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Abstract

Objective:

Increasingly large samples in genome-wide association studies (GWASs) for alcohol use behaviors (AUBs) have led to an influx of implicated genes, yet the clinical and functional understanding of these associations remains low, in part because most GWASs do not account for the complex and varied manifestations of AUBs. This study applied a multidimensional framework to investigate the latent genetic structure underlying heterogeneous dimensions of AUBs.

Methods:

Multimodal assessments (self-report, interview, electronic health records) were obtained from approximately 400,000 UK Biobank participants. GWAS was conducted for 18 distinct AUBs, including consumption, drinking patterns, alcohol problems, and clinical sequelae. Latent genetic factors were identified and carried forward to GWAS using genomic structural equation modeling, followed by functional annotation, genetic correlation, and enrichment analyses to interpret the genetic associations.

Results:

Four latent factors were identified: Problems, Consumption, BeerPref (declining alcohol consumption with a preference for drinking beer), and AtypicalPref (drinking fortified wine and spirits). The latent factors were moderately correlated (rg values, 0.12–0.57) and had distinct patterns of associations, with BeerPref in particular implicating many novel genomic regions. Patterns of regional and cell type–specific gene expression in the brain also differed between the latent factors.

Conclusions:

Deep phenotyping is an important next step to improve understanding of the genetic etiology of AUBs, in addition to increasing sample size. Further effort is required to uncover the genetic heterogeneity underlying AUBs using methods that account for their complex, multidimensional nature.

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Information & Authors

Information

Published In

Go to American Journal of Psychiatry
Go to American Journal of Psychiatry
American Journal of Psychiatry

History

Received: 26 December 2023
Revision received: 7 May 2024
Revision received: 14 June 2024
Accepted: 26 June 2024
Published online: 9 October 2024

Keywords

  1. Alcohol
  2. Substance-Related and Addictive Disorders
  3. Genetics/Genomics
  4. GWAS
  5. Genomic Structural Equation Modeling

Authors

Details

Jeanne E. Savage, Ph.D. [email protected]
Department of Complex Trait Genetics, Center for Neurogenomics and Cognitive Research, Vrije Universiteit Amsterdam (Savage, Phung, Posthuma); Department of Psychiatry and Behavioral Sciences, SUNY Downstate Health Sciences University, Brooklyn, New York (Barr, Meyers, Porjesz); VA New York Harbor Healthcare System, Brooklyn, New York (Barr, Meyers); Psychiatric and Neurodevelopmental Genetics Unit, Center for Genomic Medicine (Lee, Zhang, Ge, Smoller, Mallard), and Center for Precision Psychiatry (Ge, Smoller), Massachusetts General Hospital, Boston; Department of Psychiatry, Harvard Medical School, Boston (Lee, Ge, Smoller, Mallard); Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge (Lee, Zhang, Ge, Smoller, Mallard); Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston (Zhang); Department of Psychiatry, Washington University School of Medicine, St. Louis (McCutcheon); Department of Medicine, Division of Genetic Medicine, Vanderbilt University Medical Center, Nashville (Davis, Sanchez-Roige); Department of Child and Adolescent Psychology and Psychiatry, section Complex Trait Genetics, VU University Medical Center, Amsterdam (Posthuma); Department of Psychiatry and Institute for Genomic Medicine, University of California San Diego, La Jolla (Sanchez-Roige).
Peter B. Barr, Ph.D.
Department of Complex Trait Genetics, Center for Neurogenomics and Cognitive Research, Vrije Universiteit Amsterdam (Savage, Phung, Posthuma); Department of Psychiatry and Behavioral Sciences, SUNY Downstate Health Sciences University, Brooklyn, New York (Barr, Meyers, Porjesz); VA New York Harbor Healthcare System, Brooklyn, New York (Barr, Meyers); Psychiatric and Neurodevelopmental Genetics Unit, Center for Genomic Medicine (Lee, Zhang, Ge, Smoller, Mallard), and Center for Precision Psychiatry (Ge, Smoller), Massachusetts General Hospital, Boston; Department of Psychiatry, Harvard Medical School, Boston (Lee, Ge, Smoller, Mallard); Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge (Lee, Zhang, Ge, Smoller, Mallard); Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston (Zhang); Department of Psychiatry, Washington University School of Medicine, St. Louis (McCutcheon); Department of Medicine, Division of Genetic Medicine, Vanderbilt University Medical Center, Nashville (Davis, Sanchez-Roige); Department of Child and Adolescent Psychology and Psychiatry, section Complex Trait Genetics, VU University Medical Center, Amsterdam (Posthuma); Department of Psychiatry and Institute for Genomic Medicine, University of California San Diego, La Jolla (Sanchez-Roige).
Tanya Phung, Ph.D.
Department of Complex Trait Genetics, Center for Neurogenomics and Cognitive Research, Vrije Universiteit Amsterdam (Savage, Phung, Posthuma); Department of Psychiatry and Behavioral Sciences, SUNY Downstate Health Sciences University, Brooklyn, New York (Barr, Meyers, Porjesz); VA New York Harbor Healthcare System, Brooklyn, New York (Barr, Meyers); Psychiatric and Neurodevelopmental Genetics Unit, Center for Genomic Medicine (Lee, Zhang, Ge, Smoller, Mallard), and Center for Precision Psychiatry (Ge, Smoller), Massachusetts General Hospital, Boston; Department of Psychiatry, Harvard Medical School, Boston (Lee, Ge, Smoller, Mallard); Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge (Lee, Zhang, Ge, Smoller, Mallard); Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston (Zhang); Department of Psychiatry, Washington University School of Medicine, St. Louis (McCutcheon); Department of Medicine, Division of Genetic Medicine, Vanderbilt University Medical Center, Nashville (Davis, Sanchez-Roige); Department of Child and Adolescent Psychology and Psychiatry, section Complex Trait Genetics, VU University Medical Center, Amsterdam (Posthuma); Department of Psychiatry and Institute for Genomic Medicine, University of California San Diego, La Jolla (Sanchez-Roige).
Younga H. Lee, Ph.D.
Department of Complex Trait Genetics, Center for Neurogenomics and Cognitive Research, Vrije Universiteit Amsterdam (Savage, Phung, Posthuma); Department of Psychiatry and Behavioral Sciences, SUNY Downstate Health Sciences University, Brooklyn, New York (Barr, Meyers, Porjesz); VA New York Harbor Healthcare System, Brooklyn, New York (Barr, Meyers); Psychiatric and Neurodevelopmental Genetics Unit, Center for Genomic Medicine (Lee, Zhang, Ge, Smoller, Mallard), and Center for Precision Psychiatry (Ge, Smoller), Massachusetts General Hospital, Boston; Department of Psychiatry, Harvard Medical School, Boston (Lee, Ge, Smoller, Mallard); Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge (Lee, Zhang, Ge, Smoller, Mallard); Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston (Zhang); Department of Psychiatry, Washington University School of Medicine, St. Louis (McCutcheon); Department of Medicine, Division of Genetic Medicine, Vanderbilt University Medical Center, Nashville (Davis, Sanchez-Roige); Department of Child and Adolescent Psychology and Psychiatry, section Complex Trait Genetics, VU University Medical Center, Amsterdam (Posthuma); Department of Psychiatry and Institute for Genomic Medicine, University of California San Diego, La Jolla (Sanchez-Roige).
Yingzhe Zhang, Ph.D.
Department of Complex Trait Genetics, Center for Neurogenomics and Cognitive Research, Vrije Universiteit Amsterdam (Savage, Phung, Posthuma); Department of Psychiatry and Behavioral Sciences, SUNY Downstate Health Sciences University, Brooklyn, New York (Barr, Meyers, Porjesz); VA New York Harbor Healthcare System, Brooklyn, New York (Barr, Meyers); Psychiatric and Neurodevelopmental Genetics Unit, Center for Genomic Medicine (Lee, Zhang, Ge, Smoller, Mallard), and Center for Precision Psychiatry (Ge, Smoller), Massachusetts General Hospital, Boston; Department of Psychiatry, Harvard Medical School, Boston (Lee, Ge, Smoller, Mallard); Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge (Lee, Zhang, Ge, Smoller, Mallard); Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston (Zhang); Department of Psychiatry, Washington University School of Medicine, St. Louis (McCutcheon); Department of Medicine, Division of Genetic Medicine, Vanderbilt University Medical Center, Nashville (Davis, Sanchez-Roige); Department of Child and Adolescent Psychology and Psychiatry, section Complex Trait Genetics, VU University Medical Center, Amsterdam (Posthuma); Department of Psychiatry and Institute for Genomic Medicine, University of California San Diego, La Jolla (Sanchez-Roige).
Vivia V. McCutcheon, Ph.D.
Department of Complex Trait Genetics, Center for Neurogenomics and Cognitive Research, Vrije Universiteit Amsterdam (Savage, Phung, Posthuma); Department of Psychiatry and Behavioral Sciences, SUNY Downstate Health Sciences University, Brooklyn, New York (Barr, Meyers, Porjesz); VA New York Harbor Healthcare System, Brooklyn, New York (Barr, Meyers); Psychiatric and Neurodevelopmental Genetics Unit, Center for Genomic Medicine (Lee, Zhang, Ge, Smoller, Mallard), and Center for Precision Psychiatry (Ge, Smoller), Massachusetts General Hospital, Boston; Department of Psychiatry, Harvard Medical School, Boston (Lee, Ge, Smoller, Mallard); Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge (Lee, Zhang, Ge, Smoller, Mallard); Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston (Zhang); Department of Psychiatry, Washington University School of Medicine, St. Louis (McCutcheon); Department of Medicine, Division of Genetic Medicine, Vanderbilt University Medical Center, Nashville (Davis, Sanchez-Roige); Department of Child and Adolescent Psychology and Psychiatry, section Complex Trait Genetics, VU University Medical Center, Amsterdam (Posthuma); Department of Psychiatry and Institute for Genomic Medicine, University of California San Diego, La Jolla (Sanchez-Roige).
COGA Investigators
Department of Complex Trait Genetics, Center for Neurogenomics and Cognitive Research, Vrije Universiteit Amsterdam (Savage, Phung, Posthuma); Department of Psychiatry and Behavioral Sciences, SUNY Downstate Health Sciences University, Brooklyn, New York (Barr, Meyers, Porjesz); VA New York Harbor Healthcare System, Brooklyn, New York (Barr, Meyers); Psychiatric and Neurodevelopmental Genetics Unit, Center for Genomic Medicine (Lee, Zhang, Ge, Smoller, Mallard), and Center for Precision Psychiatry (Ge, Smoller), Massachusetts General Hospital, Boston; Department of Psychiatry, Harvard Medical School, Boston (Lee, Ge, Smoller, Mallard); Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge (Lee, Zhang, Ge, Smoller, Mallard); Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston (Zhang); Department of Psychiatry, Washington University School of Medicine, St. Louis (McCutcheon); Department of Medicine, Division of Genetic Medicine, Vanderbilt University Medical Center, Nashville (Davis, Sanchez-Roige); Department of Child and Adolescent Psychology and Psychiatry, section Complex Trait Genetics, VU University Medical Center, Amsterdam (Posthuma); Department of Psychiatry and Institute for Genomic Medicine, University of California San Diego, La Jolla (Sanchez-Roige).
Tian Ge, Ph.D.
Department of Complex Trait Genetics, Center for Neurogenomics and Cognitive Research, Vrije Universiteit Amsterdam (Savage, Phung, Posthuma); Department of Psychiatry and Behavioral Sciences, SUNY Downstate Health Sciences University, Brooklyn, New York (Barr, Meyers, Porjesz); VA New York Harbor Healthcare System, Brooklyn, New York (Barr, Meyers); Psychiatric and Neurodevelopmental Genetics Unit, Center for Genomic Medicine (Lee, Zhang, Ge, Smoller, Mallard), and Center for Precision Psychiatry (Ge, Smoller), Massachusetts General Hospital, Boston; Department of Psychiatry, Harvard Medical School, Boston (Lee, Ge, Smoller, Mallard); Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge (Lee, Zhang, Ge, Smoller, Mallard); Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston (Zhang); Department of Psychiatry, Washington University School of Medicine, St. Louis (McCutcheon); Department of Medicine, Division of Genetic Medicine, Vanderbilt University Medical Center, Nashville (Davis, Sanchez-Roige); Department of Child and Adolescent Psychology and Psychiatry, section Complex Trait Genetics, VU University Medical Center, Amsterdam (Posthuma); Department of Psychiatry and Institute for Genomic Medicine, University of California San Diego, La Jolla (Sanchez-Roige).
Jordan W. Smoller, M.D.
Department of Complex Trait Genetics, Center for Neurogenomics and Cognitive Research, Vrije Universiteit Amsterdam (Savage, Phung, Posthuma); Department of Psychiatry and Behavioral Sciences, SUNY Downstate Health Sciences University, Brooklyn, New York (Barr, Meyers, Porjesz); VA New York Harbor Healthcare System, Brooklyn, New York (Barr, Meyers); Psychiatric and Neurodevelopmental Genetics Unit, Center for Genomic Medicine (Lee, Zhang, Ge, Smoller, Mallard), and Center for Precision Psychiatry (Ge, Smoller), Massachusetts General Hospital, Boston; Department of Psychiatry, Harvard Medical School, Boston (Lee, Ge, Smoller, Mallard); Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge (Lee, Zhang, Ge, Smoller, Mallard); Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston (Zhang); Department of Psychiatry, Washington University School of Medicine, St. Louis (McCutcheon); Department of Medicine, Division of Genetic Medicine, Vanderbilt University Medical Center, Nashville (Davis, Sanchez-Roige); Department of Child and Adolescent Psychology and Psychiatry, section Complex Trait Genetics, VU University Medical Center, Amsterdam (Posthuma); Department of Psychiatry and Institute for Genomic Medicine, University of California San Diego, La Jolla (Sanchez-Roige).
Lea K. Davis, Ph.D.
Department of Complex Trait Genetics, Center for Neurogenomics and Cognitive Research, Vrije Universiteit Amsterdam (Savage, Phung, Posthuma); Department of Psychiatry and Behavioral Sciences, SUNY Downstate Health Sciences University, Brooklyn, New York (Barr, Meyers, Porjesz); VA New York Harbor Healthcare System, Brooklyn, New York (Barr, Meyers); Psychiatric and Neurodevelopmental Genetics Unit, Center for Genomic Medicine (Lee, Zhang, Ge, Smoller, Mallard), and Center for Precision Psychiatry (Ge, Smoller), Massachusetts General Hospital, Boston; Department of Psychiatry, Harvard Medical School, Boston (Lee, Ge, Smoller, Mallard); Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge (Lee, Zhang, Ge, Smoller, Mallard); Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston (Zhang); Department of Psychiatry, Washington University School of Medicine, St. Louis (McCutcheon); Department of Medicine, Division of Genetic Medicine, Vanderbilt University Medical Center, Nashville (Davis, Sanchez-Roige); Department of Child and Adolescent Psychology and Psychiatry, section Complex Trait Genetics, VU University Medical Center, Amsterdam (Posthuma); Department of Psychiatry and Institute for Genomic Medicine, University of California San Diego, La Jolla (Sanchez-Roige).
Jacquelyn Meyers, Ph.D.
Department of Complex Trait Genetics, Center for Neurogenomics and Cognitive Research, Vrije Universiteit Amsterdam (Savage, Phung, Posthuma); Department of Psychiatry and Behavioral Sciences, SUNY Downstate Health Sciences University, Brooklyn, New York (Barr, Meyers, Porjesz); VA New York Harbor Healthcare System, Brooklyn, New York (Barr, Meyers); Psychiatric and Neurodevelopmental Genetics Unit, Center for Genomic Medicine (Lee, Zhang, Ge, Smoller, Mallard), and Center for Precision Psychiatry (Ge, Smoller), Massachusetts General Hospital, Boston; Department of Psychiatry, Harvard Medical School, Boston (Lee, Ge, Smoller, Mallard); Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge (Lee, Zhang, Ge, Smoller, Mallard); Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston (Zhang); Department of Psychiatry, Washington University School of Medicine, St. Louis (McCutcheon); Department of Medicine, Division of Genetic Medicine, Vanderbilt University Medical Center, Nashville (Davis, Sanchez-Roige); Department of Child and Adolescent Psychology and Psychiatry, section Complex Trait Genetics, VU University Medical Center, Amsterdam (Posthuma); Department of Psychiatry and Institute for Genomic Medicine, University of California San Diego, La Jolla (Sanchez-Roige).
Bernice Porjesz, Ph.D.
Department of Complex Trait Genetics, Center for Neurogenomics and Cognitive Research, Vrije Universiteit Amsterdam (Savage, Phung, Posthuma); Department of Psychiatry and Behavioral Sciences, SUNY Downstate Health Sciences University, Brooklyn, New York (Barr, Meyers, Porjesz); VA New York Harbor Healthcare System, Brooklyn, New York (Barr, Meyers); Psychiatric and Neurodevelopmental Genetics Unit, Center for Genomic Medicine (Lee, Zhang, Ge, Smoller, Mallard), and Center for Precision Psychiatry (Ge, Smoller), Massachusetts General Hospital, Boston; Department of Psychiatry, Harvard Medical School, Boston (Lee, Ge, Smoller, Mallard); Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge (Lee, Zhang, Ge, Smoller, Mallard); Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston (Zhang); Department of Psychiatry, Washington University School of Medicine, St. Louis (McCutcheon); Department of Medicine, Division of Genetic Medicine, Vanderbilt University Medical Center, Nashville (Davis, Sanchez-Roige); Department of Child and Adolescent Psychology and Psychiatry, section Complex Trait Genetics, VU University Medical Center, Amsterdam (Posthuma); Department of Psychiatry and Institute for Genomic Medicine, University of California San Diego, La Jolla (Sanchez-Roige).
Danielle Posthuma, Ph.D.
Department of Complex Trait Genetics, Center for Neurogenomics and Cognitive Research, Vrije Universiteit Amsterdam (Savage, Phung, Posthuma); Department of Psychiatry and Behavioral Sciences, SUNY Downstate Health Sciences University, Brooklyn, New York (Barr, Meyers, Porjesz); VA New York Harbor Healthcare System, Brooklyn, New York (Barr, Meyers); Psychiatric and Neurodevelopmental Genetics Unit, Center for Genomic Medicine (Lee, Zhang, Ge, Smoller, Mallard), and Center for Precision Psychiatry (Ge, Smoller), Massachusetts General Hospital, Boston; Department of Psychiatry, Harvard Medical School, Boston (Lee, Ge, Smoller, Mallard); Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge (Lee, Zhang, Ge, Smoller, Mallard); Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston (Zhang); Department of Psychiatry, Washington University School of Medicine, St. Louis (McCutcheon); Department of Medicine, Division of Genetic Medicine, Vanderbilt University Medical Center, Nashville (Davis, Sanchez-Roige); Department of Child and Adolescent Psychology and Psychiatry, section Complex Trait Genetics, VU University Medical Center, Amsterdam (Posthuma); Department of Psychiatry and Institute for Genomic Medicine, University of California San Diego, La Jolla (Sanchez-Roige).
Travis T. Mallard, Ph.D.
Department of Complex Trait Genetics, Center for Neurogenomics and Cognitive Research, Vrije Universiteit Amsterdam (Savage, Phung, Posthuma); Department of Psychiatry and Behavioral Sciences, SUNY Downstate Health Sciences University, Brooklyn, New York (Barr, Meyers, Porjesz); VA New York Harbor Healthcare System, Brooklyn, New York (Barr, Meyers); Psychiatric and Neurodevelopmental Genetics Unit, Center for Genomic Medicine (Lee, Zhang, Ge, Smoller, Mallard), and Center for Precision Psychiatry (Ge, Smoller), Massachusetts General Hospital, Boston; Department of Psychiatry, Harvard Medical School, Boston (Lee, Ge, Smoller, Mallard); Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge (Lee, Zhang, Ge, Smoller, Mallard); Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston (Zhang); Department of Psychiatry, Washington University School of Medicine, St. Louis (McCutcheon); Department of Medicine, Division of Genetic Medicine, Vanderbilt University Medical Center, Nashville (Davis, Sanchez-Roige); Department of Child and Adolescent Psychology and Psychiatry, section Complex Trait Genetics, VU University Medical Center, Amsterdam (Posthuma); Department of Psychiatry and Institute for Genomic Medicine, University of California San Diego, La Jolla (Sanchez-Roige).
Sandra Sanchez-Roige, Ph.D.
Department of Complex Trait Genetics, Center for Neurogenomics and Cognitive Research, Vrije Universiteit Amsterdam (Savage, Phung, Posthuma); Department of Psychiatry and Behavioral Sciences, SUNY Downstate Health Sciences University, Brooklyn, New York (Barr, Meyers, Porjesz); VA New York Harbor Healthcare System, Brooklyn, New York (Barr, Meyers); Psychiatric and Neurodevelopmental Genetics Unit, Center for Genomic Medicine (Lee, Zhang, Ge, Smoller, Mallard), and Center for Precision Psychiatry (Ge, Smoller), Massachusetts General Hospital, Boston; Department of Psychiatry, Harvard Medical School, Boston (Lee, Ge, Smoller, Mallard); Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge (Lee, Zhang, Ge, Smoller, Mallard); Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston (Zhang); Department of Psychiatry, Washington University School of Medicine, St. Louis (McCutcheon); Department of Medicine, Division of Genetic Medicine, Vanderbilt University Medical Center, Nashville (Davis, Sanchez-Roige); Department of Child and Adolescent Psychology and Psychiatry, section Complex Trait Genetics, VU University Medical Center, Amsterdam (Posthuma); Department of Psychiatry and Institute for Genomic Medicine, University of California San Diego, La Jolla (Sanchez-Roige).

Notes

Send correspondence to Dr. Savage ([email protected]).

Funding Information

Dr. Smoller has served on advisory boards for the Leon Levy Foundation and Sensorium Therapeutics and has stock options in Sensorium Therapeutics; he has received grant support from Biogen, and he is principal investigator of a collaborative study sponsored by 23andMe, for which 23andMe provides analysis time as in-kind support. The other authors report no financial relationships with commercial interests.

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