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Evans LM, Johnson EC, Melroy-Greif WE, Hewitt JK, Hoeffer CA, Keller MC, Saba LM, Stitzel JA, Ehringer MA. The Role of A Priori-Identified Addiction and Smoking Gene Sets in Smoking Behaviors. Nicotine Tob Res 2020; 22:1310-1315. [PMID: 31930296 DOI: 10.1093/ntr/ntaa006] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/11/2019] [Accepted: 01/09/2020] [Indexed: 12/11/2022]
Abstract
INTRODUCTION Smoking is a leading cause of death, and genetic variation contributes to smoking behaviors. Identifying genes and sets of genes that contribute to risk for addiction is necessary to prioritize targets for functional characterization and for personalized medicine. METHODS We performed a gene set-based association and heritable enrichment study of two addiction-related gene sets, those on the Smokescreen Genotyping Array and the nicotinic acetylcholine receptors, using the largest available GWAS summary statistics. We assessed smoking initiation, cigarettes per day, smoking cessation, and age of smoking initiation. RESULTS Individual genes within each gene set were significantly associated with smoking behaviors. Both sets of genes were significantly associated with cigarettes per day, smoking initiation, and smoking cessation. Age of initiation was only associated with the Smokescreen gene set. Although both sets of genes were enriched for trait heritability, each accounts for only a small proportion of the single nucleotide polymorphism-based heritability (2%-12%). CONCLUSIONS These two gene sets are associated with smoking behaviors, but collectively account for a limited amount of the genetic and phenotypic variation of these complex traits, consistent with high polygenicity. IMPLICATIONS We evaluated evidence for the association and heritable contribution of expert-curated and bioinformatically identified sets of genes related to smoking. Although they impact smoking behaviors, these specifically targeted genes do not account for much of the heritability in smoking and will be of limited use for predictive purposes. Advanced genome-wide approaches and integration of other 'omics data will be needed to fully account for the genetic variation in smoking phenotypes.
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Affiliation(s)
- Luke M Evans
- Institute for Behavioral Genetics, University of Colorado, Boulder, CO.,Department of Ecology and Evolutionary Biology, University of Colorado, Boulder, CO
| | - Emma C Johnson
- Department of Psychiatry, Washington University School of Medicine, St. Louis, MO
| | | | - John K Hewitt
- Institute for Behavioral Genetics, University of Colorado, Boulder, CO.,Department of Psychology and Neuroscience, University of Colorado, Boulder, CO
| | - Charles A Hoeffer
- Institute for Behavioral Genetics, University of Colorado, Boulder, CO.,Department of Integrative Physiology, University of Colorado, Boulder, CO
| | - Matthew C Keller
- Institute for Behavioral Genetics, University of Colorado, Boulder, CO.,Department of Psychology and Neuroscience, University of Colorado, Boulder, CO
| | - Laura M Saba
- Department of Pharmaceutical Sciences, University of Colorado, Anschutz Medical Campus, Aurora, CO
| | - Jerry A Stitzel
- Institute for Behavioral Genetics, University of Colorado, Boulder, CO.,Department of Integrative Physiology, University of Colorado, Boulder, CO
| | - Marissa A Ehringer
- Institute for Behavioral Genetics, University of Colorado, Boulder, CO.,Department of Integrative Physiology, University of Colorado, Boulder, CO
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Arcos-Burgos M, Vélez JI, Martinez AF, Ribasés M, Ramos-Quiroga JA, Sánchez-Mora C, Richarte V, Roncero C, Cormand B, Fernández-Castillo N, Casas M, Lopera F, Pineda DA, Palacio JD, Acosta-López JE, Cervantes-Henriquez ML, Sánchez-Rojas MG, Puentes-Rozo PJ, Molina BSG, Boden MT, Wallis D, Lidbury B, Newman S, Easteal S, Swanson J, Patel H, Volkow N, Acosta MT, Castellanos FX, de Leon J, Mastronardi CA, Muenke M. ADGRL3 (LPHN3) variants predict substance use disorder. Transl Psychiatry 2019; 9:42. [PMID: 30696812 PMCID: PMC6351584 DOI: 10.1038/s41398-019-0396-7] [Citation(s) in RCA: 23] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/15/2017] [Revised: 12/18/2018] [Accepted: 01/02/2019] [Indexed: 12/02/2022] Open
Abstract
Genetic factors are strongly implicated in the susceptibility to develop externalizing syndromes such as attention-deficit/hyperactivity disorder (ADHD), oppositional defiant disorder, conduct disorder, and substance use disorder (SUD). Variants in the ADGRL3 (LPHN3) gene predispose to ADHD and predict ADHD severity, disruptive behaviors comorbidity, long-term outcome, and response to treatment. In this study, we investigated whether variants within ADGRL3 are associated with SUD, a disorder that is frequently co-morbid with ADHD. Using family-based, case-control, and longitudinal samples from disparate regions of the world (n = 2698), recruited either for clinical, genetic epidemiological or pharmacogenomic studies of ADHD, we assembled recursive-partitioning frameworks (classification tree analyses) with clinical, demographic, and ADGRL3 genetic information to predict SUD susceptibility. Our results indicate that SUD can be efficiently and robustly predicted in ADHD participants. The genetic models used remained highly efficient in predicting SUD in a large sample of individuals with severe SUD from a psychiatric institution that were not ascertained on the basis of ADHD diagnosis, thus identifying ADGRL3 as a risk gene for SUD. Recursive-partitioning analyses revealed that rs4860437 was the predominant predictive variant. This new methodological approach offers novel insights into higher order predictive interactions and offers a unique opportunity for translational application in the clinical assessment of patients at high risk for SUD.
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Affiliation(s)
- Mauricio Arcos-Burgos
- Medical Genetics Branch, National Human Genome Research Institute, National Institutes of Health, Bethesda, MD, USA.
- INPAC Research Group, Fundación Universitaria Sanitas, Bogotá, Colombia.
- Instituto de Investigaciones Médicas (IIM), Facultad de Medicina, Universidad de Antioquia, Medellín, Colombia.
| | - Jorge I Vélez
- Medical Genetics Branch, National Human Genome Research Institute, National Institutes of Health, Bethesda, MD, USA
- Universidad del Norte, Barranquilla, Colombia
| | - Ariel F Martinez
- Medical Genetics Branch, National Human Genome Research Institute, National Institutes of Health, Bethesda, MD, USA
| | - Marta Ribasés
- Psychiatric Genetics Unit, Group of Psychiatry, Mental Health and Addiction, Vall d'Hebron Research Institute (VHIR), Universitat Autònoma de Barcelona, Barcelona, Spain
- Department of Psychiatry, Hospital Universitari Vall d'Hebron, Barcelona, Spain
- Biomedical Network Research Centre on Mental Health (CIBERSAM), Barcelona, Spain
| | - Josep A Ramos-Quiroga
- Psychiatric Genetics Unit, Group of Psychiatry, Mental Health and Addiction, Vall d'Hebron Research Institute (VHIR), Universitat Autònoma de Barcelona, Barcelona, Spain
- Department of Psychiatry, Hospital Universitari Vall d'Hebron, Barcelona, Spain
- Biomedical Network Research Centre on Mental Health (CIBERSAM), Barcelona, Spain
- Department of Psychiatry and Legal Medicine, Universitat Autònoma de Barcelona, Barcelona, Spain
| | - Cristina Sánchez-Mora
- Psychiatric Genetics Unit, Group of Psychiatry, Mental Health and Addiction, Vall d'Hebron Research Institute (VHIR), Universitat Autònoma de Barcelona, Barcelona, Spain
- Department of Psychiatry, Hospital Universitari Vall d'Hebron, Barcelona, Spain
- Biomedical Network Research Centre on Mental Health (CIBERSAM), Barcelona, Spain
| | - Vanesa Richarte
- Department of Psychiatry, Hospital Universitari Vall d'Hebron, Barcelona, Spain
- Biomedical Network Research Centre on Mental Health (CIBERSAM), Barcelona, Spain
- Department of Psychiatry and Legal Medicine, Universitat Autònoma de Barcelona, Barcelona, Spain
| | - Carlos Roncero
- Department of Psychiatry, Hospital Universitari Vall d'Hebron, Barcelona, Spain
- Biomedical Network Research Centre on Mental Health (CIBERSAM), Barcelona, Spain
- Department of Psychiatry and Legal Medicine, Universitat Autònoma de Barcelona, Barcelona, Spain
- Addiction and Dual Diagnosis Unit, Departament of Psychiatry, Hospital Universitari Vall d'Hebron-Public Health Agency, Barcelona, Spain
| | - Bru Cormand
- Department of Genetics, Microbiology and Statistics, University of Barcelona, Barcelona, CAT, Spain
- Centro de Investigación Biomédica en Red de Enfermedades Raras (CIBERER), Instituto de Salud Carlos III, Madrid, Spain
- Institut de Biomedicina de la Universitat de Barcelona (IBUB), Barcelona, CAT, Spain
- Institut de Recerca Sant Joan de Déu (IRSJD), Esplugues, CAT, Spain
| | - Noelia Fernández-Castillo
- Department of Genetics, Microbiology and Statistics, University of Barcelona, Barcelona, CAT, Spain
- Centro de Investigación Biomédica en Red de Enfermedades Raras (CIBERER), Instituto de Salud Carlos III, Madrid, Spain
- Institut de Biomedicina de la Universitat de Barcelona (IBUB), Barcelona, CAT, Spain
- Institut de Recerca Sant Joan de Déu (IRSJD), Esplugues, CAT, Spain
| | - Miguel Casas
- Psychiatric Genetics Unit, Group of Psychiatry, Mental Health and Addiction, Vall d'Hebron Research Institute (VHIR), Universitat Autònoma de Barcelona, Barcelona, Spain
- Department of Psychiatry, Hospital Universitari Vall d'Hebron, Barcelona, Spain
- Biomedical Network Research Centre on Mental Health (CIBERSAM), Barcelona, Spain
- Department of Psychiatry and Legal Medicine, Universitat Autònoma de Barcelona, Barcelona, Spain
| | - Francisco Lopera
- Neuroscience Research Group, Universidad de Antioquia, Medellín, Colombia
| | - David A Pineda
- Neuroscience Research Group, Universidad de Antioquia, Medellín, Colombia
| | - Juan D Palacio
- Neuroscience Research Group, Universidad de Antioquia, Medellín, Colombia
| | - Johan E Acosta-López
- Grupo de Neurociencias del Caribe, Unidad de Neurociencias Cognitivas, Universidad Simón Bolívar, Barranquilla, Colombia
| | - Martha L Cervantes-Henriquez
- Universidad del Norte, Barranquilla, Colombia
- Grupo de Neurociencias del Caribe, Unidad de Neurociencias Cognitivas, Universidad Simón Bolívar, Barranquilla, Colombia
| | - Manuel G Sánchez-Rojas
- Grupo de Neurociencias del Caribe, Unidad de Neurociencias Cognitivas, Universidad Simón Bolívar, Barranquilla, Colombia
| | - Pedro J Puentes-Rozo
- Grupo de Neurociencias del Caribe, Unidad de Neurociencias Cognitivas, Universidad Simón Bolívar, Barranquilla, Colombia
- Grupo de Neurociencias del Caribe, Universidad del Atlántico, Barranquilla, Colombia
| | - Brooke S G Molina
- Departments of Psychiatry and Psychology, University of Pittsburg, Pittsburg, PA, USA
| | - Margaret T Boden
- University of Kentucky Mental Health Research Center at Eastern State Hospital, Lexington, KY, USA
| | - Deeann Wallis
- Department of Biochemistry and Biophysics, Texas A&M University, College Station, TX, USA
| | - Brett Lidbury
- National Center for Indigenous Genomics, Genome Biology Department, John Curtin School of Medical Research, ANU College of Medicine, Biology and Environment, The Australian National University, Canberra, ACT, Australia
| | - Saul Newman
- National Center for Indigenous Genomics, Genome Biology Department, John Curtin School of Medical Research, ANU College of Medicine, Biology and Environment, The Australian National University, Canberra, ACT, Australia
| | - Simon Easteal
- National Center for Indigenous Genomics, Genome Biology Department, John Curtin School of Medical Research, ANU College of Medicine, Biology and Environment, The Australian National University, Canberra, ACT, Australia
| | - James Swanson
- Department of Psychiatry, Florida International University, Miami, FL, USA
- Child Development Center, University of California at Irvine, Irvine, CA, USA
| | - Hardip Patel
- Genome Discovery Unit, Genome Biology Department, John Curtin School of Medical Research, ANU College of Medicine, Biology and Environment, The Australian National University, Canberra, ACT, Australia
| | - Nora Volkow
- Office of the Director, National Institute on Drug Abuse, National Institutes of Health, Rockville, MD, USA
| | - Maria T Acosta
- Medical Genetics Branch, National Human Genome Research Institute, National Institutes of Health, Bethesda, MD, USA
| | - Francisco X Castellanos
- Department of Child and Adolescent Psychiatry, Hassenfeld Children's Hospital at NYU Langone, New York, NY, USA
- Nathan Kline Institute for Psychiatric Research, Orangeburg, NY, USA
| | - Jose de Leon
- University of Kentucky Mental Health Research Center at Eastern State Hospital, Lexington, KY, USA
| | - Claudio A Mastronardi
- INPAC Research Group, Fundación Universitaria Sanitas, Bogotá, Colombia
- Center for Research in Genetics and Genomics, Institute of Translational Medicine, School of Medicine and Health Sciences, Universidad del Rosario, Bogotá, Colombia
| | - Maximilian Muenke
- Medical Genetics Branch, National Human Genome Research Institute, National Institutes of Health, Bethesda, MD, USA.
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