hamilton Ontario Canada
| | - Pamela A.F. Madden
- Department of Psychiatry Washington University School of Medicine Saint Louis Missouri USA
| | - Hermine H. Maes
- Virginia Institute for Psychiatric and Behavioral Genetics Virginia Commonwealth University Richmond Virginia USA
| | - Patrik K.E. Magnusson
- Department of Medical Epidemiology and Biostatistics Karolinska Institutet Stockholm Sweden
| | - Elliot C. Nelson
- Department of Psychiatry Washington University School of Medicine Saint Louis Missouri USA
| | - Markus M. Nöthen
- Institute of Human Genetics University of Bonn School of Medicine & University Hospital Bonn Bonn Germany
| | - Abraham A. Palmer
- Department of Psychiatry University of California San Diego La Jolla California USA
- Institute for Genomic Medicine University of California San Diego La Jolla California USA
| | - Brenda W.J.H. Penninx
- Department of Psychiatry, Amsterdam UMC VU University and GGZinGeest Amsterdam The Netherlands
| | - Bernice Porjesz
- Department of Psychiatry and Behavioral Sciences, Henri Begleiter Neurodynamics Laboratory SUNY Downstate Medical Center Brooklyn New York USA
| | - John P. Rice
- Department of Psychiatry Washington University School of Medicine Saint Louis Missouri USA
| | - Marcella Rietschel
- Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim Heidelberg University Mannheim Germany
| | - Brien P. Riley
- Virginia Commonwealth University Alcohol Research Center Virginia Commonwealth University Richmond Virginia USA
- Virginia Institute for Psychiatric and Behavioral Genetics Virginia Commonwealth University Richmond Virginia USA
- Department of Psychiatry Virginia Commonwealth University Richmond Virginia USA
| | - Richard J. Rose
- Department of Psychological & Brain Sciences Indiana University Bloomington Bloomington Indiana USA
| | - Pei‐Hong Shen
- Laboratory of Neurogenetics NIH/NIAAA Bethesda Maryland USA
| | - Judy Silberg
- Virginia Institute for Psychiatric and Behavioral Genetics Virginia Commonwealth University Richmond Virginia USA
- Department of Psychiatry Virginia Commonwealth University Richmond Virginia USA
| | - Michael C. Stallings
- Institute for Behavioral Genetics University of Colorado Boulder Boulder Colorado USA
| | - Ralph E. Tarter
- School of Pharmacy University of Pittsburgh Pittsburgh Pennsylvania USA
| | | | - Scott Vrieze
- Department of Psychology University of Minnesota Minneapolis Minnesota USA
| | - Tamara L. Wall
- Department of Psychiatry University of California San Diego La Jolla California USA
| | - John B. Whitfield
- QIMR Berghofer Medical Research Institute Brisbane Queensland Australia
| | - Hongyu Zhao
- Department of Biostatistics, Yale School of Public Health Yale University New Haven Connecticut USA
| | - Benjamin M. Neale
- Analytic and Translational Genetics Unit, Department of Medicine Massachusetts General Hospital and Harvard Medical School Boston Massachusetts USA
- Stanley Center for Psychiatric Research Broad Institute of MIT and Harvard Cambridge Massachusetts USA
| | - Tracey D. Wade
- School of Psychology Flinders University Adelaide South Australia Australia
| | - Andrew C. Heath
- Department of Psychiatry Washington University School of Medicine Saint Louis Missouri USA
| | - Grant W. Montgomery
- QIMR Berghofer Medical Research Institute Brisbane Queensland Australia
- Institute for Molecular Bioscience University of Queensland Brisbane Queensland Australia
- Queensland Brain Institute University of Queensland Brisbane Queensland Australia
| | | | - Patrick F. Sullivan
- Department of Psychiatry University of North Carolina at Chapel Hill Chapel Hill North Carolina USA
- Department of Genetics University of North Carolina at Chapel Hill Chapel Hill North Carolina USA
- Department of Medical Epidemiology and Biostatistics Karolinska Institutet Stockholm Sweden
| | - Jaakko Kaprio
- Department of Public Health University of Helsinki Helsinki Finland
- Institute for Molecular Medicine FIMM, HiLIFE University of Helsinki Helsinki Finland
| | - Gerome Breen
- Social, Genetic and Developmental Psychiatry (SGDP) Centre, Institute of Psychiatry, Psychology and Neuroscience King's College London London UK
- National Institute for Health Research Biomedical Research Centre King's College London and South London and Maudsley National Health Service Trust London UK
| | - Joel Gelernter
- Department of Psychiatry, Division of Human Genetics Yale School of Medicine New Haven Connecticut USA
- Veterans Affairs Connecticut Healthcare System West Haven Connecticut USA
- Department of Genetics Yale School of Medicine New Haven Connecticut USA
- Department of Neuroscience Yale School of Medicine New Haven Connecticut USA
| | - Howard J. Edenberg
- Department of Biochemistry and Molecular Biology Indiana University School of Medicine Indianapolis Indiana USA
- Department of Medical and Molecular Genetics Indiana University School of Medicine Indianapolis Indiana USA
| | - Cynthia M. Bulik
- Department of Psychiatry University of North Carolina at Chapel Hill Chapel Hill North Carolina USA
- Department of Medical Epidemiology and Biostatistics Karolinska Institutet Stockholm Sweden
- Department of Nutrition University of North Carolina at Chapel Hill Chapel Hill North Carolina USA
| | - Arpana Agrawal
- Department of Psychiatry Washington University School of Medicine Saint Louis Missouri USA
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6
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Johnson EC, Demontis D, Thorgeirsson TE, Walters RK, Polimanti R, Hatoum AS, Sanchez-Roige S, Paul SE, Wendt FR, Clarke TK, Lai D, Reginsson GW, Zhou H, He J, Baranger DAA, Gudbjartsson DF, Wedow R, Adkins DE, Adkins AE, Alexander J, Bacanu SA, Bigdeli TB, Boden J, Brown SA, Bucholz KK, Bybjerg-Grauholm J, Corley RP, Degenhardt L, Dick DM, Domingue BW, Fox L, Goate AM, Gordon SD, Hack LM, Hancock DB, Hartz SM, Hickie IB, Hougaard DM, Krauter K, Lind PA, McClintick JN, McQueen MB, Meyers JL, Montgomery GW, Mors O, Mortensen PB, Nordentoft M, Pearson JF, Peterson RE, Reynolds MD, Rice JP, Runarsdottir V, Saccone NL, Sherva R, Silberg JL, Tarter RE, Tyrfingsson T, Wall TL, Webb BT, Werge T, Wetherill L, Wright MJ, Zellers S, Adams MJ, Bierut LJ, Boardman JD, Copeland WE, Farrer LA, Foroud TM, Gillespie NA, Grucza RA, Harris KM, Heath AC, Hesselbrock V, Hewitt JK, Hopfer CJ, Horwood J, Iacono WG, Johnson EO, Kendler KS, Kennedy MA, Kranzler HR, Madden PAF, Maes HH, Maher BS, Martin NG, McGue M, McIntosh AM, Medland SE, Nelson EC, Porjesz B, Riley BP, Stallings MC, Vanyukov MM, Vrieze S, Davis LK, Bogdan R, Gelernter J, Edenberg HJ, Stefansson K, Børglum AD, Agrawal A. A large-scale genome-wide association study meta-analysis of cannabis use disorder. Lancet Psychiatry 2020; 7:1032-1045. [PMID: 33096046 PMCID: PMC7674631 DOI: 10.1016/s2215-0366(20)30339-4] [Citation(s) in RCA: 144] [Impact Index Per Article: 36.0] [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] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/18/2020] [Revised: 07/15/2020] [Accepted: 07/16/2020] [Indexed: 12/12/2022]
Abstract
BACKGROUND Variation in liability to cannabis use disorder has a strong genetic component (estimated twin and family heritability about 50-70%) and is associated with negative outcomes, including increased risk of psychopathology. The aim of the study was to conduct a large genome-wide association study (GWAS) to identify novel genetic variants associated with cannabis use disorder. METHODS To conduct this GWAS meta-analysis of cannabis use disorder and identify associations with genetic loci, we used samples from the Psychiatric Genomics Consortium Substance Use Disorders working group, iPSYCH, and deCODE (20 916 case samples, 363 116 control samples in total), contrasting cannabis use disorder cases with controls. To examine the genetic overlap between cannabis use disorder and 22 traits of interest (chosen because of previously published phenotypic correlations [eg, psychiatric disorders] or hypothesised associations [eg, chronotype] with cannabis use disorder), we used linkage disequilibrium score regression to calculate genetic correlations. FINDINGS We identified two genome-wide significant loci: a novel chromosome 7 locus (FOXP2, lead single-nucleotide polymorphism [SNP] rs7783012; odds ratio [OR] 1·11, 95% CI 1·07-1·15, p=1·84 × 10-9) and the previously identified chromosome 8 locus (near CHRNA2 and EPHX2, lead SNP rs4732724; OR 0·89, 95% CI 0·86-0·93, p=6·46 × 10-9). Cannabis use disorder and cannabis use were genetically correlated (rg 0·50, p=1·50 × 10-21), but they showed significantly different genetic correlations with 12 of the 22 traits we tested, suggesting at least partially different genetic underpinnings of cannabis use and cannabis use disorder. Cannabis use disorder was positively genetically correlated with other psychopathology, including ADHD, major depression, and schizophrenia. INTERPRETATION These findings support the theory that cannabis use disorder has shared genetic liability with other psychopathology, and there is a distinction between genetic liability to cannabis use and cannabis use disorder. FUNDING National Institute of Mental Health; National Institute on Alcohol Abuse and Alcoholism; National Institute on Drug Abuse; Center for Genomics and Personalized Medicine and the Centre for Integrative Sequencing; The European Commission, Horizon 2020; National Institute of Child Health and Human Development; Health Research Council of New Zealand; National Institute on Aging; Wellcome Trust Case Control Consortium; UK Research and Innovation Medical Research Council (UKRI MRC); The Brain & Behavior Research Foundation; National Institute on Deafness and Other Communication Disorders; Substance Abuse and Mental Health Services Administration (SAMHSA); National Institute of Biomedical Imaging and Bioengineering; National Health and Medical Research Council (NHMRC) Australia; Tobacco-Related Disease Research Program of the University of California; Families for Borderline Personality Disorder Research (Beth and Rob Elliott) 2018 NARSAD Young Investigator Grant; The National Child Health Research Foundation (Cure Kids); The Canterbury Medical Research Foundation; The New Zealand Lottery Grants Board; The University of Otago; The Carney Centre for Pharmacogenomics; The James Hume Bequest Fund; National Institutes of Health: Genes, Environment and Health Initiative; National Institutes of Health; National Cancer Institute; The William T Grant Foundation; Australian Research Council; The Virginia Tobacco Settlement Foundation; The VISN 1 and VISN 4 Mental Illness Research, Education, and Clinical Centers of the US Department of Veterans Affairs; The 5th Framework Programme (FP-5) GenomEUtwin Project; The Lundbeck Foundation; NIH-funded Shared Instrumentation Grant S10RR025141; Clinical Translational Sciences Award grants; National Institute of Neurological Disorders and Stroke; National Heart, Lung, and Blood Institute; National Institute of General Medical Sciences.
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Affiliation(s)
- Emma C Johnson
- Department of Psychiatry, Washington University School of Medicine, St Louis, MO, USA.
| | - Ditte Demontis
- Department of Biomedicine-Human Genetics and Centre for Integrative Sequencing, Aarhus University, Aarhus, Denmark; The Lundbeck Foundation Initiative for Integrative Psychiatric Research, iPSYCH, Aarhus, Denmark; Center for Genomics and Personalized Medicine, Aarhus, Denmark
| | | | - Raymond K Walters
- Analytic and Translational Genetics Unit, Department of Medicine, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA; Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Renato Polimanti
- Division of Human Genetics, Department of Psychiatry, Yale School of Medicine, New Haven, CT, USA; Veterans Affairs Connecticut Healthcare System, West Haven, CT, USA
| | - Alexander S Hatoum
- Department of Psychiatry, Washington University School of Medicine, St Louis, MO, USA
| | - Sandra Sanchez-Roige
- Department of Psychiatry, University of California San Diego, La Jolla, CA, USA; Department of Medicine, Division of Genetic Medicine, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Sarah E Paul
- Department of Psychological and Brain Sciences, Washington University in Saint Louis, St. Louis, MO, USA
| | - Frank R Wendt
- Division of Human Genetics, Department of Psychiatry, Yale School of Medicine, New Haven, CT, USA; Veterans Affairs Connecticut Healthcare System, West Haven, CT, USA
| | - Toni-Kim Clarke
- Division of Psychiatry, University of Edinburgh, Edinburgh, UK
| | - Dongbing Lai
- Department of Medical and Molecular Genetics, Indiana University School of Medicine, Indianapolis, IN, USA
| | | | - Hang Zhou
- Division of Human Genetics, Department of Psychiatry, Yale School of Medicine, New Haven, CT, USA; Veterans Affairs Connecticut Healthcare System, West Haven, CT, USA
| | - June He
- Department of Psychiatry, Washington University School of Medicine, St Louis, MO, USA
| | - David A A Baranger
- Department of Psychiatry, University of Pittsburgh Medical Center, Pittsburgh, PA, USA
| | - Daniel F Gudbjartsson
- Statistics Department, Reykjavik, Iceland; School of Engineering and Natural Sciences, Iceland University, Reykjavik, Iceland
| | - Robbee Wedow
- Analytic and Translational Genetics Unit, Department of Medicine, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA; Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Daniel E Adkins
- Department of Psychiatry, University of Utah, Salt Lake City, UT, USA; Department of Psychology, Virginia Commonwealth University, Richmond, VA, USA; College Behavioral and Emotional Health Institute, Virginia Commonwealth University, Richmond, VA, USA
| | - Amy E Adkins
- Department of Psychiatry, University of Utah, Salt Lake City, UT, USA; Department of Psychology, Virginia Commonwealth University, Richmond, VA, USA; College Behavioral and Emotional Health Institute, Virginia Commonwealth University, Richmond, VA, USA
| | - Jeffry Alexander
- Virginia Commonwealth University Alcohol Research Center, Virginia Commonwealth University, Richmond, VA, USA
| | - Silviu-Alin Bacanu
- Virginia Commonwealth University Alcohol Research Center, Virginia Commonwealth University, Richmond, VA, USA
| | - Tim B Bigdeli
- Department of Psychiatry and Behavioral Sciences, SUNY Downstate Health Sciences University, Brooklyn, NY, USA
| | - Joseph Boden
- Department of Psychological Medicine, University of Otago, Christchurch, New Zealand
| | - Sandra A Brown
- Department of Psychiatry, University of California San Diego, La Jolla, CA, USA; Department of Psychology and Office of Research Affairs, University of California San Diego, La Jolla, CA, USA
| | - Kathleen K Bucholz
- Department of Psychiatry, Washington University School of Medicine, St Louis, MO, USA
| | - Jonas Bybjerg-Grauholm
- The Lundbeck Foundation Initiative for Integrative Psychiatric Research, iPSYCH, Aarhus, Denmark; Department for Congenital Disorders, Center for Neonatal Screening, Statens Serum Institut, Copenhagen, Denmark
| | - Robin P Corley
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, CO, USA
| | - Louisa Degenhardt
- National Drug and Alcohol Research Centre, University of New South Wales, Sydney, NSW, Australia
| | - Danielle M Dick
- Department of Psychology, Virginia Commonwealth University, Richmond, VA, USA; Department of Human & Molecular Genetics, Virginia Commonwealth University, Richmond, VA, USA
| | - Benjamin W Domingue
- Stanford University Graduate School of Education, Stanford University, Stanford, CA, USA
| | - Louis Fox
- Department of Psychiatry, Washington University School of Medicine, St Louis, MO, USA
| | - Alison M Goate
- Department of Neuroscience, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Scott D Gordon
- QIMR Berghofer Medical Research Institute, Brisbane, QLD, Australia
| | - Laura M Hack
- Department of Psychiatry and Behavioral Sciences, Stanford University, Stanford, CA, USA
| | - Dana B Hancock
- GenOmics, Bioinformatics, and Translational Research Center, Biostatistics and Epidemiology Division, RTI International, Research Triangle Park, Durham, NC, USA
| | - Sarah M Hartz
- Department of Psychiatry, Washington University School of Medicine, St Louis, MO, USA
| | - Ian B Hickie
- Brain and Mind Centre, University of Sydney, Sydney, Australia
| | - David M Hougaard
- The Lundbeck Foundation Initiative for Integrative Psychiatric Research, iPSYCH, Aarhus, Denmark; Department for Congenital Disorders, Center for Neonatal Screening, Statens Serum Institut, Copenhagen, Denmark
| | - Kenneth Krauter
- Department of Molecular, Cellular, and Developmental Biology, University of Colorado Boulder, Boulder, CO, USA; University of Colorado Boulder, Boulder, CO, USA
| | - Penelope A Lind
- QIMR Berghofer Medical Research Institute, Brisbane, QLD, Australia
| | - Jeanette N McClintick
- Department of Biochemistry and Molecular Biology, Indiana University School of Medicine, Indianapolis, IN, USA
| | - Matthew B McQueen
- Department of Integrative Physiology, University of Colorado Boulder, Boulder, CO, USA
| | - Jacquelyn L Meyers
- Department of Psychiatry and Behavioral Sciences, SUNY Downstate Health Sciences University, Brooklyn, NY, USA; Henri Begleiter Neurodynamics Laboratory, SUNY Downstate Health Sciences University, Brooklyn, NY, USA
| | - Grant W Montgomery
- Institute for Molecular Bioscience, University of Queensland, QLD, Australia
| | - Ole Mors
- The Lundbeck Foundation Initiative for Integrative Psychiatric Research, iPSYCH, Aarhus, Denmark; Psychosis Research Unit, Aarhus University Hospital, Aarhus, Denmark
| | - Preben B Mortensen
- National Centre for Register-Based Research, Aarhus University, Aarhus, Denmark; Centre for Integrated Register-based Research, Aarhus University, Aarhus, Denmark; The Lundbeck Foundation Initiative for Integrative Psychiatric Research, iPSYCH, Aarhus, Denmark
| | - Merete Nordentoft
- The Lundbeck Foundation Initiative for Integrative Psychiatric Research, iPSYCH, Aarhus, Denmark; Mental Health Services in the Capital Region of Denmark, Mental Health Center Copenhagen, University of Copenhagen, Copenhagen, Denmark
| | - John F Pearson
- Biostatistics and Computational Biology Unit, University of Otago, Christchurch, New Zealand; Department of Pathology and Biomedical Science, University of Otago, Christchurch, New Zealand
| | - Roseann E Peterson
- Department of Psychiatry, Virginia Institute for Psychiatric and Behavioral Genetics, Virginia Commonwealth University, Richmond, VA, USA
| | | | - John P Rice
- Department of Psychiatry, Washington University School of Medicine, St Louis, MO, USA
| | | | - Nancy L Saccone
- Department of Genetics, Washington University School of Medicine, St Louis, MO, USA; Division of Biostatistics, Washington University School of Medicine, St Louis, MO, USA
| | - Richard Sherva
- Department of Medicine (Biomedical Genetics), Boston University School of Medicine, Boston, MA, USA
| | - Judy L Silberg
- Department of Human & Molecular Genetics, Virginia Commonwealth University, Richmond, VA, USA; Department of Psychiatry, Virginia Institute for Psychiatric and Behavioral Genetics, Virginia Commonwealth University, Richmond, VA, USA
| | - Ralph E Tarter
- School of Pharmacy, University of Pittsburgh, Pittsburgh, PA, USA
| | | | - Tamara L Wall
- Department of Psychiatry, University of California San Diego, La Jolla, CA, USA
| | - Bradley T Webb
- Virginia Commonwealth University Alcohol Research Center, Virginia Commonwealth University, Richmond, VA, USA
| | - Thomas Werge
- The Lundbeck Foundation Initiative for Integrative Psychiatric Research, iPSYCH, Aarhus, Denmark; Institute of Biological Psychiatry, Mental Health Services, Copenhagen University Hospital, Copenhagen, Denmark; Department of Clinical Medicine, and Center for GeoGenetics, GLOBE Institute, University of Copenhagen, Copenhagen, Denmark
| | - Leah Wetherill
- Department of Medical and Molecular Genetics, Indiana University School of Medicine, Indianapolis, IN, USA
| | - Margaret J Wright
- Queensland Brain Institute, University of Queensland, QLD, Australia
| | - Stephanie Zellers
- Department of Psychology, University of Minnesota, Minneapolis, MN, USA
| | - Mark J Adams
- Division of Psychiatry, University of Edinburgh, Edinburgh, UK
| | - Laura J Bierut
- Department of Psychiatry, Washington University School of Medicine, St Louis, MO, USA
| | - Jason D Boardman
- Institute of Behavioral Science and Department of Sociology, University of Colorado Boulder, Boulder, CO, USA
| | - William E Copeland
- Department of Psychiatry, University of Vermont Medical Center, Burlington, VT, USA
| | - Lindsay A Farrer
- Department of Medicine (Biomedical Genetics), Boston University School of Medicine, Boston, MA, USA
| | - Tatiana M Foroud
- Department of Medical and Molecular Genetics, Indiana University School of Medicine, Indianapolis, IN, USA
| | - Nathan A Gillespie
- Department of Psychiatry, Virginia Institute for Psychiatric and Behavioral Genetics, Virginia Commonwealth University, Richmond, VA, USA
| | - Richard A Grucza
- Department of Psychiatry, Washington University School of Medicine, St Louis, MO, USA
| | - Kathleen Mullan Harris
- Department of Sociology, and The Carolina Population Center, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Andrew C Heath
- Department of Psychiatry, Washington University School of Medicine, St Louis, MO, USA
| | - Victor Hesselbrock
- Department of Psychiatry, University of Connecticut School of Medicine, Farmington, CT, USA
| | - John K Hewitt
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, CO, USA
| | - Christian J Hopfer
- Department of Psychiatry, University of Colorado Denver, Aurora, CO, USA
| | - John Horwood
- Department of Psychological Medicine, University of Otago, Christchurch, New Zealand
| | - William G Iacono
- Department of Psychology, University of Minnesota, Minneapolis, MN, USA
| | - Eric O Johnson
- GenOmics, Bioinformatics, and Translational Research Center, Biostatistics and Epidemiology Division, RTI International, Research Triangle Park, Durham, NC, USA
| | - Kenneth S Kendler
- Department of Psychiatry, Virginia Institute for Psychiatric and Behavioral Genetics, Virginia Commonwealth University, Richmond, VA, USA
| | - Martin A Kennedy
- Department of Pathology and Biomedical Science, University of Otago, Christchurch, New Zealand
| | - Henry R Kranzler
- Center for Studies of Addiction, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA; VISN 4 MIRECC, Crescenz VAMC, Philadelphia, PA, USA
| | - Pamela A F Madden
- Department of Psychiatry, Washington University School of Medicine, St Louis, MO, USA
| | - Hermine H Maes
- Department of Human & Molecular Genetics, Virginia Commonwealth University, Richmond, VA, USA; Department of Psychiatry, Virginia Institute for Psychiatric and Behavioral Genetics, Virginia Commonwealth University, Richmond, VA, USA
| | - Brion S Maher
- Department of Mental Health, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, USA
| | | | - Matthew McGue
- Department of Psychology, University of Minnesota, Minneapolis, MN, USA
| | | | - Sarah E Medland
- QIMR Berghofer Medical Research Institute, Brisbane, QLD, Australia
| | - Elliot C Nelson
- Department of Psychiatry, Washington University School of Medicine, St Louis, MO, USA
| | - Bernice Porjesz
- Department of Psychiatry and Behavioral Sciences, SUNY Downstate Health Sciences University, Brooklyn, NY, USA; Henri Begleiter Neurodynamics Laboratory, SUNY Downstate Health Sciences University, Brooklyn, NY, USA
| | - Brien P Riley
- Virginia Commonwealth University Alcohol Research Center, Virginia Commonwealth University, Richmond, VA, USA
| | - Michael C Stallings
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, CO, USA
| | | | - Scott Vrieze
- Department of Psychology, University of Minnesota, Minneapolis, MN, USA
| | - Lea K Davis
- Department of Medicine, Division of Genetic Medicine, Vanderbilt University Medical Center, Nashville, TN, USA; Department of Psychiatry and Behavioral Sciences, and Department of Biomedical Informatics, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Ryan Bogdan
- Department of Psychological and Brain Sciences, Washington University in Saint Louis, St. Louis, MO, USA
| | - Joel Gelernter
- Division of Human Genetics, Department of Psychiatry, Yale School of Medicine, New Haven, CT, USA; Department of Genetics, and Department of Neuroscience, Yale School of Medicine, New Haven, CT, USA; Veterans Affairs Connecticut Healthcare System, West Haven, CT, USA
| | - Howard J Edenberg
- Department of Medical and Molecular Genetics, Indiana University School of Medicine, Indianapolis, IN, USA; Department of Biochemistry and Molecular Biology, Indiana University School of Medicine, Indianapolis, IN, USA
| | - Kari Stefansson
- deCODE Genetics/Amgen, Reykjavik, Iceland; Faculty of Medicine, School of Health Sciences, University of Iceland, Reykjavik, Iceland
| | - Anders D Børglum
- Department of Biomedicine-Human Genetics and Centre for Integrative Sequencing, Aarhus University, Aarhus, Denmark; The Lundbeck Foundation Initiative for Integrative Psychiatric Research, iPSYCH, Aarhus, Denmark; Center for Genomics and Personalized Medicine, Aarhus, Denmark
| | - Arpana Agrawal
- Department of Psychiatry, Washington University School of Medicine, St Louis, MO, USA
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7
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Wang H, Vanyukov MM, Xing EP, Wu W. Discovering weaker genetic associations guided by known associations. BMC Med Genomics 2020; 13:19. [PMID: 32093702 PMCID: PMC7038505 DOI: 10.1186/s12920-020-0667-4] [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] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/16/2019] [Accepted: 01/20/2020] [Indexed: 12/05/2022] Open
Abstract
Background The current understanding of the genetic basis of complex human diseases is that they are caused and affected by many common and rare genetic variants. A considerable number of the disease-associated variants have been identified by Genome Wide Association Studies, however, they can explain only a small proportion of heritability. One of the possible reasons for the missing heritability is that many undiscovered disease-causing variants are weakly associated with the disease. This can pose serious challenges to many statistical methods, which seems to be only capable of identifying disease-associated variants with relatively stronger coefficients. Results In order to help identify weaker variants, we propose a novel statistical method, Constrained Sparse multi-locus Linear Mixed Model (CS-LMM) that aims to uncover genetic variants of weaker associations by incorporating known associations as a prior knowledge in the model. Moreover, CS-LMM accounts for polygenic effects as well as corrects for complex relatednesses. Our simulation experiments show that CS-LMM outperforms other competing existing methods in various settings when the combinations of MAFs and coefficients reflect different scenarios in complex human diseases. Conclusions We also apply our method to the GWAS data of alcoholism and Alzheimer’s disease and exploratively discover several SNPs. Many of these discoveries are supported through literature survey. Furthermore, our association results strengthen the belief in genetic links between alcoholism and Alzheimer’s disease.
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Affiliation(s)
- Haohan Wang
- Language Technologies Institute, School of Computer Science, Carnegie Mellon University, Pittsburgh, PA, USA
| | - Michael M Vanyukov
- Department of Pharmaceutical Sciences, Departments of Psychiatry, and Human Genetics, University of Pittsburgh, Pittsburgh, PA, USA
| | - Eric P Xing
- Language Technologies Institute, School of Computer Science, Carnegie Mellon University, Pittsburgh, PA, USA.,Machine Learning Department, School of Computer Science, Carnegie Mellon University, Pittsburgh, PA, USA
| | - Wei Wu
- Computational Biology Department, School of Computer Science, Carnegie Mellon University, Pittsburgh, PA, USA.
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8
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Abstract
The common paradigm for conceptualizing the influence of genetic and environmental factors on a particular disease relies on the concept of risk. Consequently, the bulk of etiologic, including genetic, work focuses on "risk" factors. These factors are aggregated at the high end of the distribution of liability to disease, the latent variable underlying the distribution of probability and severity of a disorder. However, liability has a symmetric but distinct aspect to risk, resistance to disorder. Resistance factors, aggregated at the low end of the liability distribution and supporting health and recovery, appear to be more promising for effective prevention and intervention. Herein, we discuss existing work on resistance factors, highlighting those with known genetic influences. We examine the utility of incorporating resistance genetics in prevention and intervention trials and compare the statistical power of a series of ascertainment schemes to develop a general framework for examining resistance outcomes in genetically informative designs. We find that an approach that samples individuals discordant on measured liability, a low-risk design, is the most feasible design and yields power equivalent to or higher than commonly used designs for detecting resistance genetic and environmental effects.
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Affiliation(s)
- Brion S Maher
- Department of Mental Health, Johns Hopkins Bloomberg School of Public Health, 624 N. Broadway Ave., Baltimore, MD, 21205, USA.
| | - Shawn Latendresse
- Department of Psychology and Neuroscience, Baylor University, Waco, TX, USA
| | - Michael M Vanyukov
- Departments of Pharmaceutical Sciences, Psychiatry, and Human Genetics, University of Pittsburgh, Pittsburgh, PA, USA
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Walters RK, Polimanti R, Johnson EC, McClintick JN, Adams MJ, Adkins AE, Aliev F, Bacanu SA, Batzler A, Bertelsen S, Biernacka JM, Bigdeli TB, Chen LS, Clarke TK, Chou YL, Degenhardt F, Docherty AR, Edwards AC, Fontanillas P, Foo JC, Fox L, Frank J, Giegling I, Gordon S, Hack LM, Hartmann AM, Hartz SM, Heilmann-Heimbach S, Herms S, Hodgkinson C, Hoffmann P, Jan Hottenga J, Kennedy MA, Alanne-Kinnunen M, Konte B, Lahti J, Lahti-Pulkkinen M, Lai D, Ligthart L, Loukola A, Maher BS, Mbarek H, McIntosh AM, McQueen MB, Meyers JL, Milaneschi Y, Palviainen T, Pearson JF, Peterson RE, Ripatti S, Ryu E, Saccone NL, Salvatore JE, Sanchez-Roige S, Schwandt M, Sherva R, Streit F, Strohmaier J, Thomas N, Wang JC, Webb BT, Wedow R, Wetherill L, Wills AG, Boardman JD, Chen D, Choi DS, Copeland WE, Culverhouse RC, Dahmen N, Degenhardt L, Domingue BW, Elson SL, Frye MA, Gäbel W, Hayward C, Ising M, Keyes M, Kiefer F, Kramer J, Kuperman S, Lucae S, Lynskey MT, Maier W, Mann K, Männistö S, Müller-Myhsok B, Murray AD, Nurnberger JI, Palotie A, Preuss U, Räikkönen K, Reynolds MD, Ridinger M, Scherbaum N, Schuckit MA, Soyka M, Treutlein J, Witt S, Wodarz N, Zill P, Adkins DE, Boden JM, Boomsma DI, Bierut LJ, Brown SA, Bucholz KK, Cichon S, Costello EJ, de Wit H, Diazgranados N, Dick DM, Eriksson JG, Farrer LA, Foroud TM, Gillespie NA, Goate AM, Goldman D, Grucza RA, Hancock DB, Harris KM, Heath AC, Hesselbrock V, Hewitt JK, Hopfer CJ, Horwood J, Iacono W, Johnson EO, Kaprio JA, Karpyak VM, Kendler KS, Kranzler HR, Krauter K, Lichtenstein P, Lind PA, McGue M, MacKillop J, Madden PAF, Maes HH, Magnusson P, Martin NG, Medland SE, Montgomery GW, Nelson EC, Nöthen MM, Palmer AA, Pedersen NL, Penninx BWJH, Porjesz B, Rice JP, Rietschel M, Riley BP, Rose R, Rujescu D, Shen PH, Silberg J, Stallings MC, Tarter RE, Vanyukov MM, Vrieze S, Wall TL, Whitfield JB, Zhao H, Neale BM, Gelernter J, Edenberg HJ, Agrawal A. Transancestral GWAS of alcohol dependence reveals common genetic underpinnings with psychiatric disorders. Nat Neurosci 2018; 21:1656-1669. [PMID: 30482948 PMCID: PMC6430207 DOI: 10.1038/s41593-018-0275-1] [Citation(s) in RCA: 367] [Impact Index Per Article: 61.2] [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: 01/22/2018] [Accepted: 10/12/2018] [Indexed: 01/21/2023]
Abstract
Liability to alcohol dependence (AD) is heritable, but little is known about its complex polygenic architecture or its genetic relationship with other disorders. To discover loci associated with AD and characterize the relationship between AD and other psychiatric and behavioral outcomes, we carried out the largest genome-wide association study to date of DSM-IV-diagnosed AD. Genome-wide data on 14,904 individuals with AD and 37,944 controls from 28 case-control and family-based studies were meta-analyzed, stratified by genetic ancestry (European, n = 46,568; African, n = 6,280). Independent, genome-wide significant effects of different ADH1B variants were identified in European (rs1229984; P = 9.8 × 10-13) and African ancestries (rs2066702; P = 2.2 × 10-9). Significant genetic correlations were observed with 17 phenotypes, including schizophrenia, attention deficit-hyperactivity disorder, depression, and use of cigarettes and cannabis. The genetic underpinnings of AD only partially overlap with those for alcohol consumption, underscoring the genetic distinction between pathological and nonpathological drinking behaviors.
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Affiliation(s)
- Raymond K Walters
- Analytic and Translational Genetics Unit, Department of Medicine, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA
- Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Renato Polimanti
- Department of Psychiatry, Yale School of Medicine and Veterans Affairs Connecticut Healthcare Center, West Haven, CT, USA
| | - Emma C Johnson
- Washington University School of Medicine, Department of Psychiatry, St. Louis, MO, USA
| | - Jeanette N McClintick
- Department of Biochemistry and Molecular Biology, Indiana University School of Medicine, Indianapolis, IN, USA
| | - Mark J Adams
- University of Edinburgh, Division of Psychiatry, Edinburgh, UK
| | - Amy E Adkins
- Department of Psychology & College Behavioral and Emotional Health Institute, Virginia Commonwealth University, Richmond, VA, USA
| | - Fazil Aliev
- Virginia Commonwealth University, Department of Psychology, Richmond, VA, USA
| | - Silviu-Alin Bacanu
- Virginia Commonwealth University Alcohol Research Center; Virginia Institute for Psychiatric and Behavioral Genetics; Department of Psychiatry, Virginia Commonwealth University, Richmond, VA, USA
| | - Anthony Batzler
- Mayo Clinic, Psychiatric Genomics and Pharmacogenomics Program, Rochester, MN, USA
| | - Sarah Bertelsen
- Icahn School of Medicine at Mount Sinai, Department of Neuroscience, New York, NY, USA
| | - Joanna M Biernacka
- Mayo Clinic, Department of Health Sciences Research, and Department of Psychiatry and Psychology, Rochester, MN, USA
| | - Tim B Bigdeli
- Department of Psychiatry and Behavioral Sciences, State University of New York Downstate Medical Center, Brooklyn, NY, USA
| | - Li-Shiun Chen
- Washington University School of Medicine, Department of Psychiatry, St. Louis, MO, USA
| | - Toni-Kim Clarke
- University of Edinburgh, Division of Psychiatry, Edinburgh, UK
| | - Yi-Ling Chou
- Washington University School of Medicine, Department of Psychiatry, St. Louis, MO, USA
| | - Franziska Degenhardt
- Institute of Human Genetics, University of Bonn; and Department of Genomics, Life & Brain Center, University of Bonn, Bonn, Germany
| | - Anna R Docherty
- University of Utah, Department of Psychiatry, Salt Lake City, UT, USA
| | - Alexis C Edwards
- Virginia Commonwealth University, Virginia Institute for Psychiatric and Behavioral Genetics, Department of Psychiatry, Richmond, VA, USA
| | | | - Jerome C Foo
- Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Louis Fox
- Washington University School of Medicine, Department of Psychiatry, St. Louis, MO, USA
| | - Josef Frank
- Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Ina Giegling
- Martin-Luther-University Halle-Wittenberg, Department of Psychiatry, Psychotherapy and Psychosomatics, Halle, Germany
| | - Scott Gordon
- QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | - Laura M Hack
- Department of Psychiatry and Behavioral Sciences, Emory University School of Medicine, Atlanta, GA, USA
| | - Annette M Hartmann
- Martin-Luther-University Halle-Wittenberg, Department of Psychiatry, Psychotherapy and Psychosomatics, Halle, Germany
| | - Sarah M Hartz
- Washington University School of Medicine, Department of Psychiatry, St. Louis, MO, USA
| | - Stefanie Heilmann-Heimbach
- Institute of Human Genetics, University of Bonn; and Department of Genomics, Life & Brain Center, University of Bonn, Bonn, Germany
| | - Stefan Herms
- Institute of Human Genetics, University of Bonn; and Department of Genomics, Life & Brain Center, University of Bonn, Bonn, Germany
- Human Genomics Research Group, Department of Biomedicine, University of Basel Institute of Medical Genetics and Pathology, University Hospital Basel, Basel, Switzerland
| | | | - Per Hoffmann
- Institute of Human Genetics, University of Bonn; and Department of Genomics, Life & Brain Center, University of Bonn, Bonn, Germany
- Human Genomics Research Group, Department of Biomedicine, University of Basel Institute of Medical Genetics and Pathology, University Hospital Basel, Basel, Switzerland
| | - Jouke Jan Hottenga
- Department of Biological Psychology, Amsterdam Public Health Research Institute, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
| | | | - Mervi Alanne-Kinnunen
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, Finland
| | - Bettina Konte
- Martin-Luther-University Halle-Wittenberg, Department of Psychiatry, Psychotherapy and Psychosomatics, Halle, Germany
| | - Jari Lahti
- Helsinki Collegium for Advanced Studies, University of Helsinki, Helsinki, Finland
- Department of Psychology and Logopedics, University of Helsinki, Helsinki, Finland
| | | | - Dongbing Lai
- Department of Medical and Molecular Genetics, Indiana University School of Medicine, Indianapolis, IN, USA
| | - Lannie Ligthart
- Department of Biological Psychology, Amsterdam Public Health Research Institute, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
| | - Anu Loukola
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, Finland
| | - Brion S Maher
- Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, USA
| | - Hamdi Mbarek
- Department of Biological Psychology, Amsterdam Public Health Research Institute, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
| | - Andrew M McIntosh
- University of Edinburgh, Division of Psychiatry, Centre for Cognitive Ageing and Cognitive Epidemiology, Edinburgh, UK
| | - Matthew B McQueen
- Department of Integrative Physiology, University of Colorado Boulder, Boulder, CO, USA
| | - Jacquelyn L Meyers
- Henri Begleiter Neurodynamics Laboratory, Department of Psychiatry and Behavioral Sciences, SUNY Downstate Medical Center, Brooklyn, NY, USA
| | - Yuri Milaneschi
- Department of Psychiatry, Amsterdam Public Health Research Institute, VU University Medical Center/GGz inGeest, Amsterdam, The Netherlands
| | - Teemu Palviainen
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, Finland
| | - John F Pearson
- Biostatistics and Computational Biology Unit, University of Otago, Christchurch, New Zealand
| | - Roseann E Peterson
- Virginia Commonwealth University, Virginia Institute for Psychiatric and Behavioral Genetics, Department of Psychiatry, Richmond, VA, USA
| | - Samuli Ripatti
- Analytic and Translational Genetics Unit, Department of Medicine, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA
- Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, Finland
- Department of Public Health, University of Helsinki, Helsinki, Finland
| | - Euijung Ryu
- Mayo Clinic, Department of Health Sciences Research, Rochester, MN, USA
| | - Nancy L Saccone
- Washington University School of Medicine, Department of Genetics, St. Louis, MO, USA
| | - Jessica E Salvatore
- Virginia Commonwealth University, Department of Psychology, Richmond, VA, USA
- Virginia Commonwealth University, Virginia Institute for Psychiatric and Behavioral Genetics, Department of Psychiatry, Richmond, VA, USA
| | - Sandra Sanchez-Roige
- University of California San Diego, Department of Psychiatry, San Diego, CA, USA
| | | | - Richard Sherva
- Department of Medicine (Biomedical Genetics), Boston University School of Medicine, Boston, MA, 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
| | - Nathaniel Thomas
- Department of Psychology & College Behavioral and Emotional Health Institute, Virginia Commonwealth University, Richmond, VA, USA
| | - Jen-Chyong Wang
- Icahn School of Medicine at Mount Sinai, Department of Neuroscience, New York, NY, USA
| | - Bradley T Webb
- Virginia Commonwealth University Alcohol Research Center; Virginia Institute for Psychiatric and Behavioral Genetics; Department of Psychiatry, Virginia Commonwealth University, Richmond, VA, USA
| | - Robbee Wedow
- Analytic and Translational Genetics Unit, Department of Medicine, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA
- Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA
- Department of Sociology, Harvard University, Cambridge, MA, USA
| | - Leah Wetherill
- Department of Medical and Molecular Genetics, Indiana University School of Medicine, Indianapolis, IN, USA
| | - Amanda G Wills
- University of Colorado School of Medicine, Department of Pharmacology, Aurora, CO, USA
| | - Jason D Boardman
- Institute of Behavioral Science and Department of Sociology, University of Colorado, Boulder, CO, USA
| | - Danfeng Chen
- Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Doo-Sup Choi
- Mayo Clinic, Department of Molecular Pharmacology and Experimental Therapeutics, Rochester, MN, USA
| | - William E Copeland
- Duke University Medical Center, Department of Psychiatry and Behavioral Sciences, Durham, NC, USA
| | - Robert C Culverhouse
- Washington University School of Medicine, Department of Medicine and Division of Biostatistics, St. Louis, MO, USA
| | - Norbert Dahmen
- Department of Psychiatry, University of Mainz, Mainz, Germany
| | - Louisa Degenhardt
- National Drug and Alcohol Research Centre, University of New South Wales, Sydney, New South Wales, Australia
| | | | | | - Mark A Frye
- Mayo Clinic, Department of Psychiatry and Psychology, Rochester, MN, USA
| | - Wolfgang Gäbel
- Department of Psychiatry and Psychotherapy, University of Düsseldorf, Düsseldorf, Germany
| | - Caroline Hayward
- MRC Human Genetics Unit, Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, UK
| | - Marcus Ising
- Max-Planck-Institute of Psychiatry, Munich, Germany
| | - Margaret Keyes
- University of Minnesota, Department of Psychology, Minneapolis, MN, USA
| | - Falk Kiefer
- Department of Addictive Behavior and Addiction Medicine, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Heidelberg, Germany
| | - John Kramer
- University of Iowa Roy J and Lucille A Carver College of Medicine, Department of Psychiatry, Iowa City, IA, USA
| | - Samuel Kuperman
- University of Iowa Roy J and Lucille A Carver College of Medicine, Department of Psychiatry, Iowa City, IA, USA
| | | | - Michael T Lynskey
- Addictions Department, Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, UK
| | - Wolfgang Maier
- Department of Psychiatry, University of Bonn, Bonn, Germany
| | - Karl Mann
- Department of Addictive Behavior and Addiction Medicine, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Heidelberg, Germany
| | | | - Bertram Müller-Myhsok
- Department of Statistical Genetics, Max-Planck-Institute of Psychiatry, Munich, Germany
| | - Alison D Murray
- The Institute of Medical Sciences, Aberdeen Biomedical Imaging Centre, University of Aberdeen, Aberdeen, UK
| | - John I Nurnberger
- Department of Medical and Molecular Genetics, Indiana University School of Medicine, Indianapolis, IN, USA
- Department of Psychiatry, Indiana University School of Medicine, Indianapolis, IN, USA
| | - Aarno Palotie
- Analytic and Translational Genetics Unit, Department of Medicine, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA
- Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, Finland
- Department of Medicine, Department of Neurology and Department of Psychiatry, Massachusetts General Hospital, Boston, MA, USA
| | - Ulrich Preuss
- Martin-Luther-University Halle-Wittenberg, Department of Psychiatry, Psychotherapy and Psychosomatics, Halle, Germany
- Vitos Hospital Herborn, Department of Psychiatry and Psychotherapy, Herborn, Germany
| | - Katri Räikkönen
- Department of Psychology and Logopedics, University of Helsinki, Helsinki, Finland
| | | | - Monika Ridinger
- Department of Psychiatry and Psychotherapy, University of Regensburg Psychiatric Health Care Aargau, Regensburg, Germany
| | - Norbert Scherbaum
- LVR-Hospital Essen, Department of Psychiatry and Psychotherapy, Department of Addictive Behaviour and Addiction Medicine, Medical Faculty, University of Duisburg-Essen, Duisburg, Germany
| | - Marc A Schuckit
- University of California San Diego, Department of Psychiatry, San Diego, CA, USA
| | - Michael Soyka
- Medical Park Chiemseeblick in Bernau-Felden, Chiemsee, Germany
- Psychiatric Hospital, Ludwig-Maximilians-University, Munich, Germany
| | - Jens Treutlein
- Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Stephanie Witt
- Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Norbert Wodarz
- Department of Psychiatry and Psychotherapy, University of Regensburg, Regensburg, Germany
| | - Peter Zill
- Psychiatric Hospital, Ludwig-Maximilians-University, Munich, Germany
| | - Daniel E Adkins
- University of Utah, Department of Psychiatry, Salt Lake City, UT, USA
- University of Utah, Department of Sociology, Salt Lake City, UT, USA
| | | | - Dorret I Boomsma
- Department of Biological Psychology, Amsterdam Public Health Research Institute, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
| | - Laura J Bierut
- Washington University School of Medicine, Department of Psychiatry, St. Louis, MO, USA
| | - Sandra A Brown
- University of California San Diego, Department of Psychiatry, San Diego, CA, USA
- University of California, San Diego School of Medicine, Department of Psychology, San Diego, CA, USA
| | - Kathleen K Bucholz
- Washington University School of Medicine, Department of Psychiatry, St. Louis, MO, USA
| | - Sven Cichon
- Human Genomics Research Group, Department of Biomedicine, University of Basel Institute of Medical Genetics and Pathology, University Hospital Basel, Basel, Switzerland
| | - E Jane Costello
- Duke University Medical Center, Department of Psychiatry and Behavioral Sciences, Durham, NC, USA
| | | | | | - Danielle M Dick
- Department of Psychology & College Behavioral and Emotional Health Institute, Virginia Commonwealth University, Richmond, VA, USA
- Department of Human & Molecular Genetics, Virginia Commonwealth University, Richmond, VA, USA
| | - Johan G Eriksson
- Department of General Practice and Primary Health Care, University of Helsinki, and National Institute for Health and Welfare, Helsinki, Finland
| | - Lindsay A Farrer
- Department of Medicine (Biomedical Genetics), Boston University School of Medicine, Boston, MA, USA
- Departments of Neurology, Ophthalmology, Epidemiology, and Biostatistics, Boston University Schools of Medicine and Public Health, Boston, MA, USA
| | - Tatiana M Foroud
- Department of Medical and Molecular Genetics, Indiana University School of Medicine, Indianapolis, IN, USA
| | - Nathan A Gillespie
- Virginia Commonwealth University, Virginia Institute for Psychiatric and Behavioral Genetics, Department of Psychiatry, Richmond, VA, USA
| | - Alison M Goate
- Icahn School of Medicine at Mount Sinai, Department of Neuroscience, New York, NY, USA
| | - David Goldman
- NIH/NIAAA, Laboratory of Neurogenetics, Bethesda, MD, USA
- NIH/NIAAA, Office of the Clinical Director, Bethesda, MD, USA
| | - Richard A Grucza
- Washington University School of Medicine, Department of Psychiatry, St. Louis, MO, USA
| | - Dana B Hancock
- Center for Omics Discovery and Epidemiology, Behavioral Health Research Division, RTI International, Research Triangle Park, NC, USA
| | - Kathleen Mullan Harris
- Department of Sociology and Carolina Population Center, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Andrew C Heath
- Washington University School of Medicine, Department of Psychiatry, St. Louis, MO, USA
| | - Victor Hesselbrock
- University of Connecticut School of Medicine, Department of Psychiatry, Farmington, CT, USA
| | - John K Hewitt
- University of Colorado Boulder, Institute for Behavioral Genetics, Boulder, CO, USA
| | | | | | - William Iacono
- University of Minnesota, Department of Psychology, Minneapolis, MN, USA
| | - Eric O Johnson
- RTI International, Fellows Program, Research Triangle Park, NC, USA
| | - Jaakko A Kaprio
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, Finland
- Department of Public Health, University of Helsinki, Helsinki, Finland
| | - Victor M Karpyak
- Mayo Clinic, Department of Psychiatry and Psychology, Rochester, MN, USA
| | - Kenneth S Kendler
- Virginia Commonwealth University Alcohol Research Center; Virginia Institute for Psychiatric and Behavioral Genetics; Department of Psychiatry, Virginia Commonwealth University, Richmond, VA, USA
| | - Henry R Kranzler
- University of Pennsylvania Perelman School of Medicine, Center for Studies of Addiction, Department of Psychiatry and VISN 4 MIRECC, Crescenz VAMC, Philadelphia, PA, USA
| | - Kenneth Krauter
- University of Colorado Boulder, Department of Molecular, Cellular, and Developmental Biology, Boulder, CO, USA
| | - Paul Lichtenstein
- Department of Medical Epidemiology and Biostatistics, Karolinska Instituet, Stockholm, Sweden
| | - Penelope A Lind
- QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | - Matt McGue
- University of Minnesota, Department of Psychology, Minneapolis, MN, USA
| | - James MacKillop
- Peter Boris Centre for Addictions Research, McMaster University/St. Joseph's Healthcare Hamilton; Michael G. DeGroote Centre for Medicinal Cannabis Research, Hamilton, Ontario, Canada
| | - Pamela A F Madden
- Washington University School of Medicine, Department of Psychiatry, St. Louis, MO, USA
| | - Hermine H Maes
- Virginia Commonwealth University, Virginia Institute for Psychiatric and Behavioral Genetics, Richmond, VA, USA
| | - Patrik Magnusson
- Department of Medical Epidemiology and Biostatistics, Karolinska Instituet, Stockholm, Sweden
| | - Nicholas G Martin
- QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | - Sarah E Medland
- QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | - Grant W Montgomery
- The Institute for Molecular Bioscience, University of Queensland, Brisbane, Queensland, Australia
| | - Elliot C Nelson
- Washington University School of Medicine, Department of Psychiatry, St. Louis, MO, USA
| | - Markus M Nöthen
- Institute of Human Genetics, University of Bonn School of Medicine & University Hospital Bonn, Bonn, Germany
| | - Abraham A Palmer
- University of California San Diego, Department of Psychiatry, San Diego, CA, USA
- University of California San Diego, Institute for Genomic Medicine, San Diego, CA, USA
| | - Nancy L Pedersen
- Department of Medical Epidemiology and Biostatistics, Karolinska Instituet, Stockholm, Sweden
| | - Brenda W J H Penninx
- Department of Psychiatry, Amsterdam Public Health Research Institute, VU University Medical Center/GGz inGeest, Amsterdam, The Netherlands
| | - Bernice Porjesz
- Henri Begleiter Neurodynamics Laboratory, Department of Psychiatry and Behavioral Sciences, SUNY Downstate Medical Center, Brooklyn, NY, USA
| | - John P Rice
- Washington University School of Medicine, Department of Psychiatry, St. Louis, MO, USA
| | - Marcella Rietschel
- Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Brien P Riley
- Virginia Commonwealth University Alcohol Research Center; Virginia Institute for Psychiatric and Behavioral Genetics; Department of Psychiatry, Virginia Commonwealth University, Richmond, VA, USA
| | - Richard Rose
- Department of Psychological & Brain Sciences, Indiana University Bloomington, Bloomington, IN, USA
| | - Dan Rujescu
- Martin-Luther-University Halle-Wittenberg, Department of Psychiatry, Psychotherapy and Psychosomatics, Halle, Germany
| | - Pei-Hong Shen
- NIH/NIAAA, Laboratory of Neurogenetics, Bethesda, MD, USA
| | - Judy Silberg
- Virginia Commonwealth University, Virginia Institute for Psychiatric and Behavioral Genetics, Department of Psychiatry, Richmond, VA, USA
| | - Michael C Stallings
- University of Colorado Boulder, Institute for Behavioral Genetics, Boulder, CO, USA
| | - Ralph E Tarter
- University of Pittsburgh, School of Pharmacy, Pittsburgh, PA, USA
| | | | - Scott Vrieze
- University of Minnesota, Department of Psychology, Minneapolis, MN, USA
| | - Tamara L Wall
- University of California San Diego, Department of Psychiatry, San Diego, CA, USA
| | - John B Whitfield
- QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | - Hongyu Zhao
- Department of Biostatistics, Yale School of Public Health, Yale University, New Haven, CT, USA
| | - Benjamin M Neale
- Analytic and Translational Genetics Unit, Department of Medicine, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA
- Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Joel Gelernter
- Departments of Psychiatry, Genetics, and Neuroscience, Yale University School of Medicine, Veterans Affairs Connecticut Healthcare System, New Haven, CT, USA.
| | - Howard J Edenberg
- Department of Biochemistry and Molecular Biology, Indiana University School of Medicine, Indianapolis, IN, USA.
- Department of Medical and Molecular Genetics, Indiana University School of Medicine, Indianapolis, IN, USA.
| | - Arpana Agrawal
- Washington University School of Medicine, Department of Psychiatry, St. Louis, MO, USA.
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10
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Eckert S, Feingold E, Cooper M, Vanyukov MM, Maher BS, Slayton RL, Willing MC, Reis SE, McNeil DW, Crout RJ, Weyant RJ, Levy SM, Vieira AR, Marazita ML, Shaffer JR. Variants on chromosome 4q21 near PKD2 and SIBLINGs are associated with dental caries. J Hum Genet 2017; 62:491-496. [PMID: 28100911 PMCID: PMC5367940 DOI: 10.1038/jhg.2016.161] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/26/2016] [Revised: 11/17/2016] [Accepted: 12/07/2016] [Indexed: 11/15/2022]
Abstract
A recent genome-wide association study for dental caries nominated the chromosomal region 4q21 near ABCG2, PKD2 and the SIBLING gene family. In this investigation we followed-up and fine-mapped this region using a tag-SNP (single nucleotide polymorphism) approach in 13 age- and race-stratified samples from 6 independent studies (N=4,089). Participants were assessed for dental caries via intra-oral examination and 49 tag-SNPs were genotyped capturing much of the variation in the 4q21 locus. Linear models were used to test for genetic association, while adjusting for sex, age, and components of ancestry. SNPs in and near PKD2 showed significant evidence of association in individual samples of black adults (rs17013735, p-value=0.0009) and white adults (rs11938025; p-value=0.0005; rs2725270, p-value=0.003). Meta-analyses across black adult samples recapitulated the association with rs17013735 (p-value=0.003), which occurs at low frequency in non-African populations, possibly explaining the race-specificity of the effect. In addition to race-specific associations, we also observed evidence of gene-by-fluoride exposure interaction effects in white adults for SNP rs2725233 upstream of PKD2 (p=0.002). Our results show evidence of regional replication, though no single variant clearly accounted for the original GWAS signal. Therefore, while we interpret our results as strengthening the hypothesis that chromosome 4q21 may impact dental caries, additional work is needed.
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Affiliation(s)
- Scott Eckert
- Department of Computational and Systems Biology, School of Medicine, University of Pittsburgh, Pittsburgh, PA, USA
| | - Eleanor Feingold
- Department of Human Genetics, Graduate School of Public Health, University of Pittsburgh, Pittsburgh, PA, USA.,Department of Biostatistics, Graduate School of Public Health, University of Pittsburgh, Pittsburgh, PA, USA
| | - Margaret Cooper
- Center for Craniofacial and Dental Genetics, School of Dental Medicine, University of Pittsburgh, Pittsburgh, PA, USA.,Department of Oral Biology, School of Dental Medicine, University of Pittsburgh, Pittsburgh, PA, USA
| | - Michael M Vanyukov
- Department of Human Genetics, Graduate School of Public Health, University of Pittsburgh, Pittsburgh, PA, USA.,Department of Pharmaceutical Sciences, School of Pharmacy, University of Pittsburgh, Pittsburgh, PA, USA.,Department of Psychiatry, School of Medicine, University of Pittsburgh, Pittsburgh, PA, USA
| | - Brion S Maher
- Department of Mental Health, Johns Hopkins Bloomberg School of Public Health, Johns Hopkins University, Baltimore, MD, USA
| | - Rebecca L Slayton
- Department of Pediatric Dentistry, School of Dentistry, University of Washington, Seattle, WA, USA
| | - Marcia C Willing
- Division of Genetics and Genomics, Department of Pediatrics, School of Medicine, Washington University at St Louis, St Louis, MO, USA
| | - Steven E Reis
- Department of Medicine, School of Medicine, University of Pittsburgh, Pittsburgh, PA, USA.,Clinical and Translational Science Institute, School of Medicine, University of Pittsburgh, Pittsburgh, PA, USA
| | - Daniel W McNeil
- Department of Dental Practice and Rural Health, West Virginia University, Morgantown, WV, USA.,Department of Psychology, West Virginia University, Morgantown, WV, USA
| | - Richard J Crout
- Department of Periodontics, School of Dentistry, West Virginia University, Morgantown, WV, USA
| | - Robert J Weyant
- Department of Dental Public Health and Information Management, School of Dental Medicine, University of Pittsburgh, Pittsburgh, PA, USA
| | - Steven M Levy
- Department of Preventive and Community Dentistry, University of Iowa College of Dentistry, Iowa City, IA, USA.,Department of Epidemiology, University of Iowa College of Public Health, Iowa City, IA, USA
| | - Alexandre R Vieira
- Center for Craniofacial and Dental Genetics, School of Dental Medicine, University of Pittsburgh, Pittsburgh, PA, USA.,Department of Oral Biology, School of Dental Medicine, University of Pittsburgh, Pittsburgh, PA, USA
| | - Mary L Marazita
- Department of Human Genetics, Graduate School of Public Health, University of Pittsburgh, Pittsburgh, PA, USA.,Center for Craniofacial and Dental Genetics, School of Dental Medicine, University of Pittsburgh, Pittsburgh, PA, USA.,Department of Oral Biology, School of Dental Medicine, University of Pittsburgh, Pittsburgh, PA, USA.,Department of Psychiatry, School of Medicine, University of Pittsburgh, Pittsburgh, PA, USA.,Clinical and Translational Science Institute, School of Medicine, University of Pittsburgh, Pittsburgh, PA, USA
| | - John R Shaffer
- Department of Human Genetics, Graduate School of Public Health, University of Pittsburgh, Pittsburgh, PA, USA
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Vanyukov MM, Tarter RE, Conway KP, Kirillova GP, Chandler RK, Daley DC. Risk and resistance perspectives in translation-oriented etiology research. Transl Behav Med 2016; 6:44-54. [PMID: 27012252 DOI: 10.1007/s13142-015-0355-7] [Citation(s) in RCA: 8] [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] [Indexed: 11/29/2022] Open
Abstract
Risk for a disorder and the mechanisms that determine its elevation, risk factors, are the focus of medical research. Targeting risk factors should serve the goal of prevention and treatment intervention. Risk, however, is but one of the aspects of liability to a disorder, a latent trait that encompasses effects of all factors leading to or from the diagnostic threshold. The coequal but opposite aspect of liability is resistance to a disorder. The factors that increase resistance and thus enable prevention or recovery may differ from those that elevate risk. Accordingly, there are nontrivial differences between research perspectives that focus on risk and on resistance. This article shows how this distinction translates into goals and methods of research and practice, from the choice of potential mechanisms tested to the results sought in intervention. The resistance concept also differs from those of "resilience" and "protective factors," subsuming but not limited to them. The implications of the concept are discussed using substance use disorder as an example and substantiate the need for biomedical research and its translation to shift to the resistance perspective.
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Affiliation(s)
- Michael M Vanyukov
- University of Pittsburgh, 3520 Forbes Ave., Suite 203, Pittsburgh, PA, 15213, USA.
| | - Ralph E Tarter
- University of Pittsburgh, 3520 Forbes Ave., Suite 203, Pittsburgh, PA, 15213, USA
| | - Kevin P Conway
- National Institute on Drug Abuse, National Institutes of Health, Baltimore, MD, USA
| | - Galina P Kirillova
- University of Pittsburgh, 3520 Forbes Ave., Suite 203, Pittsburgh, PA, 15213, USA
| | - Redonna K Chandler
- National Institute on Drug Abuse, National Institutes of Health, Baltimore, MD, USA
| | - Dennis C Daley
- University of Pittsburgh, 3520 Forbes Ave., Suite 203, Pittsburgh, PA, 15213, USA
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12
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Kirisci L, Tarter RE, Reynolds M, Vanyukov MM. Item Response Theory Analysis to Assess Dimensionality of Substance Use Disorder Abuse and Dependence Symptoms. Int J Pers Cent Med 2016; 6:260-273. [PMID: 28944002 PMCID: PMC5606209] [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] [Grants] [Subscribe] [Scholar Register] [Indexed: 06/07/2023]
Abstract
BACKGROUND Item response theory (IRT) based studies conducted on diverse samples showed a single dominant factor for DSM-III-R and DSM-IV substance use disorder (SUD) abuse and dependence symptoms of alcohol, cannabis, sedative, cocaine, stimulants, and opiates use disorders. IRT provides the opportunity, within a person-centered framework, to accurately gauge each person's severity of disorder that, in turn, informs required intensiveness of treatment. OBJECTIVES The aim of this study was to determine whether the SUD symptoms indicate a unidimensional trait or instead need to be conceptualized and quantified as a multidimensional scale. METHODS The sample was composed of families of adult SUD+ men (n=349), and SUD+ women (n=173), who qualified for DSM-III-R diagnosis of substance use disorder (abuse or dependence) and families of adult men and women who did not qualify for a SUD diagnosis (SUD- men: n=190, SUD- women: n=133). An expanded version of the Structured Clinical Interview for DSM-III-R (SCID) was administered to characterize lifetime and current substance use disorders. Item response theory methodology was used to assess the dimensionality of DSM-III-R SUD abuse and dependence symptoms. RESULTS A bi-factor model provided the optimal representation of the factor structure of SUD symptoms in males and females. SUD symptoms are scalable as indicators of a single common factor, corresponding to general (non-drug-specific, common) liability to addiction, combined with drug-specific liabilities. CONCLUSIONS IRT methodology used to quantify the continuous general liability to addiction (GLA) latent trait in individuals having SUD symptoms was found effective for accurately measuring SUD severity in men and women. This may be helpful for person-centered medicine approaches to effectively address intensity of treatment.
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Affiliation(s)
- Levent Kirisci
- Department of Pharmaceutical Sciences, University of Pittsburgh School of Pharmacy, Pittsburgh, PA, USA
- Department of Psychiatry, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
| | - Ralph E. Tarter
- Department of Pharmaceutical Sciences, University of Pittsburgh School of Pharmacy, Pittsburgh, PA, USA
- Department of Psychiatry, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
| | - Maureen Reynolds
- Department of Pharmaceutical Sciences, University of Pittsburgh School of Pharmacy, Pittsburgh, PA, USA
| | - Michael M. Vanyukov
- Department of Pharmaceutical Sciences, University of Pittsburgh School of Pharmacy, Pittsburgh, PA, USA
- Department of Psychiatry, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
- Department of Human Genetics, University of Pittsburgh Graduate School of Public Health, Pittsburgh, PA, USA
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13
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Shaffer JR, Carlson JC, Stanley BOC, Feingold E, Cooper M, Vanyukov MM, Maher BS, Slayton RL, Willing MC, Reis SE, McNeil DW, Crout RJ, Weyant RJ, Levy SM, Vieira AR, Marazita ML. Effects of enamel matrix genes on dental caries are moderated by fluoride exposures. Hum Genet 2014; 134:159-67. [PMID: 25373699 DOI: 10.1007/s00439-014-1504-7] [Citation(s) in RCA: 27] [Impact Index Per Article: 2.7] [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: 08/01/2014] [Accepted: 10/25/2014] [Indexed: 01/21/2023]
Abstract
Dental caries (tooth decay) is the most common chronic disease, worldwide, affecting most children and adults. Though dental caries is highly heritable, few caries-related genes have been discovered. We investigated whether 18 genetic variants in the group of non-amelogenin enamel matrix genes (AMBN, ENAM, TUFT1, and TFIP11) were associated with dental caries experience in 13 age- and race-stratified samples from six parent studies (N = 3,600). Linear regression was used to model genetic associations and test gene-by-fluoride interaction effects for two sources of fluoride: daily tooth brushing and home water fluoride concentration. Meta-analysis was used to combine results across five child and eight adult samples. We observed the statistically significant association of rs2337359 upstream of TUFT1 with dental caries experience via meta-analysis across adult samples (p < 0.002) and the suggestive association for multiple variants in TFIP11 across child samples (p < 0.05). Moreover, we discovered two genetic variants (rs2337359 upstream of TUFT1 and missense rs7439186 in AMBN) involved in gene-by-fluoride interactions. For each interaction, participants with the risk allele/genotype exhibited greater dental caries experience only if they were not exposed to the source of fluoride. Altogether, these results confirm that variation in enamel matrix genes contributes to individual differences in dental caries liability, and demonstrate that the effects of these genes may be moderated by protective fluoride exposures. In short, genes may exert greater influence on dental caries in unprotected environments, or equivalently, the protective effects of fluoride may obviate the effects of genetic risk alleles.
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Affiliation(s)
- John R Shaffer
- Department of Human Genetics, Graduate School of Public Health, University of Pittsburgh, 130 De Soto Street, A300 Crabtree Hall, Pittsburgh, PA, 15261, USA,
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14
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Stanley BOC, Feingold E, Cooper M, Vanyukov MM, Maher BS, Slayton RL, Willing MC, Reis SE, McNeil DW, Crout RJ, Weyant RJ, Levy SM, Vieira AR, Marazita ML, Shaffer JR. Genetic Association of MPPED2 and ACTN2 with Dental Caries. J Dent Res 2014; 93:626-32. [PMID: 24810274 DOI: 10.1177/0022034514534688] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.1] [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: 12/04/2013] [Accepted: 04/15/2014] [Indexed: 11/15/2022] Open
Abstract
The first genome-wide association study of dental caries focused on primary teeth in children aged 3 to 12 yr and nominated several novel genes: ACTN2, EDARADD, EPHA7, LPO, MPPED2, MTR, and ZMPSTE24. Here we interrogated 156 single-nucleotide polymorphisms (SNPs) within these candidate genes for evidence of association with dental caries experience in 13 race- and age-stratified samples from 6 independent studies (n = 3600). Analysis was performed separately for each sample, and results were combined across samples via meta-analysis. MPPED2 was significantly associated with caries via meta-analysis across the 5 childhood samples, with 4 SNPs showing significant associations after gene-wise adjustment for multiple comparisons (p < .0026). These results corroborate the previous genome-wide association study, although the functional role of MPPED2 in caries etiology remains unknown. ACTN2 also showed significant association via meta-analysis across childhood samples (p = .0014). Moreover, in adults, genetic association was observed for ACTN2 SNPs in individual samples (p < .0025), but no single SNP was significant via meta-analysis across all 8 adult samples. Given its compelling biological role in organizing ameloblasts during amelogenesis, this study strengthens the hypothesis that ACTN2 influences caries risk. Results for the other candidate genes neither proved nor precluded their associations with dental caries.
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Affiliation(s)
- B O C Stanley
- Department of Mathematics, Vanderbilt University, Nashville, TN, USA
| | - E Feingold
- Department of Human Genetics, Graduate School of Public Health, University of Pittsburgh, Pittsburgh, PA, USA Department of Biostatistics, Graduate School of Public Health, University of Pittsburgh, Pittsburgh, PA, USA
| | - M Cooper
- Center for Craniofacial and Dental Genetics, School of Dental Medicine, University of Pittsburgh, Pittsburgh, PA, USA Department of Oral Biology, School of Dental Medicine, University of Pittsburgh, Pittsburgh, PA, USA
| | - M M Vanyukov
- Department of Human Genetics, Graduate School of Public Health, University of Pittsburgh, Pittsburgh, PA, USA Department of Pharmaceutical Sciences, School of Pharmacy, University of Pittsburgh, Pittsburgh, PA, USA Department of Psychiatry, School of Medicine, University of Pittsburgh, Pittsburgh, PA, USA
| | - B S Maher
- Department of Mental Health, Johns Hopkins Bloomberg School of Public Health, Johns Hopkins University, USA
| | - R L Slayton
- Department of Pediatric Dentistry, School of Dentistry, University of Washington, Seattle, WA, USA
| | - M C Willing
- Division of Genetics and Genomics, Medicine, Department of Pediatrics, School of Medicine, Washington, University at St. Louis, St. Louis, MO, USA
| | - S E Reis
- Department of Medicine, School of Medicine, University of Pittsburgh, Pittsburgh, PA, USA Clinical and Translational Science Institute, School of Medicine, University of Pittsburgh, Pittsburgh, PA, USA
| | - D W McNeil
- Dental Practice and Rural Health, West Virginia University, Morgantown, WV, USA
| | - R J Crout
- Department of Periodontics, School of Dentistry, West Virginia University, Morgantown, WV, USA
| | - R J Weyant
- Department of Dental Public Health and Information Management, School of Dental Medicine, University of Pittsburgh, Pittsburgh, PA, USA
| | - S M Levy
- Department of Preventive and Community Dentistry, University of Iowa College of Dentistry, Iowa City, IA, USA Department of Epidemiology, University of Iowa College of Public Health, Iowa City, IA, USA
| | - A R Vieira
- Center for Craniofacial and Dental Genetics, School of Dental Medicine, University of Pittsburgh, Pittsburgh, PA, USA Department of Oral Biology, School of Dental Medicine, University of Pittsburgh, Pittsburgh, PA, USA
| | - M L Marazita
- Department of Human Genetics, Graduate School of Public Health, University of Pittsburgh, Pittsburgh, PA, USA Center for Craniofacial and Dental Genetics, School of Dental Medicine, University of Pittsburgh, Pittsburgh, PA, USA Department of Oral Biology, School of Dental Medicine, University of Pittsburgh, Pittsburgh, PA, USA Department of Psychiatry, School of Medicine, University of Pittsburgh, Pittsburgh, PA, USA Clinical and Translational Science Institute, School of Medicine, University of Pittsburgh, Pittsburgh, PA, USA
| | - J R Shaffer
- Department of Human Genetics, Graduate School of Public Health, University of Pittsburgh, Pittsburgh, PA, USA
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Ridenour TA, Reynolds M, Ahlqvist O, Zhai ZW, Kirisci L, Vanyukov MM, Tarter RE. High and low neurobehavior disinhibition clusters within locales: implications for community efforts to prevent substance use disorder. Am J Drug Alcohol Abuse 2013; 39:194-203. [PMID: 23721535 DOI: 10.3109/00952990.2013.764884] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
Abstract
BACKGROUND Knowledge of where substance use and other such behavioral problems frequently occur has aided policing, public health, and urban planning strategies to reduce such behaviors. Identifying locales characterized by high childhood neurobehavioral disinhibition (ND), a strong predictor of substance use and consequent disorder (SUD), may likewise improve prevention efforts. OBJECTIVES The distribution of ND in 10-12-year olds was mapped to metropolitan Pittsburgh, PA, and tested for clustering within locales. METHODS The 738 participating families represented the population in terms of economic status, race, and population distribution. ND was measured using indicators of executive cognitive function, emotion regulation, and behavior control. Innovative geospatial analyzes statistically tested clustering of ND within locales while accounting for geographic barriers (large rivers, major highways), parental SUD severity, and neighborhood quality. RESULTS Clustering of youth with high and low ND occurred in specific locales. Accounting for geographic barriers better delineated where high ND is concentrated, areas which also tended to be characterized by greater parental SUD severity and poorer neighborhood quality. CONCLUSIONS AND SIGNIFICANCE Offering programs that have been demonstrated to improve inhibitory control in locales where youth have high ND on average may reduce youth risk for SUD and other problem behaviors. As demonstrated by the present results, geospatial analysis of youth risk factors, frequently used in community coalition strategies, may be improved with greater statistical and measurement rigor.
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Affiliation(s)
- Ty A Ridenour
- School of Pharmacy, Center for Education and Drug Abuse Research, University of Pittsburgh, Pittsburgh, PA 15213, USA.
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16
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Riggs NR, Tate EB, Ridenour TA, Reynolds MD, Zhai ZW, Vanyukov MM, Tarter RE. Longitudinal associations from neurobehavioral disinhibition to adolescent risky sexual behavior in boys: direct and mediated effects through moderate alcohol consumption. J Adolesc Health 2013; 53:465-70. [PMID: 23876782 PMCID: PMC3783650 DOI: 10.1016/j.jadohealth.2013.05.017] [Citation(s) in RCA: 11] [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: 11/13/2012] [Revised: 05/31/2013] [Accepted: 05/31/2013] [Indexed: 11/16/2022]
Abstract
PURPOSE This longitudinal study tested the hypothesis that neurobehavioral disinhibition (ND) in childhood, mediated by alcohol use, portends risky sexual behavior (number of sexual partners) in midadolescence. METHODS Participants were 410 adolescent boys. Neurobehavioral disinhibition was assessed at 11.3 years of age. Frequency and quantity of alcohol use on a typical drinking occasion were assessed at 13.4 years of age at first follow-up, and sexual behavior at 16.0 years at second follow-up. RESULTS Quantity of alcohol consumed on a typical drinking occasion, but not frequency of alcohol use, mediated the relation between ND and number of sexual partners. CONCLUSIONS These findings indicate that number of sexual partners in midadolescence is predicted by individual differences in boys' psychological self-regulation during childhood and moderate alcohol consumption in early adolescence, and that ND may be a potential target for multi-outcome public health interventions.
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Affiliation(s)
- Nathaniel R. Riggs
- Colorado State University Department of Human Development and Family Studies
| | - Eleanor B. Tate
- University of Southern California Department of Preventive Medicine, Institute for Prevention Research
| | - Ty A. Ridenour
- University of Pittsburgh School of Pharmacy, Center for Education and Drug Abuse Research
| | - Maureen D. Reynolds
- University of Pittsburgh School of Pharmacy, Center for Education and Drug Abuse Research
| | - Zu W. Zhai
- University of Pittsburgh School of Pharmacy, Center for Education and Drug Abuse Research
| | - Michael M. Vanyukov
- University of Pittsburgh School of Pharmacy, Center for Education and Drug Abuse Research
| | - Ralph E. Tarter
- University of Pittsburgh School of Pharmacy, Center for Education and Drug Abuse Research
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17
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Affiliation(s)
- Michael M. Vanyukov
- Dept. of Pharmaceutical Science, University of Pittsburgh School of Pharmacy; Dept. of Psychiatry, University of Pittsburgh School of Medicine; Department of Human Genetics, University of Pittsburgh Graduate School of Public Health; Pittsburgh PA
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18
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Vanyukov MM, Tarter RE, Kirillova GP, Kirisci L, Reynolds MD, Kreek MJ, Conway KP, Maher BS, Iacono WG, Bierut L, Neale MC, Clark DB, Ridenour TA. Common liability to addiction and "gateway hypothesis": theoretical, empirical and evolutionary perspective. Drug Alcohol Depend 2012; 123 Suppl 1:S3-17. [PMID: 22261179 PMCID: PMC3600369 DOI: 10.1016/j.drugalcdep.2011.12.018] [Citation(s) in RCA: 241] [Impact Index Per Article: 20.1] [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: 09/06/2011] [Revised: 12/12/2011] [Accepted: 12/13/2011] [Indexed: 01/18/2023]
Abstract
BACKGROUND Two competing concepts address the development of involvement with psychoactive substances: the "gateway hypothesis" (GH) and common liability to addiction (CLA). METHOD The literature on theoretical foundations and empirical findings related to both concepts is reviewed. RESULTS The data suggest that drug use initiation sequencing, the core GH element, is variable and opportunistic rather than uniform and developmentally deterministic. The association between risks for use of different substances, if any, can be more readily explained by common underpinnings than by specific staging. In contrast, the CLA concept is grounded in genetic theory and supported by data identifying common sources of variation in the risk for specific addictions. This commonality has identifiable neurobiological substrate and plausible evolutionary explanations. CONCLUSIONS Whereas the "gateway" hypothesis does not specify mechanistic connections between "stages", and does not extend to the risks for addictions, the concept of common liability to addictions incorporates sequencing of drug use initiation as well as extends to related addictions and their severity, provides a parsimonious explanation of substance use and addiction co-occurrence, and establishes a theoretical and empirical foundation to research in etiology, quantitative risk and severity measurement, as well as targeted non-drug-specific prevention and early intervention.
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Affiliation(s)
- Michael M Vanyukov
- Department of Pharmaceutical Sciences, University of Pittsburgh, Pittsburgh, PA, USA.
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Maher BS, Vladimirov VI, Latendresse SJ, Thiselton DL, McNamee R, Kang M, Bigdeli TB, Chen X, Riley BP, Hettema JM, Chilcoat H, Heidbreder C, Muglia P, Murrelle EL, Dick DM, Aliev F, Agrawal A, Edenberg HJ, Kramer J, Nurnberger J, Tischfield JA, Devlin B, Ferrell RE, Kirillova GP, Tarter RE, Kendler KS, Vanyukov MM. The AVPR1A gene and substance use disorders: association, replication, and functional evidence. Biol Psychiatry 2011; 70:519-27. [PMID: 21514569 PMCID: PMC4083653 DOI: 10.1016/j.biopsych.2011.02.023] [Citation(s) in RCA: 39] [Impact Index Per Article: 3.0] [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: 05/07/2010] [Revised: 02/01/2011] [Accepted: 02/03/2011] [Indexed: 12/23/2022]
Abstract
BACKGROUND The liability to addiction has been shown to be highly genetically correlated across drug classes, suggesting nondrug-specific mechanisms. METHODS In 757 subjects, we performed association analysis between 1536 single nucleotide polymorphisms (SNPs) in 106 candidate genes and a drug use disorder diagnosis (DUD). RESULTS Associations (p ≤ .0008) were detected with three SNPs in the arginine vasopressin 1A receptor gene, AVPR1A, with a gene-wise p value of 3 × 10(-5). Bioinformatic evidence points to a role for rs11174811 (microRNA binding site disruption) in AVPR1A function. Based on literature implicating AVPR1A in social bonding, we tested spousal satisfaction as a mediator of the association of rs11174811 with the DUD. Spousal satisfaction was significantly associated with DUD in males (p < .0001). The functional AVPR1A SNP, rs11174811, was associated with spousal satisfaction in males (p = .007). Spousal satisfaction was a significant mediator of the relationship between rs11174811 and DUD. We also present replication of the association in males between rs11174811 and substance use in one clinically ascertained (n = 1399) and one epidemiologic sample (n = 2231). The direction of the association is consistent across the clinically-ascertained samples but reversed in the epidemiologic sample. Lastly, we found a significant impact of rs11174811 genotype on AVPR1A expression in a postmortem brain sample. CONCLUSIONS The findings of this study call for expansion of research into the role of the arginine vasopressin and other neuropeptide system variation in DUD liability.
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Affiliation(s)
- Brion S Maher
- Department of Psychiatry, Virginia Institute for Psychiatric and Behavioral Genetics, Virginia Commonwealth University, Richmond, Virginia, USA.
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20
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Vanyukov MM, Kirisci L, Moss L, Tarter RE, Reynolds MD, Maher BS, Kirillova GP, Ridenour T, Clark DB. Measurement of the risk for substance use disorders: phenotypic and genetic analysis of an index of common liability. Behav Genet 2009; 39:233-44. [PMID: 19377872 DOI: 10.1007/s10519-009-9269-9] [Citation(s) in RCA: 69] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2008] [Accepted: 03/31/2009] [Indexed: 11/28/2022]
Abstract
The inability to quantify the risk for disorders, such as substance use disorders (SUD), hinders etiology research and development of targeted intervention. Based on the concept of common transmissible liability to SUD related to illicit drugs, a method enabling quantification of this latent trait has been developed, utilizing high-risk design and item response theory. This study examined properties of a SUD transmissible liability index (TLI) derived using this method. Sons of males with or without SUD were studied longitudinally from preadolescence to young adulthood. The properties of TLI, including its psychometric characteristics, longitudinal risk assessment and ethnic variation, were examined. A pilot twin study was conducted to analyze the composition of TLI's phenotypic variance. The data suggest that TLI has concurrent, incremental, predictive and discriminant validity, as well as ethnic differences. The data suggest a high heritability of the index in males. The results suggest applicability of the method for genetic and other etiology-related research, and for evaluation of individual risk.
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Affiliation(s)
- Michael M Vanyukov
- Center for Education and Drug Abuse Research, Department of Pharmaceutical Sciences, School of Pharmacy, University of Pittsburgh, 711 Salk Hall, Pittsburgh, PA 15261, USA.
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Kirillova GP, Hrutkay RJ, Shurin MR, Shurin GV, Tourkova IL, Vanyukov MM. Dopamine receptors in human lymphocytes: radioligand binding and quantitative RT-PCR assays. J Neurosci Methods 2008; 174:272-80. [PMID: 18721826 DOI: 10.1016/j.jneumeth.2008.07.018] [Citation(s) in RCA: 34] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/25/2008] [Revised: 07/22/2008] [Accepted: 07/22/2008] [Indexed: 10/21/2022]
Abstract
Analysis of dopamine receptors (DR) in lymphocytes of the human peripheral blood mononuclear cell (PBMC) fraction is an attractive tool for evaluation of functional properties of dopaminergic function underlying variation in complex psychological/psychopathological traits. Receptor binding assays (RBAs) with selective radioligands, which are widely used in CNS studies, have not produced consistent results when applied to isolated PBMC. We tested the assay conditions that could be essential for detection of DR in human PBMC and their membrane preparations. Using [(3)H]SCH23390, a dopamine D1-like receptor antagonist, we demonstrated the presence of two binding sites in PBMC-derived membrane fraction. One of them is characterized by the K(d) value consistent with that reported for D5 dopamine receptors in human lymphocytes, whereas the other K(d) value possibly corresponds to serotonin receptor(s). Although D5 receptor binding sites in PBMC membranes could be characterized by binding assays, the low protein expression and the large volume of blood needed for membrane preparation render the binding method impracticable for individual phenotyping. In contrast, real-time RT-PCR may be used for this purpose, contingent on the relationship between DR expression in the brain and in lymphocytes. The expression of the DRD2-DRD5 genes, as detected by this method, varied widely among samples, whereas the DRD1 expression was not detected. The expression levels were comparable with those in the brain for DRD3 and DRD4, and were significantly lower for DRD2 and DRD5.
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Affiliation(s)
- Galina P Kirillova
- Center for Education and Drug Abuse Research, Department of Pharmaceutical Sciences, University of Pittsburgh, Pittsburgh, PA 15261, USA.
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Kirillova GP, Vanyukov MM, Kirisci L, Reynolds M. Physical maturation, peer environment, and the ontogenesis of substance use disorders. Psychiatry Res 2008; 158:43-53. [PMID: 18178256 PMCID: PMC2274910 DOI: 10.1016/j.psychres.2007.02.017] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.3] [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: 06/21/2006] [Revised: 11/16/2006] [Accepted: 02/01/2007] [Indexed: 10/22/2022]
Abstract
The risk for substance use disorders (SUD) is transmissible between generations via both genetic and environmental mechanisms. One path that is hypothesized to mediate this transmission and include both types of mechanisms is through faster physiological maturation, leading to suboptimal self-regulation, affiliation with deviant peers, and higher risk for conduct disorder (CD). Extending prior research, this hypothesis was tested in a longitudinal study. A sample of 478 males whose fathers were affected with SUD or psychiatrically normal was assessed prospectively at ages from 9-13 to 17-20. The DSM-III-R diagnoses were obtained using standard methodology. Blood testosterone was assayed by radioimmunoassay, and Tanner staging was used to evaluate sexual maturation. Peer deviance was evaluated by the Peer Delinquency Scale. Correlation and path analysis, Cox proportional hazard regression, and growth curve modeling were used to determine the relationships between the variables. The data support the hypothesis that parental SUD liability influences the rate of physiological maturation in offspring, which in turn is related to affiliation with deviant peers and an elevated rate of the development of CD and SUD.
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Affiliation(s)
- Galina P. Kirillova
- Center for Education and Drug Abuse Research (CEDAR), Department of Pharmaceutical Sciences, University of Pittsburgh School of Pharmacy, Pittsburgh, PA, USA
| | - Michael M. Vanyukov
- Center for Education and Drug Abuse Research (CEDAR), Department of Pharmaceutical Sciences, University of Pittsburgh School of Pharmacy, Pittsburgh, PA, USA, Department of Psychiatry, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA, Department of Human Genetics, University of Pittsburgh Graduate School of Public Health, Pittsburgh, PA, USA
| | - Levent Kirisci
- Center for Education and Drug Abuse Research (CEDAR), Department of Pharmaceutical Sciences, University of Pittsburgh School of Pharmacy, Pittsburgh, PA, USA, Department of Psychiatry, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
| | - Maureen Reynolds
- Center for Education and Drug Abuse Research (CEDAR), Department of Pharmaceutical Sciences, University of Pittsburgh School of Pharmacy, Pittsburgh, PA, USA
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Tarter RE, Kirisci L, Kirillova GP, Gavaler J, Giancola P, Vanyukov MM. Social dominance mediates the association of testosterone and neurobehavioral disinhibition with risk for substance use disorder. Psychology of Addictive Behaviors 2007; 21:462-8. [DOI: 10.1037/0893-164x.21.4.462] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
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Jenkins EA, Maher BS, Marazita ML, Tarter RE, Ganger JB, Watt-Morse M, Vanyukov MM. Pittsburgh Registry of Infant Multiplets (PRIM): An Update. Twin Res Hum Genet 2006. [DOI: 10.1375/twin.9.6.1006] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
Abstract
AbstractThis article is an updated review of the Pittsburgh Registry of Infant Multiplets including recruitment methods, data collection, and results of pilot studies conducted in this registry. The main goal of the registry is to study psychological development. The risk for behavior disorders including substance use disorders, as well as language development and dental health are among research targets. Pilot data on the heritability of minor physical anomalies and neuropsychological characteristics (Continuous Performance Test) are reported.
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Jenkins EA, Maher BS, Marazita ML, Tarter RE, Ganger JB, Watt-Morse M, Vanyukov MM. Pittsburgh Registry of Infant Multiplets (PRIM): an update. Twin Res Hum Genet 2006; 9:1006-8. [PMID: 17254444 DOI: 10.1375/183242706779462921] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/13/2023]
Abstract
This article is an updated review of the Pittsburgh Registry of Infant Multiplets including recruitment methods, data collection, and results of pilot studies conducted in this registry. The main goal of the registry is to study psychological development. The risk for behavior disorders including substance use disorders, as well as language development and dental health are among research targets. Pilot data on the heritability of minor physical anomalies and neuropsychological characteristics (Continuous Performance Test) are reported.
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Affiliation(s)
- Elizabeth A Jenkins
- Department of Human Genetics, University of Pittsburgh, 707 Salk Hall, Pittsburgh, PA 15261, USA
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Vanyukov MM, Maher BS, Devlin B, Tarter RE, Kirillova GP, Yu LM, Ferrell RE. Haplotypes of the monoamine oxidase genes and the risk for substance use disorders. Am J Med Genet B Neuropsychiatr Genet 2004; 125B:120-5. [PMID: 14755456 DOI: 10.1002/ajmg.b.20105] [Citation(s) in RCA: 22] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
Monoamine oxidase A (MAOA) locus is an attractive candidate for exploring genetic contribution to the variation in the risk for substance use disorders (SUD) because of its important role in the metabolism of neurotransmitters, including dopamine and serotonin. Prior findings have suggested an association of the MAOA gene with the risk for early onset SUD. To extend this research, we genotyped four MAOA markers (two VNTR polymorphisms and two SNPs) and built a cladogram reflecting the evolutionary history of MAOA haplotypes [Nguyen et al., under review]. The cladogram served as the framework for nested ANOVA and logit analyses of association between MAOA and indices of liability to SUD (diagnosis, age of onset, and a dimensional index of substance use related problems) in a sample of adult males of European ancestry. Whereas no association was found for the categorical diagnosis, a significant relationship was detected between the dimensional liability indices and MAOA haplotypes. Overall, our results, albeit not definitive, are consistent with the hypothesis that variants in MAOA account for a small portion of the variance of SUD risk, possibly mediated by liability to early onset behavioral problems.
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Affiliation(s)
- Michael M Vanyukov
- Center for Education and Drug Abuse Research, Department of Pharmaceutical Sciences, University of Pittsburgh School of Pharmacy, Pittsburgh, Pennsylvania 15261, USA.
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Abstract
Variation in the risk for and severity of substance use disorders (SUD) in the population is caused by multiple organismic (genetic, biochemical, psychological) and environmental factors. Whereas drug- or drug-class-specific liability mechanisms exist, a substantial proportion of variance in the risk is shared between specific liabilities, reflecting mechanisms that determine common liability to SUD. Data from epidemiologic, clinical, psychological, physiological, biochemical, and family and genetic studies reviewed in this paper indicate the existence of mechanisms and characteristics shared in common by liabilities to SUD related to different drugs. These mechanisms can be conceptualized as common liability to SUD, a latent trait accounting for a substantial portion of variation in SUD risk and severity and determined by all factors influencing the probability of SUD development. An accompanying paper describes an approach to the quantitative estimation of this trait.
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Affiliation(s)
- Michael M Vanyukov
- Department of Pharmaceutical Sciences, Center for Education and Drug Abuse Research, University of Pittsburgh, 707 Salk Hall, Pittsburgh, PA 15261, USA.
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Abstract
Liabilities to complex disorders, discussed in the accompanying paper, present difficulties in measurement related to the arbitrariness of diagnostic threshold definitions and problems with discrimination between trait values, especially within the 'normal' individuals. The inability to quantitatively estimate the risk for a disorder, such as substance use disorders (SUD), is an obstacle for studying etiological (e.g. genetic) mechanisms and developing efficient prevention and treatment measures. Based on the concept of common liability to SUD, this paper delineates an application of the longitudinal family/high-risk design and item response theory to the development of a continuous index of liability. The method has been tested in both simulation study and empirical data. The approach described affords the opportunity to quantitatively estimate the risk for SUD at an early age and before any drug exposure. This method is also applicable to measuring liabilities to other complex disorders, especially those with relatively late onset.
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Affiliation(s)
- Michael M Vanyukov
- Department of Pharmaceutical Sciences, Center for Education and Drug Abuse Research, University of Pittsburgh, 707 Salk Hall, Pittsburgh, PA 15261, USA.
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Abstract
The dopamine system may play a major role in the development of attention deficit hyperactivity disorder (ADHD). We applied a random-effects model meta-analysis to family-based studies of association between ADHD and the dopamine system genes DRD4, DRD5 and DAT1. A statistical test of heterogeneity was conducted for each group of studies. The meta-analysis of DRD4 included data from 13 studies, with a total of 571 informative meioses. The pooled odds ratio estimate was 1.41 (95% CI 1.20-1.64, =1.57 x 10 ), demonstrating positive association. For DRD5, data from five studies, with a total of 340 informative meioses, were combined yielding a pooled odds ratio of 1.57 (95% CI 1.25-1.96, =8.28 x 10 ). Eleven studies examining DAT1, with a total of 824 informative meioses, yielded a non-significant pooled odds ratio estimate of 1.27 (95% CI 0.99-1.63, 0.06). There was no support of heterogeneity between the studies. Overall, the meta-analyses support the involvement of the dopamine system genes in ADHD liability variation and suggest the need for studies examining interactions between these genes.
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Affiliation(s)
- Brion S Maher
- Division of Oral Biology, School of Dental Medicine, University of Pittsburgh, Pittsburgh, Pennsylvania 15261, USA.
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Abstract
We previously reported that in anticipation of a modest stressor, preadolescent sons of drug-dependent fathers (HR) demonstrated a diminished salivary cortisol response relative to comparison boys. No data were available concerning anticipatory salivary cortisol responses in preadolescent daughters of HR fathers. Additionally, we hypothesized that diminished stress responses in HR youth might be an adaptation to a stressful family environment. Consequently, in this report we have examined the role of family environment in the anticipatory salivary cortisol responses in both HR boys and girls as well as their association with a measure of distress in the family environment. Independent of sex, HR children had diminished anticipatory cortisol responses. Girls had significantly higher salivary cortisol concentrations, pre- and post-stressor. However, contrary to our expectation, we could not demonstrate an association between salivary cortisol responses and the measures of the family environment. These results suggest that there may be a sex difference in salivary cortisol dynamics in preadolescent children; however, the functional status of the current family environment does not appear to be related to cortisol reactivity.
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Affiliation(s)
- Thomas L Hardie
- University of Delaware, Department of Nursing, Room 361, McDowell Hall, Newark 19716, USA.
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Maher BS, Vanyukov MM, Cooper ME, Neiwswanger K, Marazita ML. Quantitative trait linkage analysis of the liability underlying a common oligogenic disease. Genet Epidemiol 2002; 21 Suppl 1:S720-5. [PMID: 11793767 DOI: 10.1002/gepi.2001.21.s1.s720] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [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] [Indexed: 11/08/2022]
Abstract
We utilized pedigree discriminant and factor analytic approaches to combine multivariate phenotypic information into a single liability phenotype in the isolate and general populations. We applied two-stage relative-pair quantitative trait linkage analysis to detect genetic contributions to variation in the resulting liability phenotypes. Linkage analysis revealed several regions of suggestive linkage in both the general and isolate populations, the majority of which appear in retrospect to be false positives. A likely explanation is an overall lack of power given that we tested hypotheses in data from only one replicate. However, it may be possible that a construct that ignores affection status when using liability-associated characteristics as indicators of this construct is not the most effective approach in modeling the liability underlying a complex phenotype.
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Affiliation(s)
- B S Maher
- University of Pittsburgh, Pittsburgh, PA 15261, USA
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Vanyukov MM. Genes, logic and statistics: response to a review. Alcohol Alcohol 2002; 37:205. [PMID: 11912079 DOI: 10.1093/alcalc/37.2.205] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
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Moss HB, Baron DA, Hardie TL, Vanyukov MM. Preadolescent children of substance-dependent fathers with antisocial personality disorder: psychiatric disorders and problem behaviors. Am J Addict 2002; 10:269-78. [PMID: 11579625 DOI: 10.1080/105504901750532157] [Citation(s) in RCA: 15] [Impact Index Per Article: 0.7] [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] [Indexed: 10/17/2022] Open
Abstract
We compared psychiatric disorders and problem behavior scores in pre-adolescent children of fathers with alcohol or other drug dependence and ASP (SD+/ASP+), children whose fathers had substance dependence without ASP (SD+/ASP-), and children whose fathers were without either disorder (SD-/ASP-). SD+/ASP+ children showed elevated rates of major depression, conduct disorder, attention deficit hyperactivity disorder, oppositional defiant disorder, and separation anxiety disorder when compared to SD+/ASP- and SD-/ASP- children. SD+/ASP+ children had higher internalizing and externalizing problem behavior scores than the other two groups of children. The results suggest that SD+/ASP+ children are at significant risk for internalizing and externalizing psychopathology.
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Affiliation(s)
- H B Moss
- Department of Psychiatry, Temple University School of Medicine, Philadelphia, Pa., USA.
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Dawes MA, Antelman SM, Vanyukov MM, Giancola P, Tarter RE, Susman EJ, Mezzich A, Clark DB. Developmental sources of variation in liability to adolescent substance use disorders. Drug Alcohol Depend 2000; 61:3-14. [PMID: 11064179 DOI: 10.1016/s0376-8716(00)00120-4] [Citation(s) in RCA: 74] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/19/2023]
Abstract
This review provides a synthesis of the literature on the complex sequence of maturational, psychosocial, and neuroadaptive processes that lead to substance use disorders (SUD) in adolescence. A brief overview introduces the concepts of liability to SUD and epigenesis. A theory is presented explaining how affective, cognitive, and behavioral dysregulation in late childhood is exacerbated during early and middle adolescence by family and peer factors, as well as puberty, leading to substance use. Continued exacerbation of the three components of dysregulation by drug and non-drug stressors during late adolescence is posited to result in neuroadaptations that increase the likelihood of developing SUD, particularly in high-risk individuals. Implications for etiologic research as well as clinical and preventive interventions are discussed.
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Affiliation(s)
- M A Dawes
- Department of Psychiatry, University of Pittsburgh School of Medicine, Pittsburgh, PA 15213, USA
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Abstract
A pilot population-based study of a microsatellite polymorphism at the DRD5 locus in adult European-Americans showed its association with childhood symptom counts for oppositional defiant disorder (ODD) in males and females and adult antisocial personality disorder (ASPD) in females. No association with childhood conduct disorder symptom count was observed. ODD mediated the genotype-ASPD relationship in females. Neither ODD nor ASPD significantly mediated the relationship between the genotype and the liability to substance dependence (SD). The data suggest involvement of the DRD5 locus in the variation and sexual dimorphism of SD liability and antisociality and in the developmental continuity of antisociality.
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Affiliation(s)
- M M Vanyukov
- Center for Education and Drug Abuse Research (CEDAR), University of Pittsburgh, Pittsburgh, Pennsylvania 15261, USA.
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36
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Abstract
Genetic studies of substance abuse indicate that variation in the risk for the disorder in the population is contributed by differences in both individual genotypes and environment. Recent developments in genetics raise the possibility of disentangling the complex system of genotype-environment interaction that determines the development of the individual behavioral phenotype. This paper reviews the concepts, methods and results pertaining to genetic investigation of substance abuse.
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Affiliation(s)
- M M Vanyukov
- Center for Education and Drug Abuse Research, University of Pittsburgh, 3811 O'Hara Street, PA 15213, USA.
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37
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Vanyukov MM. An association between a functional polymorphism at the DRD2 gene and the liability to substance abuse. Am J Med Genet 1999; 88:590-1. [PMID: 10490720] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 02/14/2023]
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Maher BS, Marazita ML, Moss HB, Vanyukov MM. Segregation analysis of attention deficit hyperactivity disorder. Am J Med Genet 1999; 88:71-8. [PMID: 10050971] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Subscribe] [Scholar Register] [Indexed: 04/12/2023]
Abstract
We performed segregation analysis on 495 nuclear families, ascertained for the father's substance abuse diagnosis, in an attempt to determine the role of genetic and other influences in determining the variability of DSM-III-R-defined attention deficit hyperactivity disorder (ADHD). For our analyses, ADHD was treated as a quantitative variable, utilizing the semicontinuous scale provided by the 15-item symptom count within DSM-III-R. Analyses consisted of both class A and class D regressive models for which covariate effects (socioeconomic status) and sex dependence were estimated. Segregation analysis of the quantitative trait (ADHD symptom count) in the entire data set supported a transmissible non-Mendelian major effect. Models which were sex-dependent and included covariate effects provided the best fit to the data. In addition, similar analyses were performed on a 130-nuclear family subgroup of the data set in which at least one of the members of the nuclear family met DSM-III-R diagnostic criteria for ADHD. The sex-dependent Mendelian codominant model was best supported by the data, while other models could be rejected. Incorporating covariate effects did not provide a better fit for the data. Thus, this study is consistent with Mendelian transmission of ADHD symptom count in a clinically relevant population. Overall, our results support the presence of a heritable continuous trait of which ADHD represents an extreme.
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Affiliation(s)
- B S Maher
- Cleft Palate-Craniofacial Center, School of Dental Medicine, University of Pittsburgh, Pennsylvania 15261, USA
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Vanyukov MM, Moss HB, Gioio AE, Hughes HB, Kaplan BB, Tarter RE. An association between a microsatellite polymorphism at the DRD5 gene and the liability to substance abuse: pilot study. Behav Genet 1998; 28:75-82. [PMID: 9583233 DOI: 10.1023/a:1021463722326] [Citation(s) in RCA: 39] [Impact Index Per Article: 1.5] [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] [Indexed: 02/07/2023]
Abstract
We have conducted a population-based association study of substance abuse and a microsatellite at the dopamine D5 receptor locus (DRD5) in a sample of European-American males and females with substance dependence (SA) or without any psychiatric disorder. Overrepresentation of the most frequent allele (148 bp) was found in males in the SA group (OR = 2.2, P = .02); this finding was reproduced in females (OR = 5.4, p < .001). The difference in the frequencies of this allele between SA males and SA females was statistically significant. The genotype coded in accordance with the dose of this allele correlated with substance abuse liability in males and females (stronger in females) and with novelty seeking in females. There was no evidence of correlation between the genotypes of spouses that could be induced by assortative mating for the liability to substance abuse. The data suggest that the DRD5 locus is involved in the variation and sex dimorphism of substance abuse liability.
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Affiliation(s)
- M M Vanyukov
- Center for Education and Drug Abuse Research (CEDAR), University of Pittsburgh, Pennsylvania 15213, USA.
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Abstract
Assortative mating can exert a profound influence on the phenotypic composition of the population since it may result in an increase in the frequency of the genotypes associated with extreme phenotypes. Applied to the risk for a disorder such as substance abuse, this would mean a possibility for an increase in the risk and severity of the disorder in consecutive generations. This paper reviews the theoretical and empirical literature on mechanisms related to mate resemblance for the liability to substance abuse, sources and consequences of such resemblance, and suggests directions for further research.
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Affiliation(s)
- M M Vanyukov
- Center for Education and Drug Abuse Research (CEDAR), University of Pittsburgh School of Medicine, PA 15213, USA.
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Abstract
The relationship between measures of aggressiveness (personality questionnaire scales, conduct disorder diagnosis, and symptom count) and a recently discovered dinucleotide repeat length polymorphism at the monoamine oxidase type A (MAOA) gene (MAOCA-1) as a candidate locus was examined in adolescents using polymerase chain reaction. No significant correlation between aggression scales and repeat length at the MAOCA-1 marker was found, whereas the categorical diagnosis of conduct disorder showed a nonsignificant trend for an association with the marker. Alternative explanations of this trend are discussed. The data obtained suggest that the polymorphism studied is not associated with the variation in aggressiveness.
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Affiliation(s)
- M M Vanyukov
- Pittsburgh Adolescent Alcohol Research Center (PAARC), PA 15213-2593, USA.
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Abstract
Investigations of adults with a psychoactive substance use disorder (PSUD) or antisocial behavior have reported diminished secretion of the adrenal "stress" hormone, cortisol. Consequently, we determined whether prepubertal sons of PSUD fathers, at high risk for later PSUD, differed from controls on salivary cortisol concentrations before, and after, an anticipated stressor. The roles of problematic behavioral disposition and state anxiety in the cortisol responses were also examined. A significant risk-group x time interaction for salivary cortisol concentrations was found, with high-risk boys secreting less salivary cortisol than controls when anticipating the task. High-risk boys also had significantly higher scores for aggressive delinquency and impulsivity that wholly accounted for the risk-group x time effect on salivary cortisol. Thus, cortisol hyporesponsivity was associated with the dysregulated behaviors prevalent among high-risk boys. The results suggest that cortisol hyporesponsivity could be a "marker" for later antisociality and PSUD.
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Affiliation(s)
- H B Moss
- Western Psychiatric Institute and Clinic, University of Pittsburgh School of Medicine, PA 15213, USA
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Vanyukov MM, Moss HB, Yu LM, Tarter RE, Deka R. Preliminary evidence for an association of a dinucleotide repeat polymorphism at the MAOA gene with early onset alcoholism/substance abuse. Am J Med Genet 1995; 60:122-6. [PMID: 7485245 DOI: 10.1002/ajmg.1320600207] [Citation(s) in RCA: 50] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/25/2023]
Abstract
An association between the liability to early onset alcoholism/substance abuse and a recently discovered dinucleotide repeat length polymorphism at the MAOA gene (MAOCA-1) was examined using polymerase chain reaction (PCR). A significant correlation between the presence/absence of the disorder and the length of the MAOCA-1 repeat was found in males, but not females, with "long" alleles (repeat length above 115 bp) associated with both increased risk for the disorder and lower age of onset of substance abuse. These preliminary data suggest that further exploration of the relationship between the MAOA gene and behavioral traits in an expanded sample is warranted.
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Affiliation(s)
- M M Vanyukov
- Department of Psychiatry, University of Pittsburgh, Pennsylvania, USA
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Martin CS, Earleywine M, Blackson TC, Vanyukov MM, Moss HB, Tarter RE. Aggressivity, inattention, hyperactivity, and impulsivity in boys at high and low risk for substance abuse. J Abnorm Child Psychol 1994; 22:177-203. [PMID: 8064028 DOI: 10.1007/bf02167899] [Citation(s) in RCA: 91] [Impact Index Per Article: 3.0] [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] [Indexed: 01/28/2023]
Abstract
Aggressivity, inattention, hyperactivity, and impulsivity are cardinal dimensions of externalizing behavior problems of childhood. They are diagnostic and clinical features of childhood disorders, and are thought to be linked to the subsequent development of adult disorders such as substance abuse (SA). Little is known, however, about the convergent and discriminant validity of these four constructs. We used multiple measures to develop indices of aggressivity, inattention, hyperactivity, and impulsivity in a sample of 10- to 12-year-old boys (N = 183) with and without a family history of SA. Data were taken from mother reports, child reports, teacher reports, and laboratory tasks. The study aims were (1) to test the convergent and discriminant validity of aggressivity, inattention, hyperactivity, and impulsivity; (2) to examine whether the data were consistent with a model specifying the four constructs as indicators of one superordinate factor; and (3) to differentiate boys with and without a family history of SA in construct scores. The results supported the convergent and discriminant validity of the four constructs. Although discriminable, the constructs covaried strongly and were consistent with a model specifying them as indicators of a single superordinate factor. Boys with a family history of substance abuse scored higher than control boys on aggressivity, inattention, and impulsivity scores, but the groups did not differ on hyperactivity scores. The results are discussed in terms of the role of childhood behavior problems in vulnerability to SA.
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Affiliation(s)
- C S Martin
- Center for Education and Drug Abuse Research, Pittsburgh, Pennsylvania
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Affiliation(s)
- M M Vanyukov
- Department of Psychiatry, University of Pittsburgh School of Medicine, Pennsylvania 15213
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Abstract
Conduct disorder (CD) symptom counts in preadolescent boys, and antisocial personality disorder (ASP) and childhood conduct disorder symptom counts in their parents, were used as dimensional measures of behavioral deviation. A significant correlation was found for CD and ASP symptom counts between the two parents and between CD symptom counts of the children and parental CD and ASP symptom counts. Although socioeconomic level correlated negatively with parental symptom counts, no association was observed between parental socioeconomic status and children's CD symptom counts. Saliva cortisol level in the children was negatively associated with their CD symptom count and with their fathers' ASP count. Cortisol level was also lower among sons whose fathers had CD as children and subsequently developed ASP compared with the cortisol level in sons whose fathers either did not have any Axis I psychiatric disorder or did not develop ASP.
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Affiliation(s)
- M M Vanyukov
- Department of Psychiatry, University of Pittsburgh School of Medicine, PA 15213
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Moskalenko VD, Vanyukov MM, Solovyova ZV, Rakhmanova TV, Vladimirsky MM. A genetic study of alcoholism in the Moscow population: preliminary findings. J Stud Alcohol 1992; 53:218-24. [PMID: 1583900 DOI: 10.15288/jsa.1992.53.218] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/27/2022]
Abstract
This article reports the preliminary results of a family study of alcoholism in the Moscow population. A comparison of male and female alcoholic inpatients revealed differences between them in the patterns of alcoholism development and in the frequencies of the disorder among male and female probands' parents and siblings. Those differences, particularly those observed in the fathers of the female and male probands, may suggest that the liability and genetic predisposition to alcoholism in female alcoholics, on the average, are higher than those in male alcoholics. There were also differences between male and female probands in the frequencies of the types of drinking behavior (including alcoholism) we used to characterize individual phenotypes as to the liability to alcoholism in the probands' parents and spouses, indicating that the higher the liability and/or genetic predisposition to alcoholism the higher the probability of the proband's marriage to an individual with a higher liability to the disorder. The data on the comparison of the probands' children with their parents affectedness imply the possibility of a relationship between the genetic predisposition to alcoholism and the risk for mental and somatic disturbances in offspring of alcoholics.
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Affiliation(s)
- V D Moskalenko
- Division of Genetics, All-Union Scientific Center of Medico-Biological Problems of Addiction, Moscow, Russia, Commonwealth of Independent States
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50
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Abstract
A taxonomy of alcohol problem involvement is proposed which encompasses categorical and dimensional approaches to classification. It is argued that contemporary nosology such as that described in DSM or ICD cannot, in principle, yield discrete categories containing homogeneous membership. Nor does current classification and diagnosis yield sufficient specific information necessary for effective treatment. These limitations are not resolvable by additional empirical research; rather, as discussed herein, a new conceptual framework and focus are required. The proposed new taxonomy comprises the first step in developing a comprehensive and clinically useful method for characterizing the alcohol consuming population.
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Affiliation(s)
- R E Tarter
- Department of Psychiatry, University of Pittsburgh Medical School, PA 15213
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