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Kinstler E, Gorelik AJ, Paul SE, Aggarwal A, Johnson EC, Cyders MA, Agrawal A, Bogdan R, Miller AP. Genetic influences for distinct impulsivity domains are differentially associated with early substance use initiation: Results from the ABCD Study. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2025:2025.04.14.25325687. [PMID: 40321268 PMCID: PMC12047936 DOI: 10.1101/2025.04.14.25325687] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 05/11/2025]
Abstract
Background Impulsivity is among the strongest correlates of substance involvement and its distinct domains (e.g., sensation seeking, urgency) are differentially correlated, phenotypically and genetically, with unique substance involvement stages. Understanding whether polygenic influences for distinct impulsivity domains are differentially predictive of early substance use initiation, a major risk factor for later problematic use, will improve our understanding of the role of impulsivity in addiction etiology. Methods Data collected from participants (n=4,808) of genetically-inferred European ancestry enrolled in the Adolescent Brain Cognitive Development StudySM were used to estimate associations between polygenic scores (PGS) for UPPS-P impulsivity domains (i.e., sensation seeking, lack of premeditation/perseverance, and negative/positive urgency) and substance (i.e., any, alcohol, nicotine, cannabis) use initiation before age 15. Mediation models examined whether child impulsivity (ages 9-11) mediated links between PGSs and substance use initiation. Results Sensation seeking PGS was significantly associated with any substance and alcohol use initiation (ORs>1.10, psFDR<0.006). Lack of perseverance and urgency (negative/positive) PGSs were nominally associated with alcohol and nicotine use initiation, respectively (ORs>1.06, ps<0.05, psFDR>0.05). No significant associations were observed for lack of premeditation PGS or cannabis use initiation. Measured impulsivity domains accounted for 5-9% of associations between UPPS-P PGSs and substance use initiation. Conclusions Genetic influences for distinct impulsivity domains have differential associations with early substance use initiation with sensation seeking showing the most robust associations. Evaluating genetic influences for distinct impulsivity domains can yield valuable etiologic insight into the earliest stages of substance involvement that may be missed when adopting broad impulsivity definitions.
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Affiliation(s)
- Ethan Kinstler
- Department of Psychological & Brain Sciences, Washington University in Saint Louis, St. Louis, MO
| | - Aaron J. Gorelik
- Department of Psychological & Brain Sciences, Washington University in Saint Louis, St. Louis, MO
| | - Sarah E. Paul
- Department of Psychological & Brain Sciences, Washington University in Saint Louis, St. Louis, MO
| | - Adamya Aggarwal
- Department of Psychological & Brain Sciences, Washington University in Saint Louis, St. Louis, MO
| | - Emma C. Johnson
- Department of Psychiatry, Washington University School of Medicine, St. Louis, MO
| | - Melissa A. Cyders
- Department of Psychology, Indiana University Indianapolis, Indianapolis, IN
| | - Arpana Agrawal
- Department of Psychiatry, Washington University School of Medicine, St. Louis, MO
| | - Ryan Bogdan
- Department of Psychological & Brain Sciences, Washington University in Saint Louis, St. Louis, MO
| | - Alex P. Miller
- Department of Psychiatry, Indiana University School of Medicine, Indianapolis, IN
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Vilar-Ribó L, Hatoum AS, Grotzinger AD, Mallard TT, Elson S, Fontanillas P, Palmer AA, Gustavson DE, Sanchez-Roige S. Impulsivity facets and substance use involvement: insights from genomic structural equation modeling. Psychol Med 2025; 55:e51. [PMID: 39957498 PMCID: PMC12039315 DOI: 10.1017/s0033291725000145] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/07/2024] [Revised: 12/20/2024] [Accepted: 01/02/2025] [Indexed: 02/18/2025]
Abstract
BACKGROUND Impulsivity is a multidimensional trait associated with substance use disorders (SUDs), but the relationship between distinct impulsivity facets and stages of substance use involvement remains unclear. METHODS We used genomic structural equation modeling and genome-wide association studies (N = 79,729-903,147) to examine the latent genetic architecture of nine impulsivity traits and seven substance use (SU) and SUD traits. RESULTS We found that the SU and SUD factors were strongly genetically inter-correlated (rG=0.77) but their associations with impulsivity facets differed. Lack of premeditation, negative and positive urgency were equally positively genetically correlated with both the SU (rG=.0.30-0.50) and SUD (rG=0.38-0.46) factors; sensation seeking was more strongly genetically correlated with the SU factor (rG=0.27 versus rG=0.10); delay discounting was more strongly genetically correlated with the SUD factor (rG=0.31 versus rG=0.21); and lack of perseverance was only weakly genetically correlated with the SU factor (rG=0.10). After controlling for the genetic correlation between SU/SUD, we found that lack of premeditation was independently genetically associated with both the SU (β=0.42) and SUD factors (β=0.21); sensation seeking and positive urgency were independently genetically associated with the SU factor (β=0.48, β=0.33, respectively); and negative urgency and delay discounting were independently genetically associated with the SUD factor (β=0.33, β=0.36, respectively). CONCLUSIONS Our findings show that specific impulsivity facets confer risk for distinct stages of substance use involvement, with potential implications for SUDs prevention and treatment.
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Affiliation(s)
- Laura Vilar-Ribó
- Department of Psychiatry, University of California San Diego, La Jolla, CA, USA
| | - Alexander S. Hatoum
- Department of Psychiatry, Washington University School of Medicine, St. Louis, MO, USA
| | - Andrew D. Grotzinger
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, CO, USA
- Department of Psychology and Neuroscience, University of Colorado Boulder, Boulder, CO, USA
| | - Travis T. Mallard
- Psychiatric and Neurodevelopmental Genetics Unit, Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA
| | | | | | | | - Abraham A. Palmer
- Department of Psychiatry, University of California San Diego, La Jolla, CA, USA
- Institute for Genomic Medicine, University of California San Diego, La Jolla, CA, USA
| | - Daniel E. Gustavson
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, CO, USA
- Department of Psychology and Neuroscience, University of Colorado Boulder, Boulder, CO, USA
| | - Sandra Sanchez-Roige
- Department of Psychiatry, University of California San Diego, La Jolla, CA, USA
- Institute for Genomic Medicine, University of California San Diego, La Jolla, CA, USA
- Division of Genetic Medicine, Department of Medicine, Vanderbilt University, Nashville, TN, USA
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Cardoso Melo D, Trindade Pons V, Mallard TT, Sanchez-Roige S, Palmer AA, Xie T, Snieder H, Hartman CA. Genomic structural equation modeling of reward-related traits: exploring the genetic factor structure and its relationship with psychopathology. Psychiatry Res 2025; 344:116335. [PMID: 39721098 DOI: 10.1016/j.psychres.2024.116335] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/05/2024] [Revised: 12/06/2024] [Accepted: 12/17/2024] [Indexed: 12/28/2024]
Abstract
Reward sensitivity has a partial genetic background, and extreme levels may increase vulnerability to psychopathology. This study explores the genetic factor structure underlying reward-related traits and examines how genetic variance links to psychopathology. We modeled GWAS data from ten reward-related traits: risk tolerance (N = 975,353), extraversion (N = 122,886), sensation seeking (N = 132,395), (lack of) premeditation (N = 132,667), (lack of) perseverance (N = 133,517), positive urgency (N = 132,132), negative urgency (N = 132,559), attentional impulsivity (N = 124,739), motor impulsivity (N = 124,104), and nonplanning impulsivity (N = 123,509) to derive their genetic factor structure. A GWAS on this structure was performed, and polygenic scores (PGS) were generated to test associations with problems related to attention, hyperactivity, autism, aggression, mood, anxiety, alcohol use, smoking, and drug use problems in up to 78,000 individuals from the Dutch Lifelines Study. A two-factor model fit best - "reward interest" (openness to rewards) and "impulsivity" (pursuit of rewards with little consideration of consequences). The reward interest PGS was positively associated with hyperactivity, alcohol, smoking, and drug use, and negatively with autism spectrum problems. The impulsivity PGS was positively associated with all studied psychopathology. These findings demonstrate the feasibility of using related traits to investigate the dimensionality of reward sensitivity and how distinct aspects may be linked to different psychopathology domains.
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Affiliation(s)
- Dener Cardoso Melo
- Interdisciplinary Center Psychopathology and Emotion Regulation, Department of Psychiatry, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands.
| | - Victória Trindade Pons
- Interdisciplinary Center Psychopathology and Emotion Regulation, Department of Psychiatry, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
| | - Travis T Mallard
- Center for Precision Psychiatry, Department of Psychiatry, Massachusetts General Hospital, Boston, MA, USA; Department of Psychiatry, Harvard Medical School, Boston, MA, USA; Broad Institute of MIT and Harvard, Boston, MA, USA
| | - Sandra Sanchez-Roige
- Department of Psychiatry, University of California San Diego, San Diego, CA, USA; Institute for Genomic Medicine, University of California San Diego, San Diego, CA, USA; Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Abraham A Palmer
- Department of Psychiatry, University of California San Diego, San Diego, CA, USA; Institute for Genomic Medicine, University of California San Diego, San Diego, CA, USA
| | - Tian Xie
- Interdisciplinary Center Psychopathology and Emotion Regulation, Department of Psychiatry, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
| | - Harold Snieder
- Department of Epidemiology, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
| | - Catharina A Hartman
- Interdisciplinary Center Psychopathology and Emotion Regulation, Department of Psychiatry, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
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Miller AP, Baranger DAA, Paul SE, Garavan H, Mackey S, Tapert SF, LeBlanc KH, Agrawal A, Bogdan R. Neuroanatomical Variability and Substance Use Initiation in Late Childhood and Early Adolescence. JAMA Netw Open 2024; 7:e2452027. [PMID: 39786408 PMCID: PMC11686416 DOI: 10.1001/jamanetworkopen.2024.52027] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/08/2024] [Accepted: 10/19/2024] [Indexed: 01/12/2025] Open
Abstract
Importance The extent to which neuroanatomical variability associated with early substance involvement, which is associated with subsequent risk for substance use disorder development, reflects preexisting risk and/or consequences of substance exposure remains poorly understood. Objective To examine neuroanatomical features associated with early substance use initiation and to what extent associations may reflect preexisting vulnerability. Design, Setting, and Participants Cohort study using data from baseline through 3-year follow-up assessments of the ongoing longitudinal Adolescent Brain Cognitive Development Study. Children aged 9 to 11 years at baseline were recruited from 22 sites across the US between June 1, 2016, and October 15, 2018. Data were analyzed from February to September 2024. Exposures Substance use initiation through 3-year follow-up (ie, age <15 years). Main Outcomes and Measures Self-reported alcohol, nicotine, cannabis, and other substance use initiation and baseline magnetic resonance imaging (MRI)-derived estimates of brain structure (ie, global and regional cortical volume, thickness, surface area, sulcal depth, and subcortical volume). Covariates included family (eg, familial relationships), pregnancy (eg, prenatal exposure to substances), child (eg, sex and pubertal status), and MRI (eg, scanner model) variables. Results Among 9804 children (mean [SD] baseline age, 9.9 [0.6] years; 5160 boys [52.6%]; 213 Asian [2.2%], 1474 Black [15.0%], 514 Hispanic/Latino [5.2%], 29 American Indian [0.3%], 10 Pacific Islander [0.1%], 7463 White [76.1%], and 75 other [0.7%]) with nonmissing baseline neuroimaging and covariate data, 3460 (35.3%) reported substance use initiation before age 15. Initiation of any substance or alcohol use was associated with thinner cortex in prefrontal regions (eg, rostral middle frontal gyrus, β = -0.03; 95% CI, -0.02 to -0.05; P = 6.99 × 10-6) but thicker cortex in all other lobes, larger globus pallidus and hippocampal volumes, as well as greater global indices of brain structure (eg, larger whole brain volume, β = 0.05; 95% CI, 0.03 to 0.06; P = 2.80 × 10-8) following Bonferroni or false discovery rate multiple testing correction. Cannabis use initiation was associated with lower right caudate volume (β = -0.03; 95% CI, -0.01 to -0.05; P = .002). Post hoc examinations restricting to postbaseline initiation suggested that the majority of associations, including thinner prefrontal cortex and greater whole brain volume, preceded initiation. Conclusions and Relevance In this cohort study of children, preexisting neuroanatomical variability was associated with substance use initiation. In addition to putative neurotoxic effects of substance exposure, brain structure variability may reflect predispositional risk for initiating substance use earlier in life with potential cascading implications for development of later problems.
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Affiliation(s)
- Alex P. Miller
- Department of Psychiatry, Indiana University School of Medicine, Indianapolis
| | - David A. A. Baranger
- Department of Psychological and Brain Sciences, Washington University in St Louis, Missouri
| | - Sarah E. Paul
- Department of Psychological and Brain Sciences, Washington University in St Louis, Missouri
| | - Hugh Garavan
- Department of Psychiatry, University of Vermont Larner College of Medicine, Burlington
| | - Scott Mackey
- Department of Psychiatry, University of Vermont Larner College of Medicine, Burlington
| | - Susan F. Tapert
- Department of Psychiatry, University of California, San Diego
| | - Kimberly H. LeBlanc
- Division of Extramural Research, National Institute on Drug Abuse, Bethesda, Maryland
| | - Arpana Agrawal
- Department of Psychiatry, Washington University in St Louis School of Medicine, St Louis, Missouri
| | - Ryan Bogdan
- Department of Psychological and Brain Sciences, Washington University in St Louis, Missouri
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Miller AP, Spychala KM, Slutske WS, Fromme K, Gizer IR. Binge drinking trajectories across adolescence and early adulthood: Associations with genetic influences for dual-systems impulsive personality traits, alcohol consumption, and alcohol use disorder. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2024:2024.10.15.24315471. [PMID: 39484268 PMCID: PMC11527070 DOI: 10.1101/2024.10.15.24315471] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 11/03/2024]
Abstract
Binge drinking is a relatively common pattern of alcohol use among youth with normative frequency trajectories peaking in emerging and early adulthood. Frequent binge drinking is a critical risk factor for not only the development of alcohol use disorders (AUDs) but also increased odds of alcohol-related injury and death, and thus constitutes a significant public health concern. Changes in binge drinking across development are strongly associated with changes in impulsive personality traits (IPTs) which have been hypothesized as intermediate phenotypes associated with genetic risk for heavy alcohol use and AUD. The current study sought to examine the extent to which longitudinal changes in binge drinking and intoxication frequency across adolescence and early adulthood are associated with genetic influences underlying dual-systems IPTs (i.e., top-down [lack of self-control] and bottom-up [sensation seeking and urgency] constructs) alongside genetic risk for alcohol consumption and AUD. Associations were tested using conditional latent growth curve polygenic score (PGS) models in three independent longitudinal samples (N=10,554). Results suggested consistent significant and independent associations across all samples between sensation seeking PGSs and model intercepts (i.e., higher frequency of binge drinking at first measurement occasion) and alcohol consumption PGSs and model slopes (i.e., steeper increases toward peak binge drinking frequency). Urgency PGSs were not significantly associated with changes in binge drinking or intoxication frequency. Collectively, these findings highlight the role of unique but correlated IPT and alcohol-specific genetic factors in the emergence and escalation of binge drinking during adolescence and early adulthood.
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Affiliation(s)
- Alex P. Miller
- Department of Psychiatry, Indiana University School of Medicine, Indianapolis, IN, United States
| | - Kellyn M. Spychala
- Department of Psychological Sciences, University of Missouri, Columbia, MO, United States
| | - Wendy S. Slutske
- Center for Tobacco Research and Intervention, Department of Family Medicine and Community Health, University of Wisconsin School of Medicine and Public Health, Madison, WI, United States
| | - Kim Fromme
- Department of Psychology, University of Texas, Austin, TX, United States
| | - Ian R. Gizer
- Department of Psychological Sciences, University of Missouri, Columbia, MO, United States
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Kim Y, Lane SP, Miller AP, Wilhelmsen KC, Gizer IR. Genetic Risk for Alcohol Use Disorder in Relation to Individual Symptom Criteria: Do Polygenic Indices Provide Unique Information for Understanding Severity and Heterogeneity? MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2024:2024.09.20.24313762. [PMID: 39399010 PMCID: PMC11469397 DOI: 10.1101/2024.09.20.24313762] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 10/15/2024]
Abstract
Alcohol Use Disorder (AUD) is a heterogenous category with many unique configurations of symptoms. Previous investigations of AUD heterogeneity using molecular genetics methods studied the association between genetic liability and individual AUD symptoms at the latent level or focusing on a small number of genetic variants. Notably, these studies did not investigate potential severity differences between symptoms in their genetic analyses. Therefore, the current study aimed to examine the genetic risk for individual AUD symptom criteria by using a polygenic risk score (PRS) approach to assess the relative severity of each AUD symptom and test for associates with AUD symptoms above and beyond a unidimensional AUD construct. An AUD PRS was created using summary statistics obtained from published genome-wide association studies (GWAS), and Multiple Indicators Multiple Causes (MIMIC) models were employed to examine the effect of the PRS on overall AUD severity as well as on individual symptoms after accounting for this overall effect. The phenotypic severity of AUD symptoms was highly correlated with the genetic severity of AUD symptoms (r = 0.78). Results of MIMIC models indicated that the AUD PRS significantly predicted the AUD factor. Regression paths testing the unique, direct effects of the PRS on individual AUD symptoms, independent of the latent AUD factor, were not significant. These results imply that PRSs derived from GWAS of AUD influence symptom expression through a single genetic factor that is highly correlated with the relative severity of individual symptoms when measured at the phenotypic level. Item-level GWAS of AUD symptoms are needed to further parse heterogeneous symptom expression and allow for more nuanced tests of these conclusions.
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Affiliation(s)
- Yongguk Kim
- Department of Psychological Sciences, University of Missouri-Columbia
| | - Sean P. Lane
- Department of Psychological Sciences, University of Missouri-Columbia
| | - Alex P. Miller
- Department of Psychiatry, Indiana University School of Medicine
| | - Kirk C. Wilhelmsen
- Rockefeller Neuroscience Institute, West Virginia University
- Department of Neurology, West Virginia University
| | - Ian R. Gizer
- Department of Psychological Sciences, University of Missouri-Columbia
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Miller AP, Baranger DAA, Paul SE, Garavan H, Mackey S, Tapert SF, LeBlanc KH, Agrawal A, Bogdan R. Neuroanatomical variability associated with early substance use initiation: Results from the ABCD Study. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2024:2024.03.06.24303876. [PMID: 38496425 PMCID: PMC10942495 DOI: 10.1101/2024.03.06.24303876] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 03/19/2024]
Abstract
The extent to which neuroanatomical variability associated with substance involvement reflects pre-existing risk and/or consequences of substance exposure remains poorly understood. In the Adolescent Brain Cognitive DevelopmentSM (ABCD®) Study, we identify associations between global and regional differences in brain structure and early substance use initiation (i.e., occurring <15 years of age; nsanalytic=6,556-9,804), with evidence that associations precede initiation. Neurodevelopmental variability in brain structure may confer risk for substance involvement.
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Affiliation(s)
- Alex P. Miller
- Department of Psychiatry, School of Medicine, Washington University in St. Louis, St. Louis, MO, United States
| | - David A. A. Baranger
- Department of Psychological and Brain Sciences, Washington University in St. Louis, St. Louis, MO, United States
| | - Sarah E. Paul
- Department of Psychological and Brain Sciences, Washington University in St. Louis, St. Louis, MO, United States
| | - Hugh Garavan
- Department of Psychiatry, University of Vermont Lamer College of Medicine, Burlington, VT, United States
| | - Scott Mackey
- Department of Psychiatry, University of Vermont Lamer College of Medicine, Burlington, VT, United States
| | - Susan F. Tapert
- Department of Psychiatry, University of California San Diego, San Diego, CA, United States
| | - Kimberly H. LeBlanc
- Division of Extramural Research, National Institute on Drug Abuse, Bethesda, MA, United States
| | - Arpana Agrawal
- Department of Psychiatry, School of Medicine, Washington University in St. Louis, St. Louis, MO, United States
| | - Ryan Bogdan
- Department of Psychological and Brain Sciences, Washington University in St. Louis, St. Louis, MO, United States
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