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Zellers S, Alexander J, Ellingson JM, Schaefer JD, Corley RP, Iacono W, Hewitt JK, Hopfer CJ, McGue MK, Vrieze S. Limited psychological and social effects of lifetime cannabis use frequency: Evidence from a 30-year community study of 4,078 twins. J Psychopathol Clin Sci 2024; 133:115-128. [PMID: 38147055 PMCID: PMC10751959 DOI: 10.1037/abn0000867] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/27/2023]
Abstract
BACKGROUND Cannabis use is associated with outcomes like income, legal problems, and psychopathology. This finding rests largely on correlational research designs, which rely at best on statistical controls for confounding. Here, we control for unmeasured confounders using a longitudinal study of twins. METHOD In a sample of 4,078 American adult twins first assessed decades ago, we used cotwin control mixed effects models to evaluate the effect of lifetime average frequency of cannabis consumption measured on substance use, psychiatric, and psychosocial outcomes. RESULTS On average, participants had a lifetime cannabis frequency of about one to two times per month, across adolescence and adulthood. As expected, in individual-level analyses, cannabis use was significantly associated with almost all outcomes in the expected directions. However, when comparing each twin to their cotwin, which inherently controls for shared genes and environments, we observed within-pair differences consistent with possible causality in three of the 22 assessed outcomes: cannabis use disorder symptoms (βW-Pooled = .15, SE = .02, p = 1.7 × 10-22), frequency of tobacco use (βW-Pooled = .06, SE = .01, p = 1.2 × 10-5), and illicit drug involvement (βW-Pooled = .06, SE = .02, p = 1.2 × 10-4). Covariate specification curve analyses indicated that within-pair effects on tobacco and illicit drug use, but not cannabis use disorder, attenuated substantially when covarying for lifetime alcohol and tobacco use. CONCLUSIONS The cotwin control results suggest that more frequent cannabis use causes small increases in cannabis use disorder symptoms, approximately 1.3 symptoms when going from a once-a-year use to daily use. For other outcomes, our results are more consistent with familial confounding, at least in this community population of twins. (PsycInfo Database Record (c) 2023 APA, all rights reserved).
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Affiliation(s)
- Stephanie Zellers
- Department of Psychology, University of Minnesota
- Institute for Molecular Medicine Finland, University of Helsinki
| | | | - Jarrod M. Ellingson
- Department of Psychiatry, University of Colorado Anschutz Medical Campus
- Institute for Behavioral Genetics, University of Colorado Boulder
| | | | - Robin P. Corley
- Institute for Behavioral Genetics, University of Colorado Boulder
| | | | - John K. Hewitt
- Institute for Behavioral Genetics, University of Colorado Boulder
- Department of Psychology and Neuroscience, University of Colorado Boulder
| | - Christian J. Hopfer
- Department of Psychiatry, University of Colorado Anschutz Medical Campus
- Institute for Behavioral Genetics, University of Colorado Boulder
| | | | - Scott Vrieze
- Department of Psychology, University of Minnesota
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Ross JM, Karoly HC, Zellers SM, Ellingson JM, Corley RP, Iacono WG, Hewitt JK, McGue M, Vrieze S, Hopfer CJ. Addendum to "Evaluating substance use outcomes of recreational cannabis legalization using a unique co-twin control design". Am J Drug Alcohol Abuse 2023; 49:684. [PMID: 38014892 DOI: 10.1080/00952990.2023.2252573] [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] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/29/2023]
Abstract
An earlier version of this article was published in error. Our prior publication was missing reference to a prior study on this topic. Our prior research has not found an association between recreational cannabis legalization (RCL) and negative psychosocial and psychiatric outcomes. We reported significant associations between RCL with greater cannabis frequency and fewer alcohol use disorder symptoms. The current study expands on our previous research by using a cross-sectional design and different measures of problems from cannabis and alcohol use and including additional substance use variables. The current study found similar results to our previous research.
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Affiliation(s)
- J Megan Ross
- Department of Psychiatry, University of Colorado Anschutz Medical Campus
| | | | | | - Jarrod M Ellingson
- Department of Psychiatry, University of Colorado Anschutz Medical Campus
- Institute for Behavioral Genetics, University of Colorado Boulder
| | - Robin P Corley
- Institute for Behavioral Genetics, University of Colorado Boulder
| | | | - John K Hewitt
- Institute for Behavioral Genetics, University of Colorado Boulder
- Department of Psychology and Neuroscience, University of Colorado Boulder
| | - Matt McGue
- Department of Psychology, University of Minnesota
| | - Scott Vrieze
- Department of Psychology, University of Minnesota
| | - Christian J Hopfer
- Department of Psychiatry, University of Colorado Anschutz Medical Campus
- Institute for Behavioral Genetics, University of Colorado Boulder
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3
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Ross JM, Karoly HC, Zellers SM, Ellingson JM, Corley RP, Iacono WG, Hewitt JK, McGue M, Vrieze S, Hopfer CJ. Evaluating substance use outcomes of recreational cannabis legalization using a unique co-twin control design. Am J Drug Alcohol Abuse 2023; 49:630-639. [PMID: 37262386 PMCID: PMC10689567 DOI: 10.1080/00952990.2022.2163177] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/01/2022] [Revised: 11/28/2022] [Accepted: 12/17/2022] [Indexed: 06/03/2023]
Abstract
Background: As more states pass recreational cannabis legalization (RCL), we must understand how RCL affects substance use.Objectives: The current study aims to examine the effect of RCL on lifetime and past-year use of cannabis, alcohol, tobacco, and other drugs, frequency of cannabis, alcohol, and tobacco use, co-use of cannabis with alcohol and tobacco, and consequences from cannabis and alcohol use.Methods: We used a unique, co-twin control design of twin pairs who were discordant for living in a state with RCL between 2018 and 2021. The sample consisted of 3,830 adult twins (41% male), including 232 twin pairs discordant for RCL. Problems from alcohol and cannabis use were assessed via the Brief Marijuana Consequences Questionnaire and the Brief Young Adult Alcohol Consequences Questionnaire.Results: Results indicated that the twin living in an RCL state was more likely to endorse past-year cannabis use (OR = 1.56, p = .009), greater number of cannabis use days in the past 6 months (β = 0.47, p = .019), but not more negative consequences from cannabis use (β = 0.21, p = .456) compared to their co-twin in a non-RCL state. There were no differences within-twin pairs in frequency of alcohol use (β=-0.05, p = .601), but the RCL twin reported fewer negative consequences from alcohol use (β=-0.29, p = .016) compared to their co-twin in a non-RCL state. We did not observe any other differences within-twin pairs on other outcomes.Conclusion: These results suggest that living in an RCL state is associated with greater cannabis frequency but not more negative consequences from cannabis use than living in a non-RCL state.
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Affiliation(s)
- J. Megan Ross
- Department of Psychiatry, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
| | - Hollis C. Karoly
- Department of Psychology, Colorado State University, Fort Collins, CO, USA
| | | | - Jarrod M. Ellingson
- Department of Psychiatry, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, CO, USA
| | - Robin P. Corley
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, CO, USA
| | - William G. Iacono
- Department of Psychology, University of Minnesota, Minneapolis, MN, USA
| | - John K. Hewitt
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, CO, USA
- Department of Psychology and Neuroscience, University of Colorado Boulder, Boulder, CO, USA
| | - Matt McGue
- Department of Psychology, University of Minnesota, Minneapolis, MN, USA
| | - Scott Vrieze
- Department of Psychology, University of Minnesota, Minneapolis, MN, USA
| | - Christian J. Hopfer
- Department of Psychiatry, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, CO, USA
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Gresko SA, Rieselbach M, Corley RP, Hopfer CJ, Stallings MC, Hewitt JK, Rhee SH. Subjective effects as predictors of substance use disorders in a clinical sample: A longitudinal study. Drug Alcohol Depend 2023; 249:110822. [PMID: 37331303 PMCID: PMC10851615 DOI: 10.1016/j.drugalcdep.2023.110822] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/08/2023] [Revised: 06/05/2023] [Accepted: 06/07/2023] [Indexed: 06/20/2023]
Abstract
BACKGROUND The literature on the association between subjective effects (SEs; i.e., how an individual perceives their physiological and psychological reactions to a drug) and substance use disorders (SUDs) is largely limited to community samples. The present study addressed the following aims in a clinical sample: whether SEs predict general versus substance-specific SUD in adolescence and adulthood after controlling for conduct disorder symptoms (CDsymp); whether SEs predict SUDs across drug classes; whether SEs predict change in SUD from adolescence to adulthood; and whether there are racial/ethnic differences in associations. METHODS Longitudinal analyses were conducted using data from a sample of 744 clinical probands recruited from residential and outpatient SUD treatment facilities in CO during adolescence (Mage = 16.26) and re-assessed twice in adulthood (Mages = 22.56 and 28.96), approximately seven and twelve years after first assessment. SEs and CDsymp were assessed in adolescence. SUD severity was assessed at adolescence and twice during adulthood. RESULTS SEs assessed in adolescence robustly predicted general SUD for legal and illegal substances in adolescence and adulthood, whereas CDsymp predicted SUD primarily in adolescence. Higher positive and negative SEs in adolescence were associated with greater SUD severity after controlling for CDsymp, with similar magnitudes. Results indicated cross-substance effects of SEs on SUD. We found no evidence for racial/ethnic differences in associations. CONCLUSIONS We investigated the progression of SUD in a high-risk sample with greater odds of sustained SUD. In contrast to CDsymp, both positive and negative SEs consistently predicted general SUD across substances in adolescence and adulthood.
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Affiliation(s)
- Shelley A Gresko
- Department of Psychology and Neuroscience, University of Colorado Boulder, United States; Institute for Behavioral Genetics, University of Colorado Boulder, United States.
| | - Maya Rieselbach
- Department of Psychology and Neuroscience, University of Colorado Boulder, United States; Institute for Behavioral Genetics, University of Colorado Boulder, United States
| | - Robin P Corley
- Institute for Behavioral Genetics, University of Colorado Boulder, United States
| | - Christian J Hopfer
- Institute for Behavioral Genetics, University of Colorado Boulder, United States; University of Colorado Denver Medical School, United States
| | - Michael C Stallings
- Department of Psychology and Neuroscience, University of Colorado Boulder, United States; Institute for Behavioral Genetics, University of Colorado Boulder, United States
| | - John K Hewitt
- Department of Psychology and Neuroscience, University of Colorado Boulder, United States; Institute for Behavioral Genetics, University of Colorado Boulder, United States
| | - Soo Hyun Rhee
- Department of Psychology and Neuroscience, University of Colorado Boulder, United States; Institute for Behavioral Genetics, University of Colorado Boulder, United States
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Zellers SM, Ross JM, Saunders GRB, Ellingson JM, Walvig T, Anderson JE, Corley RP, Iacono W, Hewitt JK, Hopfer CJ, McGue MK, Vrieze S. Recreational cannabis legalization has had limited effects on a wide range of adult psychiatric and psychosocial outcomes. Psychol Med 2023; 53:1-10. [PMID: 36601811 PMCID: PMC10319916 DOI: 10.1017/s0033291722003762] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/09/2022] [Revised: 11/15/2022] [Accepted: 11/28/2022] [Indexed: 01/06/2023]
Abstract
BACKGROUND The causal impacts of recreational cannabis legalization are not well understood due to the number of potential confounds. We sought to quantify possible causal effects of recreational cannabis legalization on substance use, substance use disorder, and psychosocial functioning, and whether vulnerable individuals are more susceptible to the effects of cannabis legalization than others. METHODS We used a longitudinal, co-twin control design in 4043 twins (N = 240 pairs discordant on residence), first assessed in adolescence and now age 24-49, currently residing in states with different cannabis policies (40% resided in a recreationally legal state). We tested the effect of legalization on outcomes of interest and whether legalization interacts with established vulnerability factors (age, sex, or externalizing psychopathology). RESULTS In the co-twin control design accounting for earlier cannabis frequency and alcohol use disorder (AUD) symptoms respectively, the twin living in a recreational state used cannabis on average more often (βw = 0.11, p = 1.3 × 10-3), and had fewer AUD symptoms (βw = -0.11, p = 6.7 × 10-3) than their co-twin living in an non-recreational state. Cannabis legalization was associated with no other adverse outcome in the co-twin design, including cannabis use disorder. No risk factor significantly interacted with legalization status to predict any outcome. CONCLUSIONS Recreational legalization was associated with increased cannabis use and decreased AUD symptoms but was not associated with other maladaptations. These effects were maintained within twin pairs discordant for residence. Moreover, vulnerabilities to cannabis use were not exacerbated by the legal cannabis environment. Future research may investigate causal links between cannabis consumption and outcomes.
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Affiliation(s)
- Stephanie M. Zellers
- Department of Psychology, University of Minnesota, Minneapolis, Minnesota, USA
- Institute for Molecular Medicine Finland, University of Helsinki, Helsinki, Finland
| | - J. Megan Ross
- Department of Psychiatry, University of Colorado Anschutz Medical Campus, Aurora, Colorado, USA
| | | | - Jarrod M. Ellingson
- Department of Psychiatry, University of Colorado Anschutz Medical Campus, Aurora, Colorado, USA
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, Colorado, USA
| | - Tasha Walvig
- Department of Psychology, University of Minnesota, Minneapolis, Minnesota, USA
| | - Jacob E. Anderson
- Department of Psychology, University of Minnesota, Minneapolis, Minnesota, USA
| | - Robin P. Corley
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, Colorado, USA
| | - William Iacono
- Department of Psychology, University of Minnesota, Minneapolis, Minnesota, USA
| | - John K. Hewitt
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, Colorado, USA
- Department of Psychology and Neuroscience, University of Colorado Boulder, Boulder, Colorado, USA
| | - Christian J. Hopfer
- Department of Psychiatry, University of Colorado Anschutz Medical Campus, Aurora, Colorado, USA
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, Colorado, USA
| | - Matt K. McGue
- Department of Psychology, University of Minnesota, Minneapolis, Minnesota, USA
| | - Scott Vrieze
- Department of Psychology, University of Minnesota, Minneapolis, Minnesota, USA
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6
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Zellers SM, Ross JM, Saunders GRB, Ellingson JM, Anderson JE, Corley RP, Iacono W, Hewitt JK, Hopfer CJ, McGue MK, Vrieze S. Impacts of recreational cannabis legalization on cannabis use: a longitudinal discordant twin study. Addiction 2023; 118:110-118. [PMID: 36002928 PMCID: PMC10086942 DOI: 10.1111/add.16016] [Citation(s) in RCA: 14] [Impact Index Per Article: 14.0] [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: 01/05/2022] [Accepted: 07/12/2022] [Indexed: 11/30/2022]
Abstract
AIMS To estimate the effect of recreational legalization on cannabis use frequency and sources of variance across legal environments. DESIGN Longitudinal discordant twin and gene-environment interaction models in twins recruited from birth records and assessed prospectively. SETTING The United States, including states with different recreational cannabis policies before and after 2014, when recreational cannabis was first legalized. PARTICIPANTS Two longitudinal, prospectively assessed samples of American twins aged 24-47 (n = 1425 in legal states, n = 1996 in illegal states), including 111 monozygotic pairs discordant for residence. MEASUREMENTS Current cannabis use frequency (measured continuously and ordinally) was the primary outcome, and the predictor was recreational status of cannabis (legal/illegal) in the participant's state of residence at the time of assessment. Covariates include age, sex and cannabis use frequency prior to 2014. FINDINGS Accounting for pre-2014 use, residents of legal states used cannabis more frequently than residents of illegal states (b = 0.21, P = 8.08 × 10-5 ). Comparing 111 pairs of monozygotic twins discordant for residence confirmed the effect (b = 0.18, P = 0.014). There was inconclusive evidence for genetic influences on cannabis use frequency that were specific to the legal environment [χ2 = 2.9 × 10-9 , degrees of freedom (d.f.) = 1, P > 0.999]. Existing genetic influences were moderated by the legal environment, as the genetic correlation between marijuana use before and after legalization was lower in states that legalized (rgenetic = 0.24) compared with states that did not (rgenetic = 0.78, Pdifference = 0.016). CONCLUSIONS In the United States, there appears to be a ~ 20% average increase in cannabis use frequency attributable to recreational legalization, consistent across increasingly rigorous designs. In addition, the heritability of cannabis use frequency appears to be moderated by legalization.
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Affiliation(s)
| | - J. Megan Ross
- Department of PsychiatryUniversity of Colorado Anschutz Medical CampusAuroraCOUSA
| | | | - Jarrod M. Ellingson
- Department of PsychiatryUniversity of Colorado Anschutz Medical CampusAuroraCOUSA
- Institute for Behavioral GeneticsUniversity of Colorado BoulderBoulderCOUSA
| | | | - Robin P. Corley
- Institute for Behavioral GeneticsUniversity of Colorado BoulderBoulderCOUSA
| | - William Iacono
- Department of PsychologyUniversity of MinnesotaMinneapolisMNUSA
| | - John K. Hewitt
- Institute for Behavioral GeneticsUniversity of Colorado BoulderBoulderCOUSA
- Department of Psychology and NeuroscienceUniversity of Colorado BoulderBoulderCOUSA
| | - Christian J. Hopfer
- Department of PsychiatryUniversity of Colorado Anschutz Medical CampusAuroraCOUSA
- Institute for Behavioral GeneticsUniversity of Colorado BoulderBoulderCOUSA
| | - Matt K. McGue
- Department of PsychologyUniversity of MinnesotaMinneapolisMNUSA
| | - Scott Vrieze
- Department of PsychologyUniversity of MinnesotaMinneapolisMNUSA
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Ross JM, Ellingson JM, Frieser MJ, Corley RC, Hopfer CJ, Stallings MC, Wadsworth SJ, Reynolds CA, Hewitt JK. The effects of cannabis use on physical health: A co-twin control study. Drug Alcohol Depend 2022; 230:109200. [PMID: 34871975 PMCID: PMC8714702 DOI: 10.1016/j.drugalcdep.2021.109200] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/21/2021] [Revised: 10/29/2021] [Accepted: 11/01/2021] [Indexed: 01/03/2023]
Abstract
BACKGROUND Research on the influence of cannabis use on anthropometrics, cardiovascular and pulmonary function, and other indicators of physical health has reported mixed results. We examined whether cannabis frequency is associated with physical health outcomes phenotypically and after controlling for shared genetic and environmental factors via a longitudinal co-twin control design. METHODS We tested the phenotypic associations of adolescent, young adult, and adult cannabis frequency with adult physical health. Next, we ran multilevel models to test if significant phenotypic associations remained at the between-family and within-twin pair levels. Participants include 677 individual twins (308 twin pairs) aged 25-35. RESULTS At the phenotypic level, adolescent cannabis use was associated with less adult exercise engagement (b = - 0.846 min, p = .000). Adult cannabis use was associated with a lower resting heart rate (HR; b = - 0.170 bpm, p = .001) and more frequent appetite loss (b = 0.018, p = .000). Only between-family effects were significant for adolescent cannabis use and exercise engagement (b = - 1.147 min, p = .000) and adult cannabis use and appetite loss frequency (b = 0.041, p = .002). The total within-twin (b = - 0.184, p = .014), MZ only (b = - 0.304, p = .003), and between-family effects (b = - 0.164, p = .025) were significant between adult cannabis use and a lower resting HR, which persisted after controlling for familial confounds and other substance use. CONCLUSIONS The associations between cannabis use with exercise engagement and frequency of appetite loss are explained by familial confounding while the association between cannabis use and resting HR was not. These results do not support a causal association between cannabis use once a week and poorer physical health effects among adults aged 25-35.
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Affiliation(s)
- J. Megan Ross
- Department of Psychiatry, University of Colorado Anschutz Medical Campus
| | | | | | - Robin C. Corley
- Institute for Behavioral Genetics, University of Colorado Boulder
| | | | - Michael C. Stallings
- Institute for Behavioral Genetics, University of Colorado Boulder,Department of Psychology and Neuroscience, University of Colorado Boulder
| | | | | | - John K. Hewitt
- Institute for Behavioral Genetics, University of Colorado Boulder,Department of Psychology and Neuroscience, University of Colorado Boulder
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8
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Kent KR, Hopfer CJ, Corley RP, Stallings MC. Executive functions as a mediator of childhood maltreatment on adult psychopathology: A longitudinal mediation analysis comparing maltreatment factor models. Child Abuse Negl 2022; 123:105369. [PMID: 34883422 PMCID: PMC8859768 DOI: 10.1016/j.chiabu.2021.105369] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/14/2020] [Revised: 06/16/2021] [Accepted: 10/13/2021] [Indexed: 06/13/2023]
Abstract
BACKGROUND Childhood maltreatment (CM), executive functions (EFs), and psychiatric disorders all correlate highly. Changes in EFs during adolescence related to CM present a possible mediating mechanism for the development of psychiatric disorders, yet no study has analyzed this longitudinally while comparing predictive capacity of different CM factor structures. We hypothesized that changes in EFs from adolescence to adulthood would mediate, in part, associations between CM, internalizing disorders (INT), and anti-social personality disorder (ASPD) while different subtypes of CM would differentially predict INT and ASPD. OBJECTIVE This study longitudinally examined the mediating effects of EFs on associations between CM, INT, and ASPD while comparing prediction of two CM factor structures. PARTICIPANTS High-risk subjects selected for drug use in adolescence (N = 658) from mean ages 16 to 23. METHODS A Bayesian structural equation model was deployed to analyze change in EFs as a mediator of the relationship between CM and adult INT and ASPD. CM was measured using two factor structures: a single overall factor and four correlated factors representing CM subtypes. RESULTS CM significantly predicted INT and ASPD but there was no evidence that the relationship was substantially mediated through EFs. High correlations among subtypes of CM limited the unique predictions of each subtype on INT and ASPD. CONCLUSION In this high-risk sample, the collinearity of CM subtypes obscured their predictions of outcome measures supporting the use of one CM factor. EFs did not significantly mediate associations between CM and psychiatric disorders, but further research on these relationships is warranted.
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Affiliation(s)
- Kyle R Kent
- Department of Psychology and Neuroscience, University of Colorado, Boulder, United States of America.
| | - Christian J Hopfer
- Department of Psychiatry, University of Colorado, Denver, United States of America
| | - Robin P Corley
- Institute for Behavioral Genetics, University of Colorado, Boulder, United States of America
| | - Michael C Stallings
- Department of Psychology and Neuroscience, University of Colorado, Boulder, United States of America; Institute for Behavioral Genetics, University of Colorado, Boulder, United States of America
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Ellingson JM, Hinckley JD, Ross JM, Schacht JP, Bidwell LC, Bryan AD, Hopfer CJ, Riggs P, Hutchison KE. The Neurocognitive Effects of Cannabis Across the Lifespan. Curr Behav Neurosci Rep 2021; 8:124-133. [DOI: 10.1007/s40473-021-00244-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
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10
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Ellingson JM, Ross JM, Winiger E, Stallings MC, Corley RP, Friedman NP, Hewitt JK, Tapert SF, Brown SA, Wall TL, Hopfer CJ. Familial factors may not explain the effect of moderate-to-heavy cannabis use on cognitive functioning in adolescents: a sibling-comparison study. Addiction 2021; 116:833-844. [PMID: 32881239 PMCID: PMC7925696 DOI: 10.1111/add.15207] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [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: 01/04/2020] [Revised: 03/23/2020] [Accepted: 07/20/2020] [Indexed: 01/16/2023]
Abstract
AIMS To examine whether moderate adolescent cannabis use has neurocognitive effects that are unexplained by familial confounds, which prior family-controlled studies may not have identified. DESIGN A quasi-experimental, sibling-comparison design was applied to a prospective, observational study of adolescents with moderate cannabis use. Participants were recruited from 2001 to 2006 (mean age = 17 years). A second wave of data was collected from 2008 to 2013 (mean age = 24 years). SETTING Two US metropolitan communities. PARTICIPANTS A total of 1192 adolescents from 596 families participated in this study. Participants were primarily male (64%) and racially and ethnically diverse (non-Hispanic white = 45%). A sibling in each family was a clinical proband identified due to delinquent behaviors. Whereas prior family-controlled studies have used samples of primarily infrequent cannabis users (mean = 1-2 days/month), participants here endorsed levels of cannabis use comparable to findings from epidemiological cohort studies (mean = 7-9 days/month). MEASUREMENTS Semi-structured clinical interviews assessed drug use, and a neuropsychological battery assessed cognitive abilities. Covariates included age at assessment, gender and alcohol use. FINDINGS After correcting for multiple testing, a greater frequency and earlier onset of regular cannabis use were associated with poorer cognitive performance, specifically on tests of verbal memory. Further, after accounting for familial factors shared by siblings and alcohol use, poorer verbal memory performance was still associated with greater life-time frequency of cannabis use at wave 1 [b = -0.007 (-0.002, -0.012), adjusted P = 0.036]; earlier cannabis use at wave 2 [b = -0.12 (-0.05, -0.19), adjusted P = 0.006; b = -0.14 (-0.06, -0.23), adjusted P = 0.006]; and greater frequency of past 6 months use at wave 2 [b = -0.02 (-0.01, -0.03), adjusted P = 0.002; b = -0.02 (-0.01, -0.03), adjusted P = 0.008]. CONCLUSIONS Moderate adolescent cannabis use may have adverse effects on cognitive functioning, specifically verbal memory, that cannot be explained by familial factors.
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Affiliation(s)
- Jarrod M. Ellingson
- Department of Psychiatry, University of Colorado School of Medicine, Aurora, Colorado,Institute for Behavioral Genetics, University of Colorado Boulder,,Correspondence regarding this article should be sent to: Jarrod Ellingson, Department of Psychiatry, University of Colorado School of Medicine, Aurora, CO 80045,
| | - J. Megan Ross
- Institute for Behavioral Genetics, University of Colorado Boulder
| | - Evan Winiger
- Institute for Behavioral Genetics, University of Colorado Boulder,,Department of Psychology and Neuroscience, University of Colorado Boulder
| | - Michael C. Stallings
- Institute for Behavioral Genetics, University of Colorado Boulder,,Department of Psychology and Neuroscience, University of Colorado Boulder
| | - Robin P. Corley
- Institute for Behavioral Genetics, University of Colorado Boulder
| | - Naomi P. Friedman
- Institute for Behavioral Genetics, University of Colorado Boulder,,Department of Psychology and Neuroscience, University of Colorado Boulder,,Institute for Cognitive Science, University of Colorado Boulder
| | - John K. Hewitt
- Institute for Behavioral Genetics, University of Colorado Boulder,,Department of Psychology and Neuroscience, University of Colorado Boulder
| | - Susan F. Tapert
- Department of Psychiatry, University of California San Diego, San Diego, California,Veterans Affairs San Diego Healthcare System, San Diego, California
| | - Sandra A. Brown
- Department of Psychiatry, University of California San Diego, San Diego, California,Veterans Affairs San Diego Healthcare System, San Diego, California
| | - Tamara L. Wall
- Department of Psychiatry, University of California San Diego, San Diego, California,Veterans Affairs San Diego Healthcare System, San Diego, California
| | - Christian J. Hopfer
- Department of Psychiatry, University of Colorado School of Medicine, Aurora, Colorado,Institute for Behavioral Genetics, University of Colorado Boulder
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Winiger EA, Ellingson JM, Morrison CL, Corley RP, Pasman JA, Wall TL, Hopfer CJ, Hewitt JK. Sleep deficits and cannabis use behaviors: an analysis of shared genetics using linkage disequilibrium score regression and polygenic risk prediction. Sleep 2021; 44:zsaa188. [PMID: 32935850 PMCID: PMC7953210 DOI: 10.1093/sleep/zsaa188] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2020] [Revised: 08/27/2020] [Indexed: 12/17/2022] Open
Abstract
STUDY OBJECTIVES Estimate the genetic relationship of cannabis use with sleep deficits and an eveningness chronotype. METHODS We used linkage disequilibrium score regression (LDSC) to analyze genetic correlations between sleep deficits and cannabis use behaviors. Secondly, we generated sleep deficit polygenic risk score (PRS) and estimated their ability to predict cannabis use behaviors using linear and logistic regression. Summary statistics came from existing genome-wide association studies of European ancestry that were focused on sleep duration, insomnia, chronotype, lifetime cannabis use, and cannabis use disorder (CUD). A target sample for PRS prediction consisted of high-risk participants and participants from twin/family community-based studies (European ancestry; n = 760, male = 64%; mean age = 26.78 years). Target data consisted of self-reported sleep (sleep duration, feeling tired, and taking naps) and cannabis use behaviors (lifetime ever use, number of lifetime uses, past 180-day use, age of first use, and lifetime CUD symptoms). RESULTS Significant genetic correlation between lifetime cannabis use and an eveningness chronotype (rG = 0.24, p < 0.001), as well as between CUD and both short sleep duration (<7 h; rG = 0.23, p = 0.017) and insomnia (rG = 0.20, p = 0.020). Insomnia PRS predicted earlier age of first cannabis use (OR = 0.92, p = 0.036) and increased lifetime CUD symptom count (OR = 1.09, p = 0.012). CONCLUSION Cannabis use is genetically associated with both sleep deficits and an eveningness chronotype, suggesting that there are genes that predispose individuals to both cannabis use and sleep deficits.
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Affiliation(s)
- Evan A Winiger
- Institute for Behavioral Genetics, University of Colorado Boulder, CO
- Department of Psychology and Neuroscience, University of Colorado Boulder, CO
| | - Jarrod M Ellingson
- Institute for Behavioral Genetics, University of Colorado Boulder, CO
- Department of Psychiatry, University of Colorado School of Medicine, Aurora, CO
| | - Claire L Morrison
- Institute for Behavioral Genetics, University of Colorado Boulder, CO
- Department of Psychology and Neuroscience, University of Colorado Boulder, CO
| | - Robin P Corley
- Institute for Behavioral Genetics, University of Colorado Boulder, CO
| | - Joëlle A Pasman
- Behavioural Science Institute, Radboud University Nijmegen, Amsterdam, The Netherlands
| | - Tamara L Wall
- Department of Psychiatry, University of California, San Diego, CA
| | - Christian J Hopfer
- Department of Psychiatry, University of Colorado School of Medicine, Aurora, CO
| | - John K Hewitt
- Institute for Behavioral Genetics, University of Colorado Boulder, CO
- Department of Psychology and Neuroscience, University of Colorado Boulder, CO
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12
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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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13
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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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14
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Polimanti R, Walters RK, Johnson EC, McClintick JN, Adkins AE, Adkins DE, Bacanu SA, Bierut LJ, Bigdeli TB, Brown S, Bucholz KK, Copeland WE, Costello EJ, Degenhardt L, Farrer LA, Foroud TM, Fox L, Goate AM, Grucza R, Hack LM, Hancock DB, Hartz SM, Heath AC, Hewitt JK, Hopfer CJ, Johnson EO, Kendler KS, Kranzler HR, Krauter K, Lai D, Madden PAF, Martin NG, Maes HH, Nelson EC, Peterson RE, Porjesz B, Riley BP, Saccone N, Stallings M, Wall TL, Webb BT, Wetherill L, Edenberg HJ, Agrawal A, Gelernter J. Leveraging genome-wide data to investigate differences between opioid use vs. opioid dependence in 41,176 individuals from the Psychiatric Genomics Consortium. Mol Psychiatry 2020; 25:1673-1687. [PMID: 32099098 PMCID: PMC7392789 DOI: 10.1038/s41380-020-0677-9] [Citation(s) in RCA: 57] [Impact Index Per Article: 14.3] [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: 09/10/2019] [Revised: 01/15/2020] [Accepted: 01/30/2020] [Indexed: 01/17/2023]
Abstract
To provide insights into the biology of opioid dependence (OD) and opioid use (i.e., exposure, OE), we completed a genome-wide analysis comparing 4503 OD cases, 4173 opioid-exposed controls, and 32,500 opioid-unexposed controls, including participants of European and African descent (EUR and AFR, respectively). Among the variants identified, rs9291211 was associated with OE (exposed vs. unexposed controls; EUR z = -5.39, p = 7.2 × 10-8). This variant regulates the transcriptomic profiles of SLC30A9 and BEND4 in multiple brain tissues and was previously associated with depression, alcohol consumption, and neuroticism. A phenome-wide scan of rs9291211 in the UK Biobank (N > 360,000) found association of this variant with propensity to use dietary supplements (p = 1.68 × 10-8). With respect to the same OE phenotype in the gene-based analysis, we identified SDCCAG8 (EUR + AFR z = 4.69, p = 10-6), which was previously associated with educational attainment, risk-taking behaviors, and schizophrenia. In addition, rs201123820 showed a genome-wide significant difference between OD cases and unexposed controls (AFR z = 5.55, p = 2.9 × 10-8) and a significant association with musculoskeletal disorders in the UK Biobank (p = 4.88 × 10-7). A polygenic risk score (PRS) based on a GWAS of risk-tolerance (n = 466,571) was positively associated with OD (OD vs. unexposed controls, p = 8.1 × 10-5; OD cases vs. exposed controls, p = 0.054) and OE (exposed vs. unexposed controls, p = 3.6 × 10-5). A PRS based on a GWAS of neuroticism (n = 390,278) was positively associated with OD (OD vs. unexposed controls, p = 3.2 × 10-5; OD vs. exposed controls, p = 0.002) but not with OE (p = 0.67). Our analyses highlight the difference between dependence and exposure and the importance of considering the definition of controls in studies of addiction.
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Affiliation(s)
- Renato Polimanti
- Department of Psychiatry, Yale University School of Medicine, Veterans Affairs Connecticut Healthcare Center, West Haven, CT, USA
| | - Raymond K Walters
- Analytic and Translational Genetics Unit, Department of Medicine, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA
| | - Emma C Johnson
- Department of Psychiatry, Washington University School of Medicine, Saint Louis, MO, USA
| | - Jeanette N McClintick
- Department of Biochemistry and Molecular Biology, Indiana University School of Medicine, Indianapolis, IN, USA
| | - Amy E Adkins
- Department of Psychology, Virginia Commonwealth University, Richmond, VA, USA
| | - Daniel E Adkins
- Department of Psychiatry, University of Utah, Salt Lake City, UT, USA
| | - Silviu-Alin Bacanu
- Virginia Commonwealth University Alcohol Research Center, Virginia Institute for Psychiatric and Behavioral Genetics, Richmond, VA, USA
| | - Laura J Bierut
- Department of Psychiatry, Washington University School of Medicine, Saint Louis, MO, USA
| | - Tim B Bigdeli
- Department of Psychiatry and Behavioral Sciences, State University of New York Downstate Medical Center, Brooklyn, NY, USA
| | - Sandra Brown
- Department of Psychiatry, University of California San Diego, San Diego, CA, USA
| | - Kathleen K Bucholz
- Department of Psychiatry, Washington University School of Medicine, Saint Louis, MO, USA
| | - William E Copeland
- Department of Psychiatry, University of Vermont Medical Center, Burlington, VT, USA
| | - E Jane Costello
- Department of Psychiatry and Behavioral Sciences, Duke University Medical Center, Durham, NC, USA
| | - Louisa Degenhardt
- National Drug and Alcohol Research Centre, University of New South Wales, Sydney, NSW, Australia
| | - 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
| | - Louis Fox
- Department of Psychiatry, Washington University School of Medicine, Saint Louis, MO, USA
| | - Alison M Goate
- Department of Neuroscience, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Richard Grucza
- Department of Psychiatry, Washington University School of Medicine, Saint Louis, MO, USA
| | - Laura M Hack
- Department of Psychiatry and Behavioral Sciences, Stanford University, Stanford, CA, USA
| | - Dana B Hancock
- Center for Omics Discovery and Epidemiology, RTI International, Research Triangle Park, NC, USA
| | - Sarah M Hartz
- Department of Psychiatry, Washington University School of Medicine, Saint Louis, MO, USA
| | - Andrew C Heath
- Department of Psychiatry, Washington University School of Medicine, Saint Louis, MO, 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
| | - Eric O Johnson
- Center for Omics Discovery and Epidemiology, RTI International, Research Triangle Park, NC, USA
| | - Kenneth S Kendler
- Virginia Institute for Psychiatric and Behavioral Genetics, Virginia Commonwealth University, Richmond, VA, USA
| | - Henry R Kranzler
- Center for Studies of Addiction, University of Pennsylvania Perelman School of Medicine, VISN 4 MIRECC, Crescenz VAMC, Philadelphia, PA, USA
| | - Kenneth Krauter
- Department of Molecular, Cellular, and Developmental Biology, University of Colorado Boulder, Boulder, CO, USA
| | - Dongbing Lai
- Department of Medical and Molecular Genetics, Indiana University School of Medicine, Indianapolis, IN, USA
| | - Pamela A F Madden
- Department of Psychiatry, Washington University School of Medicine, Saint Louis, MO, USA
| | | | - Hermine H Maes
- Virginia Institute for Psychiatric and Behavioral Genetics, Virginia Commonwealth University, Richmond, VA, USA
| | - Elliot C Nelson
- Department of Psychiatry, Washington University School of Medicine, Saint Louis, MO, USA
| | - Roseann E Peterson
- Department of Psychiatry, Virginia Commonwealth University, Richmond, VA, USA
| | - Bernice Porjesz
- Department of Psychiatry and Behavioral Sciences, State University of New York Downstate Medical Center, Brooklyn, NY, USA
| | - Brien P Riley
- Virginia Commonwealth University Alcohol Research Center, Virginia Institute for Psychiatric and Behavioral Genetics, Richmond, VA, USA
| | - Nancy Saccone
- Department of Genetics, Washington University School of Medicine, Saint Louis, MO, USA
| | - Michael Stallings
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, CO, USA
| | - Tamara L Wall
- Department of Psychiatry, University of California San Diego, San Diego, CA, USA
| | - Bradley T Webb
- Virginia Commonwealth University Alcohol Research Center, Virginia Institute for Psychiatric and Behavioral Genetics, Richmond, VA, USA
| | - Leah Wetherill
- Department of Medical and Molecular Genetics, Indiana University School of Medicine, Indianapolis, IN, USA
| | - Howard J Edenberg
- Department of Biochemistry and Molecular Biology, Indiana University School of Medicine, Indianapolis, IN, USA
| | - Arpana Agrawal
- Department of Psychiatry, Washington University School of Medicine, Saint Louis, MO, USA
| | - Joel Gelernter
- Department of Psychiatry, Yale University School of Medicine, Veterans Affairs Connecticut Healthcare Center, West Haven, CT, USA.
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Ellingson JM, Bidwell LC, Hopfer CJ, Hutchison KE, Bryan AD. Correlates and Potential Confounds of Cannabis Withdrawal Among High-Risk Adolescents. J Stud Alcohol Drugs 2019. [DOI: 10.15288/jsad.2019.80.557] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022] Open
Affiliation(s)
- Jarrod M. Ellingson
- Department of Psychology and Neuroscience, University of Colorado Boulder, Boulder, Colorado
- Division of Substance Dependence, Department of Psychiatry, University of Colorado School of Medicine, Aurora, Colorado
| | - L. Cinnamon Bidwell
- Department of Psychology and Neuroscience, University of Colorado Boulder, Boulder, Colorado
- Institute for Cognitive Science, University of Colorado Boulder, Boulder, Colorado
| | - Christian J. Hopfer
- Division of Substance Dependence, Department of Psychiatry, University of Colorado School of Medicine, Aurora, Colorado
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, Colorado
| | - Kent E. Hutchison
- Department of Psychology and Neuroscience, University of Colorado Boulder, Boulder, Colorado
- Institute for Cognitive Science, University of Colorado Boulder, Boulder, Colorado
| | - Angela D. Bryan
- Department of Psychology and Neuroscience, University of Colorado Boulder, Boulder, Colorado
- Institute for Cognitive Science, University of Colorado Boulder, Boulder, Colorado
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Liu M, Jiang Y, Wedow R, Li Y, Brazel DM, Chen F, Datta G, Davila-Velderrain J, McGuire D, Tian C, Zhan X, Choquet H, Docherty AR, Faul JD, Foerster JR, Fritsche LG, Gabrielsen ME, Gordon SD, Haessler J, Hottenga JJ, Huang H, Jang SK, Jansen PR, Ling Y, Mägi R, Matoba N, McMahon G, Mulas A, Orrù V, Palviainen T, Pandit A, Reginsson GW, Skogholt AH, Smith JA, Taylor AE, Turman C, Willemsen G, Young H, Young KA, Zajac GJM, Zhao W, Zhou W, Bjornsdottir G, Boardman JD, Boehnke M, Boomsma DI, Chen C, Cucca F, Davies GE, Eaton CB, Ehringer MA, Esko T, Fiorillo E, Gillespie NA, Gudbjartsson DF, Haller T, Harris KM, Heath AC, Hewitt JK, Hickie IB, Hokanson JE, Hopfer CJ, Hunter DJ, Iacono WG, Johnson EO, Kamatani Y, Kardia SLR, Keller MC, Kellis M, Kooperberg C, Kraft P, Krauter KS, Laakso M, Lind PA, Loukola A, Lutz SM, Madden PAF, Martin NG, McGue M, McQueen MB, Medland SE, Metspalu A, Mohlke KL, Nielsen JB, Okada Y, Peters U, Polderman TJC, Posthuma D, Reiner AP, Rice JP, Rimm E, Rose RJ, Runarsdottir V, Stallings MC, Stančáková A, Stefansson H, Thai KK, Tindle HA, Tyrfingsson T, Wall TL, Weir DR, Weisner C, Whitfield JB, Winsvold BS, Yin J, Zuccolo L, Bierut LJ, Hveem K, Lee JJ, Munafò MR, Saccone NL, Willer CJ, Cornelis MC, David SP, Hinds DA, Jorgenson E, Kaprio J, Stitzel JA, Stefansson K, Thorgeirsson TE, Abecasis G, Liu DJ, Vrieze S. Association studies of up to 1.2 million individuals yield new insights into the genetic etiology of tobacco and alcohol use. Nat Genet 2019; 51:237-244. [PMID: 30643251 PMCID: PMC6358542 DOI: 10.1038/s41588-018-0307-5] [Citation(s) in RCA: 1006] [Impact Index Per Article: 201.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2018] [Accepted: 11/06/2018] [Indexed: 12/21/2022]
Abstract
Tobacco and alcohol use are leading causes of mortality that influence risk for many complex diseases and disorders1. They are heritable2,3 and etiologically related4,5 behaviors that have been resistant to gene discovery efforts6-11. In sample sizes up to 1.2 million individuals, we discovered 566 genetic variants in 406 loci associated with multiple stages of tobacco use (initiation, cessation, and heaviness) as well as alcohol use, with 150 loci evidencing pleiotropic association. Smoking phenotypes were positively genetically correlated with many health conditions, whereas alcohol use was negatively correlated with these conditions, such that increased genetic risk for alcohol use is associated with lower disease risk. We report evidence for the involvement of many systems in tobacco and alcohol use, including genes involved in nicotinic, dopaminergic, and glutamatergic neurotransmission. The results provide a solid starting point to evaluate the effects of these loci in model organisms and more precise substance use measures.
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Affiliation(s)
- Mengzhen Liu
- Department of Psychology, University of Minnesota Twin Cities, Minneapolis, MN, USA
| | - Yu Jiang
- Department of Public Health Sciences, College of Medicine, Pennsylvania State University, Hershey, PA, USA
- Institute of Personalized Medicine, College of Medicine, Pennsylvania State University, Hershey, PA, USA
| | - Robbee Wedow
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, CO, USA
- Department of Sociology, University of Colorado Boulder, Boulder, CO, USA
- Institute of Behavioral Science, University of Colorado Boulder, Boulder, CO, USA
| | - Yue Li
- Computer Science and Artificial Intelligence Lab, Massachusetts Institute of Technology, Cambridge, MA, USA
- The Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - David M Brazel
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, CO, USA
- Department of Molecular, Cellular, and Developmental Biology, University of Colorado Boulder, Boulder, CO, USA
- Interdisciplinary Quantitative Biology Graduate Group, University of Colorado Boulder, Boulder, CO, USA
| | - Fang Chen
- Department of Public Health Sciences, College of Medicine, Pennsylvania State University, Hershey, PA, USA
- Institute of Personalized Medicine, College of Medicine, Pennsylvania State University, Hershey, PA, USA
| | - Gargi Datta
- Department of Psychology, University of Minnesota Twin Cities, Minneapolis, MN, USA
| | - Jose Davila-Velderrain
- Computer Science and Artificial Intelligence Lab, Massachusetts Institute of Technology, Cambridge, MA, USA
- The Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Daniel McGuire
- Department of Public Health Sciences, College of Medicine, Pennsylvania State University, Hershey, PA, USA
- Institute of Personalized Medicine, College of Medicine, Pennsylvania State University, Hershey, PA, USA
| | - Chao Tian
- 23andMe, Inc., Mountain View, CA, USA
| | - Xiaowei Zhan
- Quantitative Biomedical Research Center, Department of Clinical Sciences, University of Texas Southwestern Medical Center, Dallas, TX, USA
- Center for the Genetics of Host Defense, Department of Clinical Sciences, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Hélène Choquet
- Division of Research, Kaiser Permanente Northern California, Oakland, CA, USA
| | - Anna R Docherty
- Department of Psychiatry, Virginia Institute for Psychiatric and Behavioral Genetics, Virginia Commonwealth University, Richmond, VA, USA
- Department of Psychiatry and Human Genetics, University of Utah, Salt Lake City, UT, USA
| | - Jessica D Faul
- Survey Research Center, Institute for Social Research, University of Michigan, Ann Arbor, MI, USA
| | - Johanna R Foerster
- Department of Biostatistics, Center for Statistical Genetics, University of Michigan, Ann Arbor, MI, USA
| | - Lars G Fritsche
- Department of Biostatistics, Center for Statistical Genetics, University of Michigan, Ann Arbor, MI, USA
| | - Maiken Elvestad Gabrielsen
- K.G. Jebsen Center for Genetic Epidemiology, Department of Public Health and Nursing, Norwegian University of Science and Technology, Trondheim, Norway
| | - Scott D Gordon
- Genetic Epidemiology, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | - Jeffrey Haessler
- Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, WA, USA
| | - Jouke-Jan Hottenga
- Department of Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
| | - Hongyan Huang
- Program in Genetic Epidemiology and Statistical Genetics, Harvard T.H. Chan School of Public Health, Boston, MA, USA
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Seon-Kyeong Jang
- Department of Psychology, University of Minnesota Twin Cities, Minneapolis, MN, USA
| | - Philip R Jansen
- Department of Complex Trait Genetics, Center for Neurogenomics and Cognitive Research, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
- Department of Child and Adolescent Psychiatry, Erasmus MC Rotterdam, Rotterdam, the Netherlands
| | - Yueh Ling
- Department of Public Health Sciences, College of Medicine, Pennsylvania State University, Hershey, PA, USA
- Department of Molecular, Cellular, and Developmental Biology, University of Colorado Boulder, Boulder, CO, USA
| | - Reedik Mägi
- Estonian Genome Center, University of Tartu, Tartu, Estonia
| | - Nana Matoba
- Laboratory for Statistical Analysis, RIKEN Center for Integrative Medical Sciences, Yokohama City, Japan
| | - George McMahon
- Department of Population Health Science, Bristol Medical School, Oakfield Grove, Bristol, UK
| | - Antonella Mulas
- Istituto di Ricerca Genetica e Biomedica, Consiglio Nazionale delle Ricerche, Monserrato, Italy
| | - Valeria Orrù
- Istituto di Ricerca Genetica e Biomedica, Consiglio Nazionale delle Ricerche, Monserrato, Italy
| | - Teemu Palviainen
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, Finland
| | - Anita Pandit
- Department of Biostatistics, Center for Statistical Genetics, University of Michigan, Ann Arbor, MI, USA
| | | | - Anne Heidi Skogholt
- K.G. Jebsen Center for Genetic Epidemiology, Department of Public Health and Nursing, Norwegian University of Science and Technology, Trondheim, Norway
| | - Jennifer A Smith
- Survey Research Center, Institute for Social Research, University of Michigan, Ann Arbor, MI, USA
- Department of Epidemiology, University of Michigan, Ann Arbor, MI, USA
| | - Amy E Taylor
- Department of Population Health Science, Bristol Medical School, Oakfield Grove, Bristol, UK
| | - Constance Turman
- Program in Genetic Epidemiology and Statistical Genetics, Harvard T.H. Chan School of Public Health, Boston, MA, USA
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Gonneke Willemsen
- Department of Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
| | - Hannah Young
- Department of Psychology, University of Minnesota Twin Cities, Minneapolis, MN, USA
| | - Kendra A Young
- Department of Epidemiology, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
| | - Gregory J M Zajac
- Department of Biostatistics, Center for Statistical Genetics, University of Michigan, Ann Arbor, MI, USA
| | - Wei Zhao
- Department of Epidemiology, University of Michigan, Ann Arbor, MI, USA
| | - Wei Zhou
- Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, MI, USA
| | | | - Jason D Boardman
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, CO, USA
- Department of Sociology, University of Colorado Boulder, Boulder, CO, USA
- Institute of Behavioral Science, University of Colorado Boulder, Boulder, CO, USA
| | - Michael Boehnke
- Department of Biostatistics, Center for Statistical Genetics, University of Michigan, Ann Arbor, MI, USA
| | - Dorret I Boomsma
- Department of Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
| | - Chu Chen
- Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, WA, USA
| | - Francesco Cucca
- Istituto di Ricerca Genetica e Biomedica, Consiglio Nazionale delle Ricerche, Monserrato, Italy
| | | | - Charles B Eaton
- Department of Family Medicine and Community Health, Alpert Medical School, Brown University, Providence, RI, USA
| | - Marissa A Ehringer
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, CO, USA
- Department of Integrative Physiology, University of Colorado Boulder, Boulder, CO, USA
| | - Tõnu Esko
- The Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Estonian Genome Center, University of Tartu, Tartu, Estonia
| | - Edoardo Fiorillo
- Istituto di Ricerca Genetica e Biomedica, Consiglio Nazionale delle Ricerche, Monserrato, Italy
| | - Nathan A Gillespie
- Department of Psychiatry, Virginia Institute for Psychiatric and Behavioral Genetics, Virginia Commonwealth University, Richmond, VA, USA
- Genetic Epidemiology, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | - Daniel F Gudbjartsson
- deCODE Genetics/Amgen, Inc., Reykjavik, Iceland
- School of Engineering and Natural Sciences, University of Iceland, Reykjavik, Iceland
| | - Toomas Haller
- Estonian Genome Center, University of Tartu, Tartu, Estonia
| | - Kathleen Mullan Harris
- Department of Sociology, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
- Carolina Population Center, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Andrew C Heath
- Department of Psychiatry, Washington University in St. Louis, St. Louis, MO, USA
| | - John K Hewitt
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, CO, USA
- Department of Psychology and Neuroscience, University of Colorado Boulder, Boulder, CO, USA
| | - Ian B Hickie
- Brain and Mind Centre, University of Sydney, Sydney, New South Wales, Australia
| | - John E Hokanson
- Department of Epidemiology, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
| | - Christian J Hopfer
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, CO, USA
- Department of Psychiatry, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
| | - David J Hunter
- Program in Genetic Epidemiology and Statistical Genetics, Harvard T.H. Chan School of Public Health, Boston, MA, USA
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA
- Nuffield Department of Population Health, University of Oxford, Oxford, UK
| | - William G Iacono
- Department of Psychology, University of Minnesota Twin Cities, Minneapolis, MN, USA
| | - Eric O Johnson
- Fellows Program, RTI International, Research Triangle Park, NC, USA
| | - Yoichiro Kamatani
- Laboratory for Statistical Analysis, RIKEN Center for Integrative Medical Sciences, Yokohama City, Japan
| | - Sharon L R Kardia
- Department of Epidemiology, University of Michigan, Ann Arbor, MI, USA
| | - Matthew C Keller
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, CO, USA
- Department of Psychology and Neuroscience, University of Colorado Boulder, Boulder, CO, USA
| | - Manolis Kellis
- Computer Science and Artificial Intelligence Lab, Massachusetts Institute of Technology, Cambridge, MA, USA
- The Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Charles Kooperberg
- Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, WA, USA
| | - Peter Kraft
- Program in Genetic Epidemiology and Statistical Genetics, Harvard T.H. Chan School of Public Health, Boston, MA, USA
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA
- Department of Biostatistics, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Kenneth S Krauter
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, CO, USA
- Department of Molecular, Cellular, and Developmental Biology, University of Colorado Boulder, Boulder, CO, USA
| | - Markku Laakso
- Department of Internal Medicine, Institute of Clinical Medicine, University of Eastern Finland, Kuopio, Finland
- Department of Medicine, Kuopio University Hospital, Kuopio, Finland
| | - Penelope A Lind
- Psychiatric Genetics, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | - Anu Loukola
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, Finland
| | - Sharon M Lutz
- Department of Biostatistics and Bioinformatics, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
| | - Pamela A F Madden
- Department of Psychiatry, Washington University in St. Louis, St. Louis, MO, USA
| | - Nicholas G Martin
- Genetic Epidemiology, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | - Matt McGue
- Department of Psychology, University of Minnesota Twin Cities, Minneapolis, MN, USA
| | - Matthew B McQueen
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, CO, USA
- Department of Integrative Physiology, University of Colorado Boulder, Boulder, CO, USA
| | - Sarah E Medland
- Psychiatric Genetics, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | | | - Karen L Mohlke
- Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Jonas B Nielsen
- Department of Internal Medicine, Division of Cardiovascular Medicine, University of Michigan, Ann Arbor, MI, USA
| | - Yukinori Okada
- Laboratory for Statistical Analysis, RIKEN Center for Integrative Medical Sciences, Yokohama City, Japan
- Department of Statistical Genetics, Osaka University Graduate School of Medicine, Suita, Japan
| | - Ulrike Peters
- Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, WA, USA
- Department of Epidemiology, University of Washington, Seattle, WA, USA
| | - Tinca J C Polderman
- Department of Complex Trait Genetics, Center for Neurogenomics and Cognitive Research, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
| | - Danielle Posthuma
- Department of Complex Trait Genetics, Center for Neurogenomics and Cognitive Research, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
- Department of Clinical Genetics, VU Medical Centre Amsterdam, Amsterdam, the Netherlands
| | - Alexander P Reiner
- Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, WA, USA
- Department of Epidemiology, University of Washington, Seattle, WA, USA
| | - John P Rice
- Department of Psychiatry, Washington University School of Medicine, St. Louis, MO, USA
| | - Eric Rimm
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA
- Department of Nutrition, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Richard J Rose
- Department of Psychological and Brain Sciences, Indiana University, Bloomington, IN, USA
| | | | - Michael C Stallings
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, CO, USA
- Department of Psychology and Neuroscience, University of Colorado Boulder, Boulder, CO, USA
| | - Alena Stančáková
- Department of Internal Medicine, Institute of Clinical Medicine, University of Eastern Finland, Kuopio, Finland
| | | | - Khanh K Thai
- Division of Research, Kaiser Permanente Northern California, Oakland, CA, USA
| | - Hilary A Tindle
- Department of Medicine, Vanderbilt University, Nashville, TN, USA
| | | | - Tamara L Wall
- Department of Psychiatry, University of California, San Diego, San Diego, CA, USA
| | - David R Weir
- Survey Research Center, Institute for Social Research, University of Michigan, Ann Arbor, MI, USA
| | - Constance Weisner
- Division of Research, Kaiser Permanente Northern California, Oakland, CA, USA
| | - John B Whitfield
- Genetic Epidemiology, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | | | - Jie Yin
- Division of Research, Kaiser Permanente Northern California, Oakland, CA, USA
| | - Luisa Zuccolo
- Department of Population Health Science, Bristol Medical School, Oakfield Grove, Bristol, UK
- MRC Integrative Epidemiology Unit, University of Bristol, Bristol, UK
| | - Laura J Bierut
- Department of Psychiatry, Washington University School of Medicine, St. Louis, MO, USA
| | - Kristian Hveem
- K.G. Jebsen Center for Genetic Epidemiology, Department of Public Health and Nursing, Norwegian University of Science and Technology, Trondheim, Norway
- HUNT Research Centre, Department of Public Health and Nursing, Norwegian University of Science and Technology, Levanger, Norway
- Department of Medicine, Levanger Hospital, Nord-Trøndelag Hospital Trust, Levanger, Norway
| | - James J Lee
- Department of Psychology, University of Minnesota Twin Cities, Minneapolis, MN, USA
| | - Marcus R Munafò
- MRC Integrative Epidemiology Unit, University of Bristol, Bristol, UK
- UK Centre for Tobacco and Alcohol Studies, School of Psychological Science, University of Bristol, Bristol, UK
| | - Nancy L Saccone
- Department of Genetics, Washington University School of Medicine, St. Louis, MO, USA
| | - Cristen J Willer
- Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, MI, USA
- Department of Internal Medicine, Division of Cardiovascular Medicine, University of Michigan, Ann Arbor, MI, USA
- Department of Human Genetics, University of Michigan, Ann Arbor, MI, USA
| | - Marilyn C Cornelis
- Department of Preventative Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Sean P David
- Department of Medicine, Stanford University School of Medicine, Stanford, CA, USA
| | | | - Eric Jorgenson
- Division of Research, Kaiser Permanente Northern California, Oakland, CA, USA
| | - Jaakko Kaprio
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, Finland
- Department of Public Health, University of Helsinki, Helsinki, Finland
| | - Jerry A Stitzel
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, CO, USA
- Department of Integrative Physiology, University of Colorado Boulder, Boulder, CO, USA
| | - Kari Stefansson
- deCODE Genetics/Amgen, Inc., Reykjavik, Iceland
- Faculty of Medicine, University of Iceland, Reykjavik, Iceland
| | | | - Gonçalo Abecasis
- Department of Biostatistics, Center for Statistical Genetics, University of Michigan, Ann Arbor, MI, USA
| | - Dajiang J Liu
- Department of Public Health Sciences, College of Medicine, Pennsylvania State University, Hershey, PA, USA.
- Institute of Personalized Medicine, College of Medicine, Pennsylvania State University, Hershey, PA, USA.
| | - Scott Vrieze
- Department of Psychology, University of Minnesota Twin Cities, Minneapolis, MN, USA.
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17
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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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Border R, Corley RP, Brown SA, Hewitt JK, Hopfer CJ, Stallings MC, Wall TL, Young SE, Rhee SH. Predictors of adult outcomes in clinically- and legally-ascertained youth with externalizing problems. PLoS One 2018; 13:e0206442. [PMID: 30383806 PMCID: PMC6211688 DOI: 10.1371/journal.pone.0206442] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2018] [Accepted: 10/14/2018] [Indexed: 11/21/2022] Open
Abstract
Externalizing problems (EP), including rule-breaking, aggression, and criminal involvement, are highly prevalent during adolescence, but the adult outcomes of adolescents exhibiting EP are characterized by heterogeneity. Although many youths' EP subside after adolescence, others' persists into adulthood. Characterizing the development of severe EP is essential to prevention and intervention efforts. Multiple predictors of adult antisocial personality disorder (ASPD) and legal outcomes of a large sample (N = 1205) of clinically- or legally-ascertained adolescents (ages 12-19 years) with severe EP were examined. Many psychosocial predictors hypothesized to predict persistence of EP demonstrated zero-order associations with adult outcomes, but accounted for little unique variation after accounting for baseline conduct disorder symptoms (CD) and demographic factors. Baseline measures of intelligence, which explained independent variation in legal outcomes, provided the only consistent exception to this pattern, though future work is needed to parse these effects from those of socioeconomic factors. CD severity during adolescence is a parsimonious index of liability for persistence of EP into adulthood that explains outcome variance above and beyond all other demographic and psychosocial predictors in this sample.
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Affiliation(s)
- Richard Border
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, CO, United States of America
- Department of Psychology and Neuroscience, University of Colorado Boulder, Boulder, CO, United States of America
- Department of Applied Mathematics, University of Colorado Boulder, Boulder, CO, United States of America
| | - Robin P. Corley
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, CO, United States of America
- Department of Psychology and Neuroscience, University of Colorado Boulder, Boulder, CO, United States of America
| | - Sandra A. Brown
- Department of Psychiatry, University of California, San Diego, La Jolla, CA, United States of America
| | - John K. Hewitt
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, CO, United States of America
- Department of Psychology and Neuroscience, University of Colorado Boulder, Boulder, CO, United States of America
| | - Christian J. Hopfer
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, CO, United States of America
- Department of Psychiatry, Anschutz Medical Campus, University of Colorado Denver, Aurora, CO, United States of America
| | - Michael C. Stallings
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, CO, United States of America
- Department of Psychology and Neuroscience, University of Colorado Boulder, Boulder, CO, United States of America
| | - Tamara L. Wall
- Department of Psychiatry, University of California, San Diego, La Jolla, CA, United States of America
| | - Susan E. Young
- Department of Psychiatry, Anschutz Medical Campus, University of Colorado Denver, Aurora, CO, United States of America
| | - Soo Hyun Rhee
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, CO, United States of America
- Department of Psychology and Neuroscience, University of Colorado Boulder, Boulder, CO, United States of America
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19
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Border R, Corley RP, Brown SA, Hewitt JK, Hopfer CJ, McWilliams SK, Ann Rhea S, Shriver CL, Stallings MC, Wall TL, Woodward KE, Rhee SH. Independent predictors of mortality in adolescents ascertained for conduct disorder and substance use problems, their siblings and community controls. Addiction 2018; 113:2107-2115. [PMID: 30091161 PMCID: PMC6175651 DOI: 10.1111/add.14366] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/27/2018] [Revised: 04/11/2018] [Accepted: 06/11/2018] [Indexed: 11/29/2022]
Abstract
BACKGROUND AND AIMS Adolescents with conduct and substance use problems are at increased risk for premature mortality, but the extent to which these risk factors reflect family- or individual-level differences and account for shared or unique variance is unknown. This study examined common and independent contributions to mortality hazard in adolescents ascertained for conduct disorder (CD) and substance use disorder (SUD), their siblings and community controls, hypothesizing that individual differences in CD and SUD severity would explain unique variation in mortality risk beyond that due to clinical/control status and demographic factors. DESIGN Mortality analysis in a prospective study (Genetics of Antisocial Drug Dependence Study) that began in 1993. SETTING Multi-site sample recruited in San Diego, California and Denver, Colorado, USA. PARTICIPANTS A total of 1463 clinical probands were recruited through the juvenile correctional system, court-mandated substance abuse treatment programs and correctional schools, along with 1399 of their siblings, and 904 controls. MEASUREMENTS Mortality and cause-of-death were assessed via National Death Index search (released October, 2017). FINDINGS There were 104 deaths documented among 3766 (1168 female) adolescents and young adults (average age 16.79 years at assessment, 32.69 years at death/censoring). Mortality hazard for clinical probands and their siblings was 4.99 times greater than that of controls (95% confidence interval = 2.40-10.40; P < 0.001). After accounting for demographic characteristics, site, clinical status, familial dependence and shared contributions of CD and SUD, CD independently predicted mortality hazard, whereas SUD severity did not. CONCLUSIONS In the United States, youth with conduct and substance use disorders and their siblings face far greater risk of premature death than demographically similar community controls. In contrast to substance use disorder severity, conduct disorder is a robust predictor of unique variance in all-cause mortality hazard beyond other risk factors.
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Affiliation(s)
- Richard Border
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, Colorado, 80309,Department of Psychology and Neuroscience, University of Colorado Boulder, 345 UCB, Boulder, Colorado, 80309,Department of Applied Mathematics, University of Colorado Boulder, 526 UCB, Boulder, CO 80309
| | - Robin P. Corley
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, Colorado, 80309
| | - Sandra A. Brown
- Deparment of Psychiatry, University of Colorado Denver Anschutz Medical Campus, Building 500 - 13001 E. 17 Place, Aurora, Colorado, 80045
| | - John K. Hewitt
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, Colorado, 80309,Department of Psychology and Neuroscience, University of Colorado Boulder, 345 UCB, Boulder, Colorado, 80309
| | - Christian J. Hopfer
- Deparment of Psychiatry, University of Colorado Denver Anschutz Medical Campus, Building 500 - 13001 E. 17 Place, Aurora, Colorado, 80045
| | - Shannon K. McWilliams
- Deparment of Psychiatry, University of Colorado Denver Anschutz Medical Campus, Building 500 - 13001 E. 17 Place, Aurora, Colorado, 80045
| | - Sally Ann Rhea
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, Colorado, 80309
| | - Christen L. Shriver
- Department of Psychiatry, University of California at San Diego School of Medicine, 9500 Gilman Drive, La Jolla, California, 92023
| | - Michael C. Stallings
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, Colorado, 80309,Department of Psychology and Neuroscience, University of Colorado Boulder, 345 UCB, Boulder, Colorado, 80309
| | - Tamara L. Wall
- Department of Psychiatry, University of California at San Diego School of Medicine, 9500 Gilman Drive, La Jolla, California, 92023
| | - Kerri E. Woodward
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, Colorado, 80309,Department of Psychology and Neuroscience, University of Colorado Boulder, 345 UCB, Boulder, Colorado, 80309
| | - Soo Hyun Rhee
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, Colorado, 80309,Department of Psychology and Neuroscience, University of Colorado Boulder, 345 UCB, Boulder, Colorado, 80309
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20
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Minică CC, Verweij KJ, van der Most PJ, Mbarek H, Bernard M, van Eijk KR, Lind PA, Liu M, Maciejewski DF, Palviainen T, Sánchez-Mora C, Sherva R, Taylor M, Walters RK, Abdellaoui A, Bigdeli TB, Branje SJ, Brown SA, Casas M, Corley RP, Smith GD, Davies GE, Ehli EA, Farrer L, Fedko IO, Garcia-Martínez I, Gordon SD, Hartman CA, Heath AC, Hickie IB, Hickman M, Hopfer CJ, Hottenga JJ, Kahn RS, Kaprio J, Korhonen T, Kranzler HR, Krauter K, van Lier PA, Madden PA, Medland SE, Neale MC, Meeus WH, Montgomery GW, Nolte IM, Oldehinkel AJ, Pausova Z, Ramos-Quiroga JA, Richarte V, Rose RJ, Shin J, Stallings MC, Wall TL, Ware JJ, Wright MJ, Zhao H, Koot HM, Paus T, Hewitt JK, Ribasés M, Loukola A, Boks MP, Snieder H, Munafò MR, Gelernter J, Boomsma DI, Martin NG, Gillespie NA, Vink JM, Derks EM. Genome-wide association meta-analysis of age at first cannabis use. Addiction 2018; 113:2073-2086. [PMID: 30003630 PMCID: PMC7087375 DOI: 10.1111/add.14368] [Citation(s) in RCA: 18] [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: 11/03/2017] [Revised: 01/26/2018] [Accepted: 06/11/2018] [Indexed: 12/31/2022]
Abstract
BACKGROUND AND AIMS Cannabis is one of the most commonly used substances among adolescents and young adults. Earlier age at cannabis initiation is linked to adverse life outcomes, including multi-substance use and dependence. This study estimated the heritability of age at first cannabis use and identified associations with genetic variants. METHODS A twin-based heritability analysis using 8055 twins from three cohorts was performed. We then carried out a genome-wide association meta-analysis of age at first cannabis use in a discovery sample of 24 953 individuals from nine European, North American and Australian cohorts, and a replication sample of 3735 individuals. RESULTS The twin-based heritability for age at first cannabis use was 38% [95% confidence interval (CI) = 19-60%]. Shared and unique environmental factors explained 39% (95% CI = 20-56%) and 22% (95% CI = 16-29%). The genome-wide association meta-analysis identified five single nucleotide polymorphisms (SNPs) on chromosome 16 within the calcium-transporting ATPase gene (ATP2C2) at P < 5E-08. All five SNPs are in high linkage disequilibrium (LD) (r2 > 0.8), with the strongest association at the intronic variant rs1574587 (P = 4.09E-09). Gene-based tests of association identified the ATP2C2 gene on 16q24.1 (P = 1.33e-06). Although the five SNPs and ATP2C2 did not replicate, ATP2C2 has been associated with cocaine dependence in a previous study. ATP2B2, which is a member of the same calcium signalling pathway, has been associated previously with opioid dependence. SNP-based heritability for age at first cannabis use was non-significant. CONCLUSION Age at cannabis initiation appears to be moderately heritable in western countries, and individual differences in onset can be explained by separate but correlated genetic liabilities. The significant association between age of initiation and ATP2C2 is consistent with the role of calcium signalling mechanisms in substance use disorders.
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Affiliation(s)
- Camelia C. Minică
- Department of Biological Psychology/Netherlands Twin Register, VU University, Amsterdam, The Netherlands
| | - Karin J.H. Verweij
- Department of Biological Psychology/Netherlands Twin Register, VU University, Amsterdam, The Netherlands
- Behavioral Science Institute, Radboud University, Nijmegen, The Netherlands
| | - Peter J. van der Most
- Department of Epidemiology, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - Hamdi Mbarek
- Department of Biological Psychology/Netherlands Twin Register, VU University, Amsterdam, The Netherlands
| | - Manon Bernard
- Hospital for Sick Children Research Institute, Toronto, Canada
| | - Kristel R. van Eijk
- Department of Neurology, Brain Center Rudolf Magnus, University Medical Center Utrecht, Utrecht, The Netherlands
| | - Penelope A. Lind
- Psychiatric Genetics, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | - Mengzhen Liu
- Institute for Behavioral Genetics, Department of Psychology and Neuroscience, University of Colorado Boulder, Boulder, Colorado, USA
| | - Dominique F. Maciejewski
- Vrije Universiteit Amsterdam, Department of Clinical Developmental Psychology, Amsterdam, The Netherlands
- GGZ inGeest and Department of Psychiatry, Amsterdam Public Health research institute, VU University Medical Center, Amsterdam, The Netherlands
| | - Teemu Palviainen
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, Finland
| | - Cristina Sánchez-Mora
- Psychiatric Genetics Unit, Group of Psychiatry, Mental Health and Addiction, Vall d’Hebron Research Institute (VHIR), Universitat Autònoma de Barcelona, Barcelona, Catalonia, Spain
- Department of Psychiatry, Hospital Universitari Vall d’Hebron, Barcelona, Spain
- Biomedical Network Research Centre on Mental Health (CIBERSAM), Instituto de Salud Carlos III, Madrid, Spain
| | - Richard Sherva
- Biomedical Genetics Department, Boston University School of Medicine, Boston, Massachusetts, USA
| | - Michelle Taylor
- MRC Integrative Epidemiology Unit (IEU), University of Bristol, Bristol, UK
- School of Social and Community Medicine, University of Bristol, Bristol, UK
| | - Raymond K. Walters
- Analytic and Translational Genetics Unit, Massachusetts General Hospital, Boston, Massachusetts, USA
- Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
- Department of Medicine, Harvard Medical School, Boston, Massachusetts, USA
| | - Abdel Abdellaoui
- Department of Biological Psychology/Netherlands Twin Register, VU University, Amsterdam, The Netherlands
| | - Timothy B. Bigdeli
- Department of Psychiatry, Virginia Institute for Psychiatric and Behavior Genetics, Virginia Commonwealth University, Richmond, Virginia, USA
| | - Susan J.T. Branje
- Research Centre Adolescent Development, Utrecht University, Utrecht, the Netherlands
| | - Sandra A. Brown
- Department of Psychology and Psychiatry, University of California San Diego, La Jolla, California, USA
| | - Miguel Casas
- Psychiatric Genetics Unit, Group of Psychiatry, Mental Health and Addiction, Vall d’Hebron Research Institute (VHIR), Universitat Autònoma de Barcelona, Barcelona, Catalonia, Spain
- Department of Psychiatry, Hospital Universitari Vall d’Hebron, Barcelona, Spain
- Biomedical Network Research Centre on Mental Health (CIBERSAM), Instituto de Salud Carlos III, Madrid, Spain
- Department of Psychiatry and Legal Medicine, Universitat Autònoma de Barcelona, Barcelona, Spain
| | - Robin P. Corley
- Institute for Behavioral Genetics, Department of Psychology and Neuroscience, University of Colorado Boulder, Boulder, Colorado, USA
| | - George Davey Smith
- MRC Integrative Epidemiology Unit (IEU), University of Bristol, Bristol, UK
- School of Social and Community Medicine, University of Bristol, Bristol, UK
| | - Gareth E. Davies
- Avera Institute for Human Genetics, Sioux Falls, South Dakota, USA
| | - Erik A. Ehli
- Avera Institute for Human Genetics, Sioux Falls, South Dakota, USA
| | - Lindsay Farrer
- Department of Medicine (Biomedical Genetics), Boston University School of Medicine, Boston, Massachusetts, USA
| | - Iryna O. Fedko
- Department of Biological Psychology/Netherlands Twin Register, VU University, Amsterdam, The Netherlands
| | - Iris Garcia-Martínez
- Psychiatric Genetics Unit, Group of Psychiatry, Mental Health and Addiction, Vall d’Hebron Research Institute (VHIR), Universitat Autònoma de Barcelona, Barcelona, Catalonia, Spain
- Department of Psychiatry, Hospital Universitari Vall d’Hebron, Barcelona, Spain
| | - Scott D. Gordon
- Genetic Epidemiology, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | - Catharina A. Hartman
- Department of Psychiatry, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - Andrew C. Heath
- Department of Psychiatry, Washington University School of Medicine, St Louis, Missouri, USA
| | - Ian B. Hickie
- Brain & Mind Research Institute, University of Sydney, Sydney, NSW, Australia
| | - Matthew Hickman
- School of Social and Community Medicine, University of Bristol, Bristol, UK
| | - Christian J. Hopfer
- Department of Psychiatry, University of Colorado Denver, Aurora, Colorado, USA
| | - Jouke Jan Hottenga
- Department of Biological Psychology/Netherlands Twin Register, VU University, Amsterdam, The Netherlands
| | - René S. Kahn
- Department of Psychiatry, Brain Center Rudolf Magnus, University Medical Center Utrecht, Utrecht, The Netherlands
| | - Jaakko Kaprio
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, Finland
- Department of Public Health, University of Helsinki, Helsinki, Finland
| | - Tellervo Korhonen
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, Finland
- University of Eastern Finland, Institute of Public Health & Clinical Nutrition, Kuopio, Finland
| | - Henry R. Kranzler
- Department of Psychiatry, University of Pennsylvania Perelman School of Medicine, Philadelphia, USA
| | - Ken Krauter
- Department of Molecular, Cellular and Developmental Biology, University of Colorado Boulder, Boulder, Colorado, USA
| | - Pol A.C. van Lier
- Vrije Universiteit Amsterdam, Department of Clinical Developmental Psychology, Amsterdam, The Netherlands
- Department of Psychology, Education & Child Studies, Erasmus University Rotterdam, Rotterdam, the Netherlands
| | - Pamela A.F. Madden
- Department of Psychiatry, Washington University School of Medicine, St Louis, Missouri, USA
| | - Sarah E. Medland
- Psychiatric Genetics, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | - Michael C. Neale
- Department of Psychiatry and School of Medicine, Virginia Commonwealth University, Richmond, Virginia, USA
| | - Wim H.J. Meeus
- Research Centre Adolescent Development, Utrecht University, Utrecht, the Netherlands
- Developmental Psychology, Tilburg University, Tilburg, The Netherlands
| | - Grant W. Montgomery
- Institute for Molecular Bioscience, The University of Queensland, Brisbane, Queensland, Australia
| | - Ilja M. Nolte
- Department of Epidemiology, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - Albertine J. Oldehinkel
- Department of Psychiatry, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - Zdenka Pausova
- Hospital for Sick Children Research Institute, Toronto, Canada
- Physiology and Nutritional Sciences, University of Toronto, Toronto, Canada
| | - 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, Catalonia, Spain
- Department of Psychiatry, Hospital Universitari Vall d’Hebron, Barcelona, Spain
- Biomedical Network Research Centre on Mental Health (CIBERSAM), Instituto de Salud Carlos III, Madrid, Spain
- Department of Psychiatry and Legal Medicine, Universitat Autònoma de Barcelona, Barcelona, Spain
| | - Vanesa Richarte
- Psychiatric Genetics Unit, Group of Psychiatry, Mental Health and Addiction, Vall d’Hebron Research Institute (VHIR), Universitat Autònoma de Barcelona, Barcelona, Catalonia, Spain
- Department of Psychiatry, Hospital Universitari Vall d’Hebron, Barcelona, Spain
- Biomedical Network Research Centre on Mental Health (CIBERSAM), Instituto de Salud Carlos III, Madrid, Spain
| | - Richard J. Rose
- Department of Psychological & Brain Sciences, Indiana University, Bloomington, Indiana, USA
| | - Jean Shin
- Hospital for Sick Children Research Institute, Toronto, Canada
| | - Michael C. Stallings
- Institute for Behavioral Genetics, Department of Psychology and Neuroscience, University of Colorado Boulder, Boulder, Colorado, USA
| | - Tamara L. Wall
- Department of Psychiatry, University of California San Diego, La Jolla, California, USA
| | - Jennifer J. Ware
- MRC Integrative Epidemiology Unit (IEU), University of Bristol, Bristol, UK
- School of Social and Community Medicine, University of Bristol, Bristol, UK
| | - Margaret J. Wright
- Queensland Brain Institute, The University of Queensland, Brisbane, Queensland, Australia
| | - Hongyu Zhao
- Department of Biostatistics, Yale School of Public Health & VA CT, New Haven, Connecticut, USA
| | - Hans M. Koot
- Vrije Universiteit Amsterdam, Department of Clinical Developmental Psychology, Amsterdam, The Netherlands
| | - Tomas Paus
- Rotman Research Institute, Baycrest, Toronto, Canada
- Psychology and Psychiatry, University of Toronto, Toronto, Canada
- Center for the Developing Brain, Child Mind Institute, New York, New York, USA
| | - John K. Hewitt
- Institute for Behavioral Genetics, Department of Psychology and Neuroscience, University of Colorado Boulder, Boulder, Colorado, USA
| | - Marta Ribasés
- Psychiatric Genetics Unit, Group of Psychiatry, Mental Health and Addiction, Vall d’Hebron Research Institute (VHIR), Universitat Autònoma de Barcelona, Barcelona, Catalonia, Spain
- Department of Psychiatry, Hospital Universitari Vall d’Hebron, Barcelona, Spain
- Biomedical Network Research Centre on Mental Health (CIBERSAM), Instituto de Salud Carlos III, Madrid, Spain
| | - Anu Loukola
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, Finland
| | - Marco P. Boks
- Department of Psychiatry, Brain Center Rudolf Magnus, University Medical Center Utrecht, Utrecht, The Netherlands
| | - Harold Snieder
- Department of Epidemiology, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - Marcus R. Munafò
- MRC Integrative Epidemiology Unit (IEU), University of Bristol, Bristol, UK
- UK Centre for Tobacco and Alcohol Studies, School of Experimental Psychology, University of Bristol, Bristol, UK
| | - Joel Gelernter
- Psychiatry, Genetics, & Neuroscience, Yale University School of Medicine & VA CT, West Haven, Connecticut, USA
| | - Dorret I. Boomsma
- Department of Biological Psychology/Netherlands Twin Register, VU University, Amsterdam, The Netherlands
| | - Nicholas G. Martin
- Genetic Epidemiology, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | - Nathan A. Gillespie
- Genetic Epidemiology, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
- Department of Psychiatry, Virginia Institute for Psychiatric and Behavior Genetics, Virginia Commonwealth University, Richmond, Virginia, USA
| | - Jacqueline M. Vink
- Behavioral Science Institute, Radboud University, Nijmegen, The Netherlands
| | - Eske M. Derks
- Department of Psychiatry, Academic Medical Centre, Amsterdam, The Netherlands
- Translational Neurogenomics group, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
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21
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Curry I, Trim RS, Brown SA, Hopfer CJ, Stallings MC, Wall TL. Positive expectancies mediate the association between sensation seeking and marijuana outcomes in at-risk young adults: A test of the acquired preparedness model. Am J Addict 2018; 27:10.1111/ajad.12754. [PMID: 29873863 PMCID: PMC6281840 DOI: 10.1111/ajad.12754] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2018] [Revised: 05/01/2018] [Accepted: 05/17/2018] [Indexed: 11/28/2022] Open
Abstract
BACKGROUND AND OBJECTIVES The acquired preparedness model (APM) integrates personality trait research and psychosocial learning, which are theorized to ultimately increase risk for problematic substance use outcomes. METHODS The present study uses the APM to examine the potential mediational role of positive and negative expectancies on the relationship between impulsivity and two marijuana outcomes (ie, frequency of use and marijuana use disorder [MUD] symptom count) among an at-risk sample of young adults with history of antisocial behavior and substance use in adolescence and their siblings (n = 312). RESULTS Results suggest a significant indirect effect of sensation seeking on recent marijuana use through positive marijuana expectancies. There also was a significant indirect effect of sensation seeking on past-year MUD symptoms through positive expectancies. No significant indirect effects through negative expectancies were found for either outcome. DISCUSSION AND CONCLUSIONS Our findings are consistent with the APM and suggest that higher sensation seeking is related to increased positive beliefs about marijuana outcomes, which is related to higher marijuana use and more MUD symptoms. SCIENTIFIC SIGNIFICANCE These findings suggest that positive expectancies are an important risk factor for marijuana use and misuse, particularly for at-risk individuals with elevated rates of sensation seeking. Positive marijuana expectancies may be important to address in interventions for at-risk individuals. (Am J Addict 2018;XX:1-6).
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Affiliation(s)
- Inga Curry
- V.A. San Diego Healthcare System, La Jolla, United States
- Department of Psychiatry, University of California, San Diego, United States
| | - Ryan S. Trim
- V.A. San Diego Healthcare System, La Jolla, United States
- Department of Psychiatry, University of California, San Diego, United States
| | - Sandra A. Brown
- Department of Psychiatry, University of California, San Diego, United States
| | | | - Michael C. Stallings
- Institute for Behavioral Genetics, University of Colorado, Boulder, United States
| | - Tamara L. Wall
- V.A. San Diego Healthcare System, La Jolla, United States
- Department of Psychiatry, University of California, San Diego, United States
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22
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Bartels K, Fernandez-Bustamante A, McWilliams SK, Hopfer CJ, Mikulich-Gilbertson SK. Long-term opioid use after inpatient surgery - A retrospective cohort study. Drug Alcohol Depend 2018; 187:61-65. [PMID: 29627407 PMCID: PMC5991834 DOI: 10.1016/j.drugalcdep.2018.02.013] [Citation(s) in RCA: 37] [Impact Index Per Article: 6.2] [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: 12/18/2017] [Revised: 02/09/2018] [Accepted: 02/13/2018] [Indexed: 11/17/2022]
Abstract
BACKGROUND Knowledge of incidence and risk factors for long-term opioid prescribing is critical for surgical patients. In this retrospective cohort study, we linked information available at the time of surgery with prescription data to ascertain characteristics associated with prolonged opioid therapy. METHODS Patients (n = 6003) with claims in the Colorado All Payer Claims Database (APCD) were matched with 20,501 encounters in a clinical database. Rates of prescription filling were defined by at least one monthly opioid claim relative to the date of surgery. Associations of variables with claims during months 2-6 post-operatively ("long-term prescription filling") were evaluated, and significant variables were jointly modeled using binomial regression. RESULTS Rates of patients filling opioid prescriptions preoperatively [month (M) relative to date of surgery] were 22%(-3 M), 24%(-2 M), and 27%(-1 M); after surgery, opioid fill rates were 62%(1 M), 28%(2 M), 24%(3), 24%(4 M), 23%(5 M), and 22%(6 M). The majority, 71-76%, of patients filling prescriptions in months 2-6 after surgery had also filled before surgery. In the binomial regression model, long-term opioid use was associated with prior opioid use (p < 0.0001), age ≥26 to <65 relative to age ≥ 65 (p < 0.0001), orthopedic surgery (p = 0.001), colorectal surgery (p = 0.003), multiple procedures (p < 0.0001), and worse physical status classification (p < 0.0001). CONCLUSIONS Patients who had filled opioid prescriptions preoperatively comprised the majority of the group who filled long-term prescriptions. Surgical procedures were associated with discontinuation of previous opioid prescribing in some patients. For others, surgery marked the initiation of prolonged opioid therapy. Surgical encounters should include interventions aimed to reduce long-term opioid use.
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Affiliation(s)
- Karsten Bartels
- Department of Anesthesiology, University of Colorado, School of Medicine, 13001 East 17th Place, Aurora, CO, 80045, USA; Department of Psychiatry, Division of Substance Dependence, University of Colorado, School of Medicine, 13001 East 17th Place, Aurora, CO, 80045, USA.
| | - Ana Fernandez-Bustamante
- Department of Anesthesiology, University of Colorado, School of Medicine, 13001 East 17th Place, Aurora, CO, 80045, USA
| | - Shannon K McWilliams
- Department of Psychiatry, Division of Substance Dependence, University of Colorado, School of Medicine, 13001 East 17th Place, Aurora, CO, 80045, USA
| | - Christian J Hopfer
- Department of Psychiatry, Division of Substance Dependence, University of Colorado, School of Medicine, 13001 East 17th Place, Aurora, CO, 80045, USA
| | - Susan K Mikulich-Gilbertson
- Department of Psychiatry, Division of Substance Dependence, University of Colorado, School of Medicine, 13001 East 17th Place, Aurora, CO, 80045, USA; Department of Biostatistics and Informatics, University of Colorado, School of Public Health, Anschutz Medical Campus, 13001 East 17th Place, Aurora, CO, 80045, USA
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23
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Curry I, Luk JW, Trim RS, Hopfer CJ, Hewitt JK, Stallings MC, Brown SA, Wall TL. Impulsivity Dimensions and Risky Sex Behaviors in an At-Risk Young Adult Sample. Arch Sex Behav 2018; 47:529-536. [PMID: 28884246 PMCID: PMC6067112 DOI: 10.1007/s10508-017-1054-x] [Citation(s) in RCA: 27] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/07/2017] [Revised: 07/28/2017] [Accepted: 08/01/2017] [Indexed: 05/10/2023]
Abstract
Impulsivity is a personality-based risk factor that has been well studied in relation to risky sexual behavior. Recent conceptualizations of impulsivity have proposed multidimensional facets comprised of premeditation, perseverance, sensation seeking, negative urgency, and positive urgency (UPPS-P model). Prior studies have found that these facets are associated with risky sexual behavior in adolescent and college student samples, but no prior studies have evaluated them in clinical samples. The current study examined how impulsivity-related traits related to two different risky sexual behaviors in a clinical sample of at-risk young adults who had both conduct disorder and substance use disorder symptoms as adolescents (n = 529). Lack of premeditation was also tested as a moderator of the relationship between facets of impulsivity and both risky sex outcomes. Results demonstrated that sensation seeking, negative urgency, and positive urgency were correlated with risky sex behaviors. Additionally, multiple regression analyses indicated that sensation seeking was uniquely associated with the number of sexual partners in the past 5 years, whereas positive urgency was uniquely associated with unprotected sex while under the influence. Finally, a significant interaction between lack of premeditation and negative urgency suggests that at-risk young adults with both high negative urgency and lack of premeditation were the likeliest to have the most sexual partners in the past 5 years. This study adds to the current understanding of the relationship between reward- and affect-driven facets of impulsivity and risky sexual behaviors and may lend utility to the development of interventions for at-risk populations.
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Affiliation(s)
- Inga Curry
- V.A. San Diego Healthcare System, La Jolla, San Diego, CA, USA
- Department of Psychiatry, University of California, San Diego, 3350 La Jolla Village Drive (116B), San Diego, CA, 92161, USA
| | - Jeremy W Luk
- Department of Psychiatry, University of California, San Diego, 3350 La Jolla Village Drive (116B), San Diego, CA, 92161, USA
- Health Behavior Branch, Division of Intramural Population Health Research, Eunice Kennedy Shriver National Institute of Child Health and Human Development, Bethesda, MD, USA
| | - Ryan S Trim
- V.A. San Diego Healthcare System, La Jolla, San Diego, CA, USA
- Department of Psychiatry, University of California, San Diego, 3350 La Jolla Village Drive (116B), San Diego, CA, 92161, USA
| | - Christian J Hopfer
- Department of Psychiatry, University of Colorado, Denver, Denver, CO, USA
| | - John K Hewitt
- Institute for Behavioral Genetics, University of Colorado, Boulder, Boulder, CO, USA
| | - Michael C Stallings
- Institute for Behavioral Genetics, University of Colorado, Boulder, Boulder, CO, USA
| | - Sandra A Brown
- Department of Psychiatry, University of California, San Diego, 3350 La Jolla Village Drive (116B), San Diego, CA, 92161, USA
| | - Tamara L Wall
- V.A. San Diego Healthcare System, La Jolla, San Diego, CA, USA.
- Department of Psychiatry, University of California, San Diego, 3350 La Jolla Village Drive (116B), San Diego, CA, 92161, USA.
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24
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Kim J, Coors ME, Young SE, Raymond KM, Hopfer CJ, Wall TL, Corley RP, Brown SA, Sakai JT. Cannabis use disorder and male sex predict medical cannabis card status in a sample of high risk adolescents. Drug Alcohol Depend 2018; 183:25-33. [PMID: 29223914 PMCID: PMC6043896 DOI: 10.1016/j.drugalcdep.2017.11.007] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/28/2017] [Revised: 11/21/2017] [Accepted: 11/25/2017] [Indexed: 01/21/2023]
Abstract
OBJECTIVE To examine if a substance use disorder (SUD), especially cannabis use disorder in adolescence, predicts future medical cannabis card status among high-risk youth. METHODS Data collection occurred in Denver and San Diego. We recruited adolescents, with or at high risk for SUD and conduct problems (hereafter probands) and their siblings (n=654). Baseline (Wave 1) assessments took place between 1999 and 2008, and follow-up (Wave 2) took place between 2010 and 2013. In initial bivariate analyses, we examined whether baseline DSM-IV cannabis abuse/dependence (along with other potential predictors) was associated with possessing a medical cannabis card in young adulthood (Wave 2). Significant predictors were then included in a multiple binomial regression. Self-reported general physical health was also evaluated at both time points. Finally, within Wave 2, we tested whether card status was associated with concurrent substance dependence. RESULTS About 16% of the sample self-reported having a medical cannabis card at follow-up. Though bivariate analyses demonstrated that multiple predictors were significantly associated with Wave 2 card status, in our multiple binomial regression only cannabis abuse/dependence and male sex remained significant. At Wave 2, those with a medical cannabis card were significantly more likely to endorse criteria for concurrent cannabis dependence. There was no significant difference in self-reported general physical health. CONCLUSIONS Cannabis abuse/dependence and male sex positively predicted future medical cannabis card holder status among a sample of high risk adolescents. Physicians conducting evaluations for medical cannabis cards should carefully evaluate and consider past and concurrent cannabis addiction.
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Affiliation(s)
- Janet Kim
- University of Colorado School of Medicine, 13001 E 17th Place, Aurora, CO, United States, 80045-2559
| | - Marilyn E. Coors
- University of Colorado School of Medicine, 13001 E 17th Place, Aurora, CO, United States, 80045-2559
| | - Susan E. Young
- University of Colorado School of Medicine, 13001 E 17th Place, Aurora, CO, United States, 80045-2559
| | - Kristen M. Raymond
- University of Colorado School of Medicine, 13001 E 17th Place, Aurora, CO, United States, 80045-2559
| | - Christian J. Hopfer
- University of Colorado School of Medicine, 13001 E 17th Place, Aurora, CO, United States, 80045-2559
| | - Tamara L. Wall
- University of California San Diego, 9500 Gilman Drive, La Jolla, CA, United States, 92093-0001
| | - Robin P. Corley
- University of Colorado, Boulder, I.B.G. 447 UCB, 1480 30th St, Boulder CO, United States, 80309-0447
| | - Sandra A. Brown
- University of California San Diego, 9500 Gilman Drive, La Jolla, CA, United States, 92093-0001
| | - Joseph T. Sakai
- University of Colorado School of Medicine, 13001 E 17th Place, Aurora, CO, United States, 80045-2559
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25
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Stringer S, Minică CC, Verweij KJ, Mbarek H, Bernard M, Derringer J, van Eijk KR, Isen JD, Loukola A, Maciejewski DF, Mihailov E, van der Most PJ, Sánchez-Mora C, Roos L, Sherva R, Walters R, Ware JJ, Abdellaoui A, Bigdeli TB, Branje SJ, Brown SA, Bruinenberg M, Casas M, Esko T, Garcia-Martinez I, Gordon SD, Harris JM, Hartman CA, Henders AK, Heath AC, Hickie IB, Hickman M, Hopfer CJ, Hottenga JJ, Huizink AC, Irons DE, Kahn RS, Korhonen T, Kranzler HR, Krauter K, van Lier PA, Lubke GH, Madden PA, Mägi R, McGue MK, Medland SE, Meeus WH, Miller MB, Montgomery GW, Nivard MG, Nolte IM, Oldehinkel AJ, Pausova Z, Qaiser B, Quaye L, Ramos-Quiroga JA, Richarte V, Rose RJ, Shin J, Stallings MC, Stiby AI, Wall TL, Wright MJ, Koot HM, Paus T, Hewitt JK, Ribasés M, Kaprio J, Boks MP, Snieder H, Spector T, Munafò MR, Metspalu A, Gelernter J, Boomsma DI, Iacono WG, Martin NG, Gillespie NA, Derks EM, Vink JM. Erratum to "Short communication: Genetic association between schizophrenia and cannabis use" [Drug Alcohol Depend. 171 (2017) 117-121]. Drug Alcohol Depend 2017; 173:e1-e2. [PMID: 28283211 PMCID: PMC6380510 DOI: 10.1016/j.drugalcdep.2017.02.001] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
Affiliation(s)
- Sven Stringer
- Department of Complex Trait Genetics, VU Amsterdam, Center for Neurogenomics and Cognitive Research,
Amsterdam, The Netherlands,Department of Psychiatry, Academic Medical Centre, Amsterdam, The Netherlands
| | - Camelia C. Minică
- Department of Biological Psychology/Netherlands Twin Register, VU University, Amsterdam, The
Netherlands
| | - Karin J.H. Verweij
- Department of Biological Psychology/Netherlands Twin Register, VU University, Amsterdam, The
Netherlands,Neuroscience Campus Amsterdam, Amsterdam, The Netherlands,VU University, Department of Developmental Psychology and EMGO Institute for Health and Care Research,
Amsterdam, The Netherlands
| | - Hamdi Mbarek
- Department of Biological Psychology/Netherlands Twin Register, VU University, Amsterdam, The
Netherlands
| | - Manon Bernard
- The Hospital for Sick Children Research Institute, Toronto, Canada
| | - Jaime Derringer
- Department of Psychology, University of Illinois Urbana-Champaign, Champaign, Illinois, USA
| | - Kristel R. van Eijk
- Department of Human Neurogenetics, Brain Center Rudolf Magnus, University Medical Center Utrecht, Utrecht,
The Netherlands
| | - Joshua D. Isen
- Department of Psychology, University of Minnesota, Minneapolis, Minnesota, USA
| | - Anu Loukola
- Department of Public Health, University of Helsinki, Hjelt Institute, Helsinki, Finland
| | - Dominique F. Maciejewski
- VU University, Department of Developmental Psychology and EMGO Institute for Health and Care Research,
Amsterdam, The Netherlands
| | | | - Peter J. van der Most
- Department of Epidemiology, University of Groningen, University Medical Center Groningen, Groningen, The
Netherlands
| | - Cristina Sánchez-Mora
- Psychiatric Genetics Unit, Vall d’Hebron Research Institute (VHIR), Universitat Autònoma de
Barcelona, Barcelona, Spain,Department of Psychiatry, Hospital Universitari Vall d’Hebron, Barcelona, Spain,Biomedical Network Research Centre on Mental Health (CIBERSAM), Barcelona, Spain
| | - Leonie Roos
- Twin Research and Genetic Epidemiology, King’s College London, London, United Kingdom
| | - Richard Sherva
- Biomedical Genetics Department, Boston University School of Medicine, Boston, Massachusetts, USA
| | - Raymond Walters
- Analytic and Translational Genetics Unit, Massachusetts General Hospital, Boston, Massachusetts, USA,Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Massachusetts,
USA,Department of Medicine, Harvard Medical School, Boston, Massachusetts, USA
| | - Jennifer J. Ware
- School of Social and Community Medicine, University of Bristol, Bristol, UK,MRC Integrative Epidemiology Unit (IEU), University of Bristol, Bristol, UK
| | - Abdel Abdellaoui
- Department of Biological Psychology/Netherlands Twin Register, VU University, Amsterdam, The
Netherlands
| | - Timothy B. Bigdeli
- Department of Psychiatry, Virginia Institute for Psychiatric and Behavior Genetics, Virginia Commonwealth
University, Richmond, Virginia, USA
| | - Susan J.T. Branje
- Research Centre Adolescent Development, Utrecht University, Utrecht, the Netherlands
| | - Sandra A. Brown
- Department of Psychology and Psychiatry, University of California San Diego, La Jolla, California,
USA
| | - Marcel Bruinenberg
- The LifeLines Cohort Study, University of Groningen, Groningen, The Netherlands
| | - Miguel Casas
- 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
| | - Tõnu Esko
- Estonian Genome Center, University of Tartu, Tartu, Estonia
| | - Iris Garcia-Martinez
- Psychiatric Genetics Unit, Vall d’Hebron Research Institute (VHIR), Universitat Autònoma de
Barcelona, Barcelona, Spain,Department of Psychiatry, Hospital Universitari Vall d’Hebron, Barcelona, Spain
| | - Scott D. Gordon
- Genetic Epidemiology, Molecular Epidemiology and Neurogenetics Laboratories, QIMR Berghofer Medical
Research Institute, Brisbane, Queensland, Australia
| | - Juliette M. Harris
- Twin Research and Genetic Epidemiology, King’s College London, London, United Kingdom
| | - Catharina A. Hartman
- Department of Psychiatry, University of Groningen, University Medical Center Groningen, Groningen, The
Netherlands
| | - Anjali K. Henders
- Genetic Epidemiology, Molecular Epidemiology and Neurogenetics Laboratories, QIMR Berghofer Medical
Research Institute, Brisbane, Queensland, Australia
| | - Andrew C. Heath
- Department of Psychiatry, Washington University School of Medicine, St Louis, Missouri, USA
| | - Ian B. Hickie
- Brain & Mind Research Institute, University of Sydney, Sydney, NSW, Australia
| | - Matthew Hickman
- School of Social and Community Medicine, University of Bristol, Bristol, UK
| | - Christian J. Hopfer
- Department of Psychiatry, University of Colorado Denver, Aurora, Colorado, USA
| | - Jouke Jan Hottenga
- Department of Biological Psychology/Netherlands Twin Register, VU University, Amsterdam, The
Netherlands
| | - Anja C. Huizink
- VU University, Department of Developmental Psychology and EMGO Institute for Health and Care Research,
Amsterdam, The Netherlands
| | - Daniel E. Irons
- Department of Psychology, University of Minnesota, Minneapolis, Minnesota, USA
| | - René S. Kahn
- Department of Human Neurogenetics, Brain Center Rudolf Magnus, University Medical Center Utrecht, Utrecht,
The Netherlands
| | - Tellervo Korhonen
- Department of Public Health, University of Helsinki, Hjelt Institute, Helsinki, Finland,University of Eastern Finland, Institute of Public Health & Clinical Nutrition, Kuopio, Finland,Department of Mental Health and Substance Abuse Services, National Institute for Health and Welfare,
Helsinki, Finland
| | - Henry R. Kranzler
- Department of Psychiatry, University of Pennsylvania Perelman School of Medicine, Philadelphia, USA
| | - Ken Krauter
- Department of Molecular, Cellular and Developmental Biology, University of Colorado Boulder, Boulder,
Colorado, USA
| | - Pol A.C. van Lier
- VU University, Department of Developmental Psychology and EMGO Institute for Health and Care Research,
Amsterdam, The Netherlands
| | - Gitta H. Lubke
- Department of Biological Psychology/Netherlands Twin Register, VU University, Amsterdam, The
Netherlands,Department of Psychology, University of Notre Dame, Notre Dame, Indiana, USA
| | - Pamela A.F. Madden
- Department of Psychiatry, Washington University School of Medicine, St Louis, Missouri, USA
| | - Reedik Mägi
- Estonian Genome Center, University of Tartu, Tartu, Estonia
| | - Matt K. McGue
- Department of Psychology, University of Minnesota, Minneapolis, Minnesota, USA
| | - Sarah E. Medland
- Genetic Epidemiology, Molecular Epidemiology and Neurogenetics Laboratories, QIMR Berghofer Medical
Research Institute, Brisbane, Queensland, Australia
| | - Wim H.J. Meeus
- Research Centre Adolescent Development, Utrecht University, Utrecht, the Netherlands,Developmental Psychology, Tilburg University, Tilburg, The Netherlands
| | - Michael B. Miller
- Department of Psychology, University of Minnesota, Minneapolis, Minnesota, USA
| | - Grant W. Montgomery
- Genetic Epidemiology, Molecular Epidemiology and Neurogenetics Laboratories, QIMR Berghofer Medical
Research Institute, Brisbane, Queensland, Australia
| | - Michel G. Nivard
- Department of Biological Psychology/Netherlands Twin Register, VU University, Amsterdam, The
Netherlands
| | - Ilja M. Nolte
- Department of Epidemiology, University of Groningen, University Medical Center Groningen, Groningen, The
Netherlands
| | - Albertine J. Oldehinkel
- Interdisciplinary Center for Pathology and Emotion Regulation, University of Groningen, University Medical
Center Groningen, Groningen, The Netherlands
| | - Zdenka Pausova
- The Hospital for Sick Children Research Institute, Toronto, Canada,Physiology and Nutritional Sciences, University of Toronto, Toronto, Canada
| | - Beenish Qaiser
- Department of Public Health, University of Helsinki, Hjelt Institute, Helsinki, Finland
| | - Lydia Quaye
- Twin Research and Genetic Epidemiology, King’s College London, London, United Kingdom
| | - Josep A. Ramos-Quiroga
- Department of Psychiatry, Hospital Universitari Vall d’Hebron, Barcelona, Spain,Biomedical Network Research Centre on Mental Health (CIBERSAM), Barcelona, Spain,Department of Psychiatry and Legal Medicine, Universitat Autònoma de Barcelona, Barcelona,
Spain
| | - Vanesa Richarte
- Department of Psychiatry, Hospital Universitari Vall d’Hebron, Barcelona, Spain
| | - Richard J. Rose
- Department of Psychological & Brain Sciences, Indiana University Bloomington, Bloomington, Indiana,
USA
| | - Jean Shin
- The Hospital for Sick Children Research Institute, Toronto, Canada
| | - Michael C. Stallings
- Institute for Behavioral Genetics, Department of Psychology and Neuroscience, University of Colorado
Boulder, Boulder, Colorado, USA
| | - Alex I. Stiby
- School of Social and Community Medicine, University of Bristol, Bristol, UK
| | - Tamara L. Wall
- Department of Psychiatry, University of California San Diego, La Jolla, California, USA
| | - Margaret J. Wright
- Genetic Epidemiology, Molecular Epidemiology and Neurogenetics Laboratories, QIMR Berghofer Medical
Research Institute, Brisbane, Queensland, Australia
| | - Hans M. Koot
- VU University, Department of Developmental Psychology and EMGO Institute for Health and Care Research,
Amsterdam, The Netherlands
| | - Tomas Paus
- Rotman Research Institute, Baycrest, Toronto, Canada,Psychology and Psychiatry, University of Toronto, Toronto, Canada,Center for the Developing Brain, Child Mind Institute, New York, USA
| | - John K. Hewitt
- Institute for Behavioral Genetics, Department of Psychology and Neuroscience, University of Colorado
Boulder, Boulder, Colorado, USA
| | - Marta Ribasés
- Psychiatric Genetics Unit, Vall d’Hebron Research Institute (VHIR), Universitat Autònoma de
Barcelona, Barcelona, Spain,Department of Psychiatry, Hospital Universitari Vall d’Hebron, Barcelona, Spain,Biomedical Network Research Centre on Mental Health (CIBERSAM), Barcelona, Spain
| | - Jaakko Kaprio
- Department of Public Health, University of Helsinki, Hjelt Institute, Helsinki, Finland,Department of Mental Health and Substance Abuse Services, National Institute for Health and Welfare,
Helsinki, Finland,Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, Finland
| | - Marco P. Boks
- Department of Human Neurogenetics, Brain Center Rudolf Magnus, University Medical Center Utrecht, Utrecht,
The Netherlands
| | - Harold Snieder
- Department of Epidemiology, University of Groningen, University Medical Center Groningen, Groningen, The
Netherlands
| | - Tim Spector
- Twin Research and Genetic Epidemiology, King’s College London, London, United Kingdom
| | - Marcus R. Munafò
- School of Social and Community Medicine, University of Bristol, Bristol, UK,UK Centre for Tobacco and Alcohol Studies and School of Experimental Psychology, University of Bristol,
Bristol, UK
| | | | - Joel Gelernter
- Psychiatry, Genetics, & Neurobiology, Yale University School of Medicine & VA CT, West Haven,
Connecticut, USA
| | - Dorret I. Boomsma
- Department of Biological Psychology/Netherlands Twin Register, VU University, Amsterdam, The
Netherlands,Neuroscience Campus Amsterdam, Amsterdam, The Netherlands
| | - William G. Iacono
- Department of Psychology, University of Minnesota, Minneapolis, Minnesota, USA
| | - Nicholas G. Martin
- Genetic Epidemiology, Molecular Epidemiology and Neurogenetics Laboratories, QIMR Berghofer Medical
Research Institute, Brisbane, Queensland, Australia
| | - Nathan A. Gillespie
- Department of Psychiatry, Virginia Institute for Psychiatric and Behavior Genetics, Virginia Commonwealth
University, Richmond, Virginia, USA,Genetic Epidemiology, Molecular Epidemiology and Neurogenetics Laboratories, QIMR Berghofer Medical
Research Institute, Brisbane, Queensland, Australia
| | - Eske M. Derks
- Department of Psychiatry, Academic Medical Centre, Amsterdam, The Netherlands
| | - Jacqueline M. Vink
- Department of Biological Psychology/Netherlands Twin Register, VU University, Amsterdam, The
Netherlands,Behavioural Science Institute, Radboud University, Nijmegen, The Netherlands
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26
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Luk JW, Trim RS, Karyadi KA, Curry I, Hopfer CJ, Hewitt JK, Stallings MC, Brown SA, Wall TL. Unique and interactive effects of impulsivity facets on reckless driving and driving under the influence in a high-risk young adult sample. Pers Individ Dif 2017; 114:42-47. [PMID: 29038610 DOI: 10.1016/j.paid.2017.03.048] [Citation(s) in RCA: 22] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
Risky driving behaviors are disproportionately high among young adults and impulsivity is a robust risk factor. Recent conceptualizations have proposed multidimensional facets of impulsivity comprised of negative urgency, premeditation, perseverance, sensation seeking, and positive urgency (UPPS-P model). Prior studies have found these facets are associated with risky driving behaviors in college student samples, but no prior studies have examined these facets in clinical samples. This study examined the unique and interactive effects of UPPS-P impulsivity facets on past-year risky driving behaviors in a sample of high-risk young adults (ages 18-30 years) with a history of substance use and antisocial behavior and their siblings (n=1,100). Multilevel Poisson regressions indicated that sensation seeking and negative urgency were uniquely and positively associated with both frequency of past-year reckless driving and driving under the influence. Moreover, lack of premeditation was uniquely and positively associated with reckless driving, whereas lack of perseverance was uniquely and positively associated with driving under the influence. Furthermore, lack of premeditation moderated and strengthened the positive association between sensation seeking and driving under the influence. These study findings suggest that assessing multiple facets of trait impulsivity could facilitate targeted prevention efforts among young adults with a history of externalizing psychopathology.
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Affiliation(s)
- Jeremy W Luk
- Health Behavior Branch, Division of Intramural Population Health Research, Eunice Kennedy Shriver National Institute of Child Health and Human Development, Bethesda, Maryland, USA
- Department of Psychiatry, University of California, San Diego, USA
| | - Ryan S Trim
- Department of Psychiatry, University of California, San Diego, USA
- V.A. San Diego Health System, La Jolla, USA
| | - Kenny A Karyadi
- Department of Psychology, Patton State Hospital, Patton, USA
| | - Inga Curry
- Department of Psychiatry, University of California, San Diego, USA
- V.A. San Diego Health System, La Jolla, USA
| | | | - John K Hewitt
- Institute for Behavioral Genetics, University of Colorado, Boulder, USA
| | | | - Sandra A Brown
- Department of Psychiatry, University of California, San Diego, USA
| | - Tamara L Wall
- Department of Psychiatry, University of California, San Diego, USA
- V.A. San Diego Health System, La Jolla, USA
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27
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Luk JW, Worley MJ, Winiger E, Trim RS, Hopfer CJ, Hewitt JK, Brown SA, Wall TL. Risky driving and sexual behaviors as developmental outcomes of co-occurring substance use and antisocial behavior. Drug Alcohol Depend 2016; 169:19-25. [PMID: 27750183 PMCID: PMC5140786 DOI: 10.1016/j.drugalcdep.2016.10.006] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.6] [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: 06/22/2016] [Revised: 09/30/2016] [Accepted: 10/03/2016] [Indexed: 11/18/2022]
Abstract
PURPOSE To examine the associations between substance use and antisocial behavior trajectories and seven risky behaviors over time. METHOD Data were collected from a high-risk sample of adolescents followed into young adulthood. Five trajectory classes, identified based on dual development of substance use and antisocial behavior symptoms, were used to predict three risky driving and four risky sexual behaviors. RESULTS In this high-risk sample (n=530), participants reported notably high overall rates of reckless driving (55.5%) and unprotected sex under the influence (44.8%) in the past year. Risky behaviors that are typically of low base rates in population-based studies were also elevated, with 8.8% reporting past-year driving under the influence (DUI) charge, 17.6% reporting lifetime sexually transmitted infection (STI), and 10.4% reporting lifetime injection drug use. The Dual Chronic class had the highest levels of all seven risky behaviors, and were 3-4 times more likely to report risky driving, lifetime STI, and injection drug use than the Relatively Resolved class. Rates of past-year reckless driving and DUI were elevated among classes with persistent antisocial behavior, whereas rates of DUI, DUI charge, and unprotected sex under the influence were elevated among classes with persistent substance use. CONCLUSIONS Young adults with persistent co-occurring substance use and antisocial behavior engage in multiple very costly risky behaviors. Differential associations between risky behaviors and trajectory classes highlight the need for targeted interventions.
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Affiliation(s)
- Jeremy W Luk
- Department of Psychiatry, University of California, San Diego, United States.
| | - Matthew J Worley
- Department of Psychiatry, University of California, San Diego, United States; V.A. San Diego Health System, La Jolla, United States
| | - Evan Winiger
- Department of Psychiatry, University of California, San Diego, United States
| | - Ryan S Trim
- Department of Psychiatry, University of California, San Diego, United States; V.A. San Diego Health System, La Jolla, United States
| | | | - John K Hewitt
- Institute for Behavioral Genetics, University of Colorado, Boulder, United States
| | - Sandra A Brown
- Department of Psychiatry, University of California, San Diego, United States
| | - Tamara L Wall
- Department of Psychiatry, University of California, San Diego, United States; V.A. San Diego Health System, La Jolla, United States.
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28
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Melroy-Greif WE, Vadasz C, Kamens HM, McQueen MB, Corley RP, Stallings MC, Hopfer CJ, Krauter KS, Brown SA, Hewitt JK, Ehringer MA. Test for association of common variants in GRM7 with alcohol consumption. Alcohol 2016; 55:43-50. [PMID: 27788777 DOI: 10.1016/j.alcohol.2015.10.005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/05/2014] [Revised: 10/27/2015] [Accepted: 10/27/2015] [Indexed: 10/21/2022]
Abstract
Recent work using a mouse model has identified the glutamate metabotropic receptor 7 (Grm7) gene as a strong candidate gene for alcohol consumption. Although there has been some work examining the effect of human glutamate metabotropic receptor 7 (GRM7) polymorphisms on human substance use disorders, the majority of the work has focused on other psychiatric disorders such as ADHD, major depressive disorder, schizophrenia, bipolar disorder, panic disorder, and autism spectrum disorders. The current study aimed to evaluate evidence for association between GRM7 and alcohol behaviors in humans using a single nucleotide polymorphism (SNP) approach, as well as a gene-based approach. Using 1803 non-Hispanic European Americans (EAs) (source: the Colorado Center on Antisocial Drug Dependence [CADD]) and 1049 EA subjects from an independent replication sample (source: the Genetics of Antisocial Drug Dependence [GADD]), two SNPs in GRM7 were examined for possible association with alcohol consumption using two family-based association tests implemented in FBAT and QTDT. Rs3749380 was suggestively associated with alcohol consumption in the CADD sample (p = 0.010) with the minor T allele conferring risk. There was no evidence for association in the GADD sample. A gene-based test using four Genome-Wide Association Studies (GWAS) revealed no association between variation in GRM7 and alcohol consumption. This study had several limitations: the SNPs chosen likely do not tag expression quantitative trait loci; a human alcohol consumption phenotype was used, complicating the interpretation with respect to rodent studies that found evidence for a cis-regulatory link between alcohol preference and Grm7; and only common SNPs imputed in all four datasets were included in the gene-based test. These limitations highlight the fact that rare variants, some potentially important common signals in the gene, and regions farther upstream were not examined.
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29
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Sakai JT, Mikulich-Gilbertson SK, Young SE, Rhee SH, McWilliams SK, Dunn R, Salomonsen-Sautel S, Thurstone C, Hopfer CJ. Adolescent Male Conduct-Disordered Patients in Substance Use Disorder Treatment: Examining the "Limited Prosocial Emotions" Specifier. J Child Adolesc Subst Abuse 2016; 25:613-625. [PMID: 28979087 DOI: 10.1080/1067828x.2016.1175983] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [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: 10/21/2022]
Abstract
To our knowledge, this is the first study to examine the DSM-5-defined conduct disorder (CD) with limited prosocial emotions (LPE) among adolescents in substance use disorder (SUD) treatment, despite the high rates of CD in this population. We tested previously published methods of LPE categorization in a sample of male conduct-disordered patients in SUD treatment (n=196). CD with LPE patients did not demonstrate a distinct pattern in terms of demographics or co-morbidity regardless of the categorization method utilized. In conclusion, LPE, as operationalized here, does not identify a distinct subgroup of patients based on psychiatric comorbidity, SUD diagnoses, or demographics.
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Affiliation(s)
- Joseph T Sakai
- Division of Substance Dependence, Department of Psychiatry, School of Medicine, University of Colorado Denver
| | - Susan K Mikulich-Gilbertson
- Division of Substance Dependence, Department of Psychiatry, School of Medicine, University of Colorado Denver
| | - Susan E Young
- Division of Substance Dependence, Department of Psychiatry, School of Medicine, University of Colorado Denver
| | - Soo Hyun Rhee
- Department of Psychology and Neuroscience and Institute for Behavioral Genetics, University of Colorado Boulder
| | - Shannon K McWilliams
- Division of Substance Dependence, Department of Psychiatry, School of Medicine, University of Colorado Denver
| | - Robin Dunn
- Department of Orthopedics, School of Medicine, University of Colorado
| | - Stacy Salomonsen-Sautel
- Division of Substance Dependence, Department of Psychiatry, School of Medicine, University of Colorado Denver
| | - Christian Thurstone
- Division of Substance Dependence, Department of Psychiatry, School of Medicine, University of Colorado Denver, Denver Health & Hospital Authority
| | - Christian J Hopfer
- Division of Substance Dependence, Department of Psychiatry, School of Medicine, University of Colorado Denver
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30
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Choi TK, Worley MJ, Trim RS, Howard D, Brown SA, Hopfer CJ, Hewitt JK, Wall TL. Effect of adolescent substance use and antisocial behavior on the development of early adulthood depression. Psychiatry Res 2016; 238:143-149. [PMID: 27086224 PMCID: PMC5094832 DOI: 10.1016/j.psychres.2016.02.036] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [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: 06/02/2015] [Revised: 02/05/2016] [Accepted: 02/16/2016] [Indexed: 11/24/2022]
Abstract
Major depressive disorder (MDD) is a prevalent and frequently comorbid psychiatric disorder. This study evaluates the development of depressive symptoms, MDD diagnosis, and suicidal ideation in a high-risk sample (N=524) diagnosed with conduct disorder (CD) and substance use disorder (SUD) symptoms as youth and re-assessed approximately 6.5 years later. Dual trajectory classes of both alcohol and other drug use (AOD) and antisocial behavior (ASB), previously identified using latent class growth analyses (LCGA), were used to predict depression outcomes. The Dual Chronic, Increasing AOD/Persistent ASB, and Decreasing Drugs/Persistent ASB classes had higher past-week depression scores, more past-year MDD symptoms, and were more likely to have past-year MDD than the Resolved class. The Dual Chronic and Decreasing Drugs/Persistent ASB classes also had more past-year MDD symptoms than the Persistent AOD/Adolescent ASB class. Youth at highest risk for developing or maintaining depression in adulthood had the common characteristic of persistent antisocial behavior. This suggests young adulthood depression is associated more with persistent antisocial behavior than with persistent substance use in comorbid youth. As such, interventions targeting high-risk youth, particularly those with persistent antisocial behavior, are needed to help reduce the risk of severe psychosocial consequences (including risk for suicide) in adulthood.
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Affiliation(s)
- Tai Kiu Choi
- CHA Bundang Medical Center, CHA University Department of Psychiatry, 59 Yatap-ro, Bundang-gu, Seongnam-si, Gyeonggi-do 463-712, Republic of Korea
| | - Matthew J Worley
- University of California, San Diego Department of Psychiatry, 9500 Gilman Drive La Jolla, CA 92093, USA; VA San Diego Healthcare System, 3350 La Jolla Village Drive, 116B, San Diego, CA 92161, USA
| | - Ryan S Trim
- University of California, San Diego Department of Psychiatry, 9500 Gilman Drive La Jolla, CA 92093, USA; VA San Diego Healthcare System, 3350 La Jolla Village Drive, 116B, San Diego, CA 92161, USA
| | - David Howard
- University of California, San Diego Department of Psychiatry, 9500 Gilman Drive La Jolla, CA 92093, USA
| | - Sandra A Brown
- University of California, San Diego Department of Psychiatry, 9500 Gilman Drive La Jolla, CA 92093, USA
| | - Christian J Hopfer
- University of Colorado Denver Department of Psychiatry, 12469 E 17th Place, Bldg 400, Aurora, CO 80045, USA
| | - John K Hewitt
- University of Colorado Institute for Behavioral Genetics, 1480 30th St Boulder, CO 80309, USA
| | - Tamara L Wall
- University of California, San Diego Department of Psychiatry, 9500 Gilman Drive La Jolla, CA 92093, USA; VA San Diego Healthcare System, 3350 La Jolla Village Drive, 116B, San Diego, CA 92161, USA.
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31
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Kamens HM, Corley RP, Richmond PA, Darlington TM, Dowell R, Hopfer CJ, Stallings MC, Hewitt JK, Brown SA, Ehringer MA. Evidence for Association Between Low Frequency Variants in CHRNA6/CHRNB3 and Antisocial Drug Dependence. Behav Genet 2016; 46:693-704. [PMID: 27085880 DOI: 10.1007/s10519-016-9792-4] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2015] [Accepted: 04/05/2016] [Indexed: 11/24/2022]
Abstract
Common SNPs in nicotinic acetylcholine receptor genes (CHRN genes) have been associated with drug behaviors and personality traits, but the influence of rare genetic variants is not well characterized. The goal of this project was to identify novel rare variants in CHRN genes in the Center for Antisocial Drug Dependence (CADD) and Genetics of Antisocial Drug Dependence (GADD) samples and to determine if low frequency variants are associated with antisocial drug dependence. Two samples of 114 and 200 individuals were selected using a case/control design including the tails of the phenotypic distribution of antisocial drug dependence. The capture, sequencing, and analysis of all variants in 16 CHRN genes (CHRNA1-7, 9, 10, CHRNB1-4, CHRND, CHRNG, CHRNE) were performed independently for each subject in each sample. Sequencing reads were aligned to the human reference sequence using BWA prior to variant calling with the Genome Analysis ToolKit (GATK). Low frequency variants (minor allele frequency < 0.05) were analyzed using SKAT-O and C-alpha to examine the distribution of rare variants among cases and controls. In our larger sample, the region containing the CHRNA6/CHRNB3 gene cluster was significantly associated with disease status using both SKAT-O and C-alpha (unadjusted p values <0.05). More low frequency variants in the CHRNA6/CHRNB3 gene region were observed in cases compared to controls. These data support a role for genetic variants in CHRN genes and antisocial drug behaviors.
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Affiliation(s)
- Helen M Kamens
- Department of Biobehavioral Health, Pennsylvania State University, University Park, PA, USA
| | - Robin P Corley
- Institute for Behavioral Genetics, University of Colorado, 447 UCB, Boulder, CO, 80309, USA
| | | | - Todd M Darlington
- Institute for Behavioral Genetics, University of Colorado, 447 UCB, Boulder, CO, 80309, USA
| | - Robin Dowell
- BioFrontiers Institute, University of Colorado, Boulder, CO, USA.,Molecular, Cellular, and Developmental Biology, University of Colorado, Boulder, CO, USA
| | - Christian J Hopfer
- Department of Psychiatry, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
| | - Michael C Stallings
- Institute for Behavioral Genetics, University of Colorado, 447 UCB, Boulder, CO, 80309, USA.,Department of Psychology and Neuroscience, University of Colorado, Boulder, CO, USA
| | - John K Hewitt
- Institute for Behavioral Genetics, University of Colorado, 447 UCB, Boulder, CO, 80309, USA.,Department of Psychology and Neuroscience, University of Colorado, Boulder, CO, USA
| | - Sandra A Brown
- Department of Psychology and Psychiatry, University of California San Diego, San Diego, CA, USA
| | - Marissa A Ehringer
- Institute for Behavioral Genetics, University of Colorado, 447 UCB, Boulder, CO, 80309, USA. .,Department of Integrative Physiology, University of Colorado, Boulder, CO, USA.
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32
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Stringer S, Minică CC, Verweij KJH, Mbarek H, Bernard M, Derringer J, van Eijk KR, Isen JD, Loukola A, Maciejewski DF, Mihailov E, van der Most PJ, Sánchez-Mora C, Roos L, Sherva R, Walters R, Ware JJ, Abdellaoui A, Bigdeli TB, Branje SJT, Brown SA, Bruinenberg M, Casas M, Esko T, Garcia-Martinez I, Gordon SD, Harris JM, Hartman CA, Henders AK, Heath AC, Hickie IB, Hickman M, Hopfer CJ, Hottenga JJ, Huizink AC, Irons DE, Kahn RS, Korhonen T, Kranzler HR, Krauter K, van Lier PAC, Lubke GH, Madden PAF, Mägi R, McGue MK, Medland SE, Meeus WHJ, Miller MB, Montgomery GW, Nivard MG, Nolte IM, Oldehinkel AJ, Pausova Z, Qaiser B, Quaye L, Ramos-Quiroga JA, Richarte V, Rose RJ, Shin J, Stallings MC, Stiby AI, Wall TL, Wright MJ, Koot HM, Paus T, Hewitt JK, Ribasés M, Kaprio J, Boks MP, Snieder H, Spector T, Munafò MR, Metspalu A, Gelernter J, Boomsma DI, Iacono WG, Martin NG, Gillespie NA, Derks EM, Vink JM. Genome-wide association study of lifetime cannabis use based on a large meta-analytic sample of 32 330 subjects from the International Cannabis Consortium. Transl Psychiatry 2016; 6:e769. [PMID: 27023175 PMCID: PMC4872459 DOI: 10.1038/tp.2016.36] [Citation(s) in RCA: 110] [Impact Index Per Article: 13.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/11/2015] [Accepted: 12/21/2015] [Indexed: 01/15/2023] Open
Abstract
Cannabis is the most widely produced and consumed illicit psychoactive substance worldwide. Occasional cannabis use can progress to frequent use, abuse and dependence with all known adverse physical, psychological and social consequences. Individual differences in cannabis initiation are heritable (40-48%). The International Cannabis Consortium was established with the aim to identify genetic risk variants of cannabis use. We conducted a meta-analysis of genome-wide association data of 13 cohorts (N=32 330) and four replication samples (N=5627). In addition, we performed a gene-based test of association, estimated single-nucleotide polymorphism (SNP)-based heritability and explored the genetic correlation between lifetime cannabis use and cigarette use using LD score regression. No individual SNPs reached genome-wide significance. Nonetheless, gene-based tests identified four genes significantly associated with lifetime cannabis use: NCAM1, CADM2, SCOC and KCNT2. Previous studies reported associations of NCAM1 with cigarette smoking and other substance use, and those of CADM2 with body mass index, processing speed and autism disorders, which are phenotypes previously reported to be associated with cannabis use. Furthermore, we showed that, combined across the genome, all common SNPs explained 13-20% (P<0.001) of the liability of lifetime cannabis use. Finally, there was a strong genetic correlation (rg=0.83; P=1.85 × 10(-8)) between lifetime cannabis use and lifetime cigarette smoking implying that the SNP effect sizes of the two traits are highly correlated. This is the largest meta-analysis of cannabis GWA studies to date, revealing important new insights into the genetic pathways of lifetime cannabis use. Future functional studies should explore the impact of the identified genes on the biological mechanisms of cannabis use.
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Affiliation(s)
- S Stringer
- Department of Complex Trait Genetics, VU Amsterdam, Center for Neurogenomics and Cognitive Research, Amsterdam, The Netherlands
- Department of Psychiatry, Academic Medical Centre, Amsterdam, The Netherlands
| | - C C Minică
- Department of Biological Psychology/Netherlands Twin Register, VU University, Amsterdam, The Netherlands
| | - K J H Verweij
- Department of Biological Psychology/Netherlands Twin Register, VU University, Amsterdam, The Netherlands
- Neuroscience Campus Amsterdam, Amsterdam, The Netherlands
- Department of Developmental Psychology and EMGO Institute for Health and Care Research, VU University, Amsterdam, The Netherlands
| | - H Mbarek
- Department of Biological Psychology/Netherlands Twin Register, VU University, Amsterdam, The Netherlands
| | - M Bernard
- The Hospital for Sick Children Research Institute, Toronto, Canada
| | - J Derringer
- Department of Psychology, University of Illinois Urbana-Champaign, Champaign, IL, USA
| | - K R van Eijk
- Department of Human Neurogenetics, Brain Center Rudolf Magnus, University Medical Center Utrecht, Utrecht, The Netherlands
| | - J D Isen
- Department of Psychology, University of Minnesota, Minneapolis, MN, USA
| | - A Loukola
- Department of Public Health, Hjelt Institute, University of Helsinki, Helsinki, Finland
| | - D F Maciejewski
- Department of Developmental Psychology and EMGO Institute for Health and Care Research, VU University, Amsterdam, The Netherlands
| | - E Mihailov
- Estonian Genome Center, University of Tartu, Tartu, Estonia
| | - P J van der Most
- Department of Epidemiology, University Medical Center Groningen, University of Groningen, Groningen, The Netherlands
| | - C Sánchez-Mora
- Psychiatric Genetics Unit, Vall d'Hebron Research Institute (VHIR), Universitat Autònoma de Barcelona, Barcelona, Spain
- Department of Psychiatry, Hospital Universitari Vall d'Hebron, Barcelona, Spain
- Biomedical Network Research Centre on Mental Health (CIBERSAM), Barcelona, Spain
| | - L Roos
- Twin Research and Genetic Epidemiology, King's College London, London, UK
| | - R Sherva
- Biomedical Genetics Department, Boston University School of Medicine, Boston, MA, USA
| | - R Walters
- Analytic and Translational Genetics Unit, Massachusetts General Hospital, Boston, MA, USA
- Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Department of Medicine, Harvard Medical School, Boston, MA, USA
| | - J J Ware
- School of Social and Community Medicine, University of Bristol, Bristol, UK
- MRC Integrative Epidemiology Unit (IEU), University of Bristol, Bristol, UK
| | - A Abdellaoui
- Department of Biological Psychology/Netherlands Twin Register, VU University, Amsterdam, The Netherlands
| | - T B Bigdeli
- Department of Psychiatry, Virginia Institute for Psychiatric and Behavior Genetics, Virginia Commonwealth University, Richmond, VA, USA
| | - S J T Branje
- Research Centre Adolescent Development, Utrecht University, Utrecht, The Netherlands
| | - S A Brown
- Department of Psychology and Psychiatry, University of California San Diego, La Jolla, CA, USA
| | - M Bruinenberg
- The LifeLines Cohort Study, University of Groningen, Groningen, The Netherlands
| | - M Casas
- 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
| | - T Esko
- Estonian Genome Center, University of Tartu, Tartu, Estonia
| | - I Garcia-Martinez
- Psychiatric Genetics Unit, Vall d'Hebron Research Institute (VHIR), Universitat Autònoma de Barcelona, Barcelona, Spain
- Department of Psychiatry, Hospital Universitari Vall d'Hebron, Barcelona, Spain
| | - S D Gordon
- Genetic Epidemiology, Molecular Epidemiology and Neurogenetics Laboratories, QIMR Berghofer Medical Research Institute, Brisbane, QLD, Australia
| | - J M Harris
- Twin Research and Genetic Epidemiology, King's College London, London, UK
| | - C A Hartman
- Department of Psychiatry, University Medical Center Groningen, University of Groningen, Groningen, The Netherlands
| | - A K Henders
- Genetic Epidemiology, Molecular Epidemiology and Neurogenetics Laboratories, QIMR Berghofer Medical Research Institute, Brisbane, QLD, Australia
| | - A C Heath
- Department of Psychiatry, Washington University School of Medicine, St Louis, MO, USA
| | - I B Hickie
- Brain and Mind Research Institute, University of Sydney, Sydney, NSW, Australia
| | - M Hickman
- School of Social and Community Medicine, University of Bristol, Bristol, UK
| | - C J Hopfer
- Department of Psychiatry, University of Colorado Denver, Aurora, CO, USA
| | - J J Hottenga
- Department of Biological Psychology/Netherlands Twin Register, VU University, Amsterdam, The Netherlands
| | - A C Huizink
- Department of Developmental Psychology and EMGO Institute for Health and Care Research, VU University, Amsterdam, The Netherlands
| | - D E Irons
- Department of Psychology, University of Minnesota, Minneapolis, MN, USA
| | - R S Kahn
- Department of Human Neurogenetics, Brain Center Rudolf Magnus, University Medical Center Utrecht, Utrecht, The Netherlands
| | - T Korhonen
- Department of Public Health, Hjelt Institute, University of Helsinki, Helsinki, Finland
- Institute of Public Health and Clinical Nutrition, University of Eastern Finland, Kuopio, Finland
- Department of Mental Health and Substance Abuse Services, National Institute for Health and Welfare, Helsinki, Finland
| | - H R Kranzler
- Department of Psychiatry, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | - K Krauter
- Department of Molecular, Cellular and Developmental Biology, University of Colorado Boulder, Boulder, CO, USA
| | - P A C van Lier
- Department of Developmental Psychology and EMGO Institute for Health and Care Research, VU University, Amsterdam, The Netherlands
| | - G H Lubke
- Department of Biological Psychology/Netherlands Twin Register, VU University, Amsterdam, The Netherlands
- Department of Psychology, University of Notre Dame, Notre Dame, IN, USA
| | - P A F Madden
- Department of Psychiatry, Washington University School of Medicine, St Louis, MO, USA
| | - R Mägi
- Estonian Genome Center, University of Tartu, Tartu, Estonia
| | - M K McGue
- Department of Psychology, University of Minnesota, Minneapolis, MN, USA
| | - S E Medland
- Genetic Epidemiology, Molecular Epidemiology and Neurogenetics Laboratories, QIMR Berghofer Medical Research Institute, Brisbane, QLD, Australia
| | - W H J Meeus
- Research Centre Adolescent Development, Utrecht University, Utrecht, The Netherlands
- Developmental Psychology, Tilburg University, Tilburg, The Netherlands
| | - M B Miller
- Department of Psychology, University of Minnesota, Minneapolis, MN, USA
| | - G W Montgomery
- Genetic Epidemiology, Molecular Epidemiology and Neurogenetics Laboratories, QIMR Berghofer Medical Research Institute, Brisbane, QLD, Australia
| | - M G Nivard
- Department of Biological Psychology/Netherlands Twin Register, VU University, Amsterdam, The Netherlands
| | - I M Nolte
- Department of Epidemiology, University Medical Center Groningen, University of Groningen, Groningen, The Netherlands
| | - A J Oldehinkel
- Interdisciplinary Center for Pathology and Emotion Regulation, University Medical Center Groningen, University of Groningen, Groningen, The Netherlands
| | - Z Pausova
- The Hospital for Sick Children Research Institute, Toronto, Canada
- Department of Physiology and Nutritional Sciences, University of Toronto, Toronto, ON, Canada
| | - B Qaiser
- Department of Public Health, Hjelt Institute, University of Helsinki, Helsinki, Finland
| | - L Quaye
- Twin Research and Genetic Epidemiology, King's College London, London, UK
| | - J A Ramos-Quiroga
- Department of Psychiatry, Hospital Universitari Vall d'Hebron, Barcelona, Spain
- Biomedical Network Research Centre on Mental Health (CIBERSAM), Barcelona, Spain
- Department of Psychiatry and Legal Medicine, Universitat Autònoma de Barcelona, Barcelona, Spain
| | - V Richarte
- Department of Psychiatry, Hospital Universitari Vall d'Hebron, Barcelona, Spain
| | - R J Rose
- Department of Psychological and Brain Sciences, Indiana University Bloomington, Bloomington, IN, USA
| | - J Shin
- The Hospital for Sick Children Research Institute, Toronto, Canada
| | - M C Stallings
- Department of Psychology and Neuroscience, Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, CO, USA
| | - A I Stiby
- School of Social and Community Medicine, University of Bristol, Bristol, UK
| | - T L Wall
- Department of Psychiatry, University of California San Diego, La Jolla, CA, USA
| | - M J Wright
- Genetic Epidemiology, Molecular Epidemiology and Neurogenetics Laboratories, QIMR Berghofer Medical Research Institute, Brisbane, QLD, Australia
| | - H M Koot
- Department of Developmental Psychology and EMGO Institute for Health and Care Research, VU University, Amsterdam, The Netherlands
| | - T Paus
- Rotman Research Institute, Baycrest, Toronto, ON, Canada
- Department of Psychology and Psychiatry, University of Toronto, Toronto, ON, Canada
- Center for the Developing Brain, Child Mind Institute, New York, NY, USA
| | - J K Hewitt
- Department of Psychology and Neuroscience, Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, CO, USA
| | - M Ribasés
- Psychiatric Genetics Unit, Vall d'Hebron Research Institute (VHIR), Universitat Autònoma de Barcelona, Barcelona, Spain
- Department of Psychiatry, Hospital Universitari Vall d'Hebron, Barcelona, Spain
- Biomedical Network Research Centre on Mental Health (CIBERSAM), Barcelona, Spain
| | - J Kaprio
- Department of Public Health, Hjelt Institute, University of Helsinki, Helsinki, Finland
- Department of Mental Health and Substance Abuse Services, National Institute for Health and Welfare, Helsinki, Finland
- Institute for Molecular Medicine Finland, University of Helsinki, Helsinki, Finland
| | - M P Boks
- Department of Human Neurogenetics, Brain Center Rudolf Magnus, University Medical Center Utrecht, Utrecht, The Netherlands
| | - H Snieder
- Department of Epidemiology, University Medical Center Groningen, University of Groningen, Groningen, The Netherlands
| | - T Spector
- Twin Research and Genetic Epidemiology, King's College London, London, UK
| | - M R Munafò
- School of Social and Community Medicine, University of Bristol, Bristol, UK
- UK Centre for Tobacco and Alcohol Studies and School of Experimental Psychology, University of Bristol, Bristol, UK
| | - A Metspalu
- Estonian Genome Center, University of Tartu, Tartu, Estonia
| | - J Gelernter
- Department of Psychiatry, Genetics, and Neurobiology, Yale University School of Medicine and VA CT, West Haven, CT, USA
| | - D I Boomsma
- Department of Biological Psychology/Netherlands Twin Register, VU University, Amsterdam, The Netherlands
- Neuroscience Campus Amsterdam, Amsterdam, The Netherlands
| | - W G Iacono
- Department of Psychology, University of Minnesota, Minneapolis, MN, USA
| | - N G Martin
- Genetic Epidemiology, Molecular Epidemiology and Neurogenetics Laboratories, QIMR Berghofer Medical Research Institute, Brisbane, QLD, Australia
| | - N A Gillespie
- Department of Psychiatry, Virginia Institute for Psychiatric and Behavior Genetics, Virginia Commonwealth University, Richmond, VA, USA
- Genetic Epidemiology, Molecular Epidemiology and Neurogenetics Laboratories, QIMR Berghofer Medical Research Institute, Brisbane, QLD, Australia
| | - E M Derks
- Department of Psychiatry, Academic Medical Centre, Amsterdam, The Netherlands
| | - J M Vink
- Department of Biological Psychology/Netherlands Twin Register, VU University, Amsterdam, The Netherlands
- Behavioural Science Institute, Radboud University, Nijmegen, The Netherlands
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Haberstick BC, Boardman JD, Wagner B, Smolen A, Hewitt JK, Killeya-Jones LA, Tabor J, Halpern CT, Brummett BH, Williams RB, Siegler IC, Hopfer CJ, Mullan Harris K. Depression, Stressful Life Events, and the Impact of Variation in the Serotonin Transporter: Findings from the National Longitudinal Study of Adolescent to Adult Health (Add Health). PLoS One 2016; 11:e0148373. [PMID: 26938215 PMCID: PMC4777542 DOI: 10.1371/journal.pone.0148373] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/31/2014] [Accepted: 01/18/2016] [Indexed: 12/16/2022] Open
Abstract
Background The low transcriptionally efficient short-allele of the 5HTTLPR serotonin transporter polymorphism has been implicated to moderate the relationship between the experience of stressful life events (SLEs) and depression. Despite numerous attempts at replicating this observation, results remain inconclusive. Methods We examined this relationship in young-adult Non-Hispanic white males and females between the ages of 22 and 26 (n = 4724) participating in the National Longitudinal Study of Adolescent to Adult Health (Add Health) with follow-up information every six years since 1995. Results Linear and logistic regression models, corrected for multiple testing, indicated that carriers of one or more of the S-alleles were more sensitive to stress than those with two L-alleles and at a higher risk for depression. This relationship behaved in a dose-response manner such that the risk for depression was greatest among those who reported experiencing higher numbers of SLEs. In post-hoc analyses we were not able to replicate an interaction effect for suicide ideation but did find suggestive evidence that the effects of SLEs and 5HTTLPR on suicide ideation differed for males and females. There were no effects of childhood maltreatment. Discussion Our results provide partial support for the original hypothesis that 5-HTTLPR genotype interacts with the experience of stressful life events in the etiology of depression during young adulthood. However, even with this large sample, and a carefully constructed a priori analysis plan, the results were still not definitive. For the purposes of replication, characterizing the 5HTTLPR in other large data sets with extensive environmental and depression measures is needed.
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Affiliation(s)
- Brett C. Haberstick
- Institute for Behavioral Genetics, University of Colorado at Boulder, Boulder, Colorado, United States of America
- * E-mail:
| | - Jason D. Boardman
- Institute of Behavioral Science, University of Colorado at Boulder, Boulder, Colorado, United States of America
| | - Brandon Wagner
- Department of Sociology, University of North Carolina, Chapel Hill, North Carolina, United States of America
| | - Andrew Smolen
- Institute for Behavioral Genetics, University of Colorado at Boulder, Boulder, Colorado, United States of America
| | - John K. Hewitt
- Institute for Behavioral Genetics, University of Colorado at Boulder, Boulder, Colorado, United States of America
| | - Ley A. Killeya-Jones
- Carolina Population Center, University of North Carolina, Chapel Hill, North Carolina, United States of America
| | - Joyce Tabor
- Carolina Population Center, University of North Carolina, Chapel Hill, North Carolina, United States of America
| | - Carolyn T. Halpern
- Carolina Population Center, University of North Carolina, Chapel Hill, North Carolina, United States of America
- Department of Maternal and Child Health, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, North Carolina, United States of America
| | - Beverly H. Brummett
- Department of Psychiatry and Behavioral Sciences, Duke University Medical Center, Durham, North Carolina, United States of America
| | - Redford B. Williams
- Department of Psychiatry and Behavioral Sciences, Duke University Medical Center, Durham, North Carolina, United States of America
| | - Ilene C. Siegler
- Department of Psychiatry and Behavioral Sciences, Duke University Medical Center, Durham, North Carolina, United States of America
| | - Christian J. Hopfer
- Department of Psychiatry, Health Sciences Center, University of Colorado, Denver, Colorado, United States of America
| | - Kathleen Mullan Harris
- Department of Sociology, University of North Carolina, Chapel Hill, North Carolina, United States of America
- Carolina Population Center, University of North Carolina, Chapel Hill, North Carolina, United States of America
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Coors ME, Raymond KM, Hopfer CJ, Sakai J, McWilliams SK, Young S, Mikulich-Gilbertson SK. Adolescents with substance use disorder and assent/consent: Empirical data on understanding biobank risks in genomic research. Drug Alcohol Depend 2016; 159:267-71. [PMID: 26774949 PMCID: PMC4745974 DOI: 10.1016/j.drugalcdep.2015.12.006] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [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: 08/24/2015] [Revised: 12/10/2015] [Accepted: 12/11/2015] [Indexed: 10/22/2022]
Abstract
OBJECTIVE This study assessed whether a customized disclosure form increases understanding for adolescents with substance use disorder (SUD) when compared to a standard disclosure for genomic addiction research. METHOD We gathered empirical data from adolescents with SUD, family members, former patients followed since adolescence, and community counterparts. The study was conducted in four stages. Stage 1: national experts (n=32) identified current, future, speculative risks of broadly shared biobanks. Stage 2 assessed participants' (n=181) understanding of current risks as a prerequisite for rating saliency of risks via a Visual Analog Scale. Salient risks were incorporated into a customized disclosure form. Stage 3 compared the understanding of customized disclosure by participants (n=165) at baseline; all groups scored comparably. Stage 4 conducted a direct comparison of the standard disclosure to standard disclosure plus customized disclosure (n=195). Independent t-tests compared understanding in those receiving the standard disclosure to standard disclosure plus customized disclosure within 6 groups. RESULTS The customized disclosure significantly improved understanding in adolescent patients (p=0.002) and parents of patients (p=0.006) to the level of their counterparts. The customized disclosure also significantly improved understanding in siblings of former patients (p=0.034). Understanding of standard disclosure in patients versus controls was significantly different (p=0.005). The groups receiving the customized disclosure scored significantly higher. Understanding of the standard disclosure plus customized disclosure in patients versus controls was not significantly different. CONCLUSION Adolescents with addictions understand the risks of participating in genomic addiction research as well as their community counterparts when information provided is salient to them.
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Affiliation(s)
- Marilyn E. Coors
- Corresponding author: University of Colorado
Anschutz Medical Campus Psychiatry 13080 E. 19th Avenue B137 Aurora, CO 80045
UNITED STATES +0013037243993 Mobile: +0017208380390 FAX:
+0013037243997,
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Bartels K, Mayes LM, Dingmann C, Bullard KJ, Hopfer CJ, Binswanger IA. Opioid Use and Storage Patterns by Patients after Hospital Discharge following Surgery. PLoS One 2016; 11:e0147972. [PMID: 26824844 PMCID: PMC4732746 DOI: 10.1371/journal.pone.0147972] [Citation(s) in RCA: 302] [Impact Index Per Article: 37.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/01/2015] [Accepted: 01/11/2016] [Indexed: 11/18/2022] Open
Abstract
INTRODUCTION Opioid-based analgesic therapy represents a cornerstone of pain management after surgery. The recent rise in opioid sales and opioid overdoses suggests it is important to maximize the safety of opioid prescribing after surgery. Given that patients may live with other family members in the home, safe storage and appropriate disposal of excess opioids after hospital discharge are necessary to prevent unintended secondary exposures. Identifying characteristics of patients who are likely to be prescribed excess opioids after surgery may enable more targeted prescription practices and safety interventions. Our study aimed to elucidate patient-reported opioid use patterns and modes of home storage of opioids among patients discharged home after Cesarean section (C-section) and thoracic surgery. Specifically, we sought to identify characteristics of patients who reported using about half or more versus less of the opioids prescribed to them for use after hospital discharge. METHODS For this cohort study, we developed a survey on quality of analgesia following hospital discharge, amounts of opioids taken relative to the amount prescribed, reasons for not taking all prescribed medications, and storage and disposal methods for leftover opioids. Adult patients, who had C-section or thoracic surgery at a tertiary academic medical center, were given a web-based self-administered survey after discharge. Descriptive statistics (means and standard deviations, proportions) were used to describe the study sample and survey results. Comparisons between patients who reported taking about half or more versus less of the opioids prescribed to them for use after hospital discharge were made using unpaired t-tests, Mann-Whitney tests, and Chi-square tests as appropriate. RESULTS The majority (53%) of respondents after C-section (N = 30) reported taking either no or very few (less than 5) prescribed opioid pills; 83% reported taking half or less; and 17% of women, reported taking all or nearly all (5 or fewer pills left over) of their opioid prescription. In a cohort of patients after thoracic surgery (n = 31) 45% reported taking either no or very few (5 or less) prescribed opioid pills; 71% reported taking half or less; and 29% of patients reported taking all or nearly all (5 or fewer pills left over) of their opioid prescription. In both cohorts, use of opioids while hospitalized was higher in the group reporting using about half or more of prescribed opioids after discharge. Leftover opioids were stored in an unlocked location in 77% and 73% of cases following C-section and thoracic surgery, respectively. CONCLUSION Our findings from surveys in two distinct patient populations at a single academic medical center suggest that current opioid prescribing practices for pain management at hospital discharge following Cesarean section and thoracic surgery may not account for individual patients' analgesic requirements. Excess opioid pills are commonly stored in unsecured locations and represent a potential source for non-medical opioid use and associated morbidity and mortality in patients and their families. Research to develop goal-directed and patient-centered post-discharge opioid prescription practices and encourage opioid safety practices after surgery is needed.
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Affiliation(s)
- Karsten Bartels
- Department of Anesthesiology, University of Colorado Denver, Aurora, Colorado, United States of America
- * E-mail:
| | - Lena M. Mayes
- Department of Anesthesiology, Children's Hospital Colorado, Aurora, Colorado, United States of America
| | - Colleen Dingmann
- Department of Anesthesiology, University of Colorado Denver, Aurora, Colorado, United States of America
| | - Kenneth J. Bullard
- Department of Anesthesiology, University of Colorado Denver, Aurora, Colorado, United States of America
| | - Christian J. Hopfer
- Division of Substance Dependence, Department of Psychiatry, University of Colorado Denver, Aurora, Colorado, United States of America
| | - Ingrid A. Binswanger
- Division of Substance Dependence, Department of Psychiatry, University of Colorado Denver, Aurora, Colorado, United States of America
- Institute for Health Research, Kaiser Permanente Colorado, Denver, Colorado, United States of America
- Division of General Internal Medicine, Department of Medicine, University of Colorado Denver, Aurora, Colorado, United States of America
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Trim RS, Worley MJ, Wall TL, Hopfer CJ, Crowley TJ, Hewitt JK, Brown SA. Bivariate Trajectories of Substance Use and Antisocial Behavior: Associations with Emerging Adult Outcomes in a High-Risk Sample. Emerg Adulthood 2015; 3:265-276. [PMID: 26889401 PMCID: PMC4753076 DOI: 10.1177/2167696815573791] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/05/2023]
Abstract
Substance use and antisocial behavior are complex, interrelated behaviors. The current study identified model trajectory classes defined by concurrent substance use and antisocial behavior and examined trajectory associations with emerging adult outcomes. Participants from a high-risk sample of youth (n=536; 73% male) completed interviews at baseline (mean age= 16.1 years) and followup (mean age= 22.6 years). Latent class growth analyses identified five trajectory classes based on alcohol/drug use (AOD) and antisocial behavior (ASB): Dual Chronic, Increasing AOD/Persistent ASB, Persistent AOD/Adolescent ASB, Decreasing Drugs/Persistent ASB, and Resolved. Many individuals (56%) exhibited elevated/increasing AOD, and most (91%) reported ASB decreases. Those associated with the Dual Chronic class had the highest rates of substance dependence, antisocial personality disorder (ASPD), and negative psychosocial outcomes. There were no differences in adult role attainment across classes. Conjoint examination of these behaviors provides greater detail regarding clinical course and can inform secondary prevention and intervention efforts.
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Affiliation(s)
- Ryan S. Trim
- University of California, San Diego, Department of Psychiatry, 9500 Gilman Drive, La Jolla, CA 92093
- VA San Diego Healthcare System, 3350 La Jolla Village Drive, 116B, San Diego, CA 92161
| | - Matthew J. Worley
- University of California, San Diego, Department of Psychiatry, 9500 Gilman Drive, La Jolla, CA 92093
| | - Tamara L. Wall
- University of California, San Diego, Department of Psychiatry, 9500 Gilman Drive, La Jolla, CA 92093
- VA San Diego Healthcare System, 3350 La Jolla Village Drive, 116B, San Diego, CA 92161
| | - Christian J. Hopfer
- University of Colorado Denver, Department of Psychiatry, 12469 E 17th Place, Bldg 400, Aurora, CO 80045
| | - Thomas J. Crowley
- University of Colorado Denver, Department of Psychiatry, 12469 E 17th Place, Bldg 400, Aurora, CO 80045
| | - John K. Hewitt
- University of Colorado, Institute for Behavioral Genetics, 1480 30 St, Boulder, CO 80309
| | - Sandra A. Brown
- University of California, San Diego, Department of Psychiatry, 9500 Gilman Drive, La Jolla, CA 92093
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Derringer J, Corley RP, Haberstick BC, Young SE, Demmitt BA, Howrigan DP, Kirkpatrick RM, Iacono WG, McGue M, Keller MC, Brown S, Tapert S, Hopfer CJ, Stallings MC, Crowley TJ, Rhee SH, Krauter K, Hewitt JK, McQueen MB. Genome-Wide Association Study of Behavioral Disinhibition in a Selected Adolescent Sample. Behav Genet 2015; 45:375-81. [PMID: 25637581 DOI: 10.1007/s10519-015-9705-y] [Citation(s) in RCA: 32] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/20/2014] [Accepted: 01/07/2015] [Indexed: 10/24/2022]
Abstract
Behavioral disinhibition (BD) is a quantitative measure designed to capture the heritable variation encompassing risky and impulsive behaviors. As a result, BD represents an ideal target for discovering genetic loci that predispose individuals to a wide range of antisocial behaviors and substance misuse that together represent a large cost to society as a whole. Published genome-wide association studies (GWAS) have examined specific phenotypes that fall under the umbrella of BD (e.g. alcohol dependence, conduct disorder); however no GWAS has specifically examined the overall BD construct. We conducted a GWAS of BD using a sample of 1,901 adolescents over-selected for characteristics that define high BD, such as substance and antisocial behavior problems, finding no individual locus that surpassed genome-wide significance. Although no single SNP was significantly associated with BD, restricted maximum likelihood analysis estimated that 49.3 % of the variance in BD within the Caucasian sub-sample was accounted for by the genotyped SNPs (p = 0.06). Gene-based tests identified seven genes associated with BD (p ≤ 2.0 × 10(-6)). Although the current study was unable to identify specific SNPs or pathways with replicable effects on BD, the substantial sample variance that could be explained by all genotyped SNPs suggests that larger studies could successfully identify common variants associated with BD.
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Affiliation(s)
- Jaime Derringer
- Department of Psychology, University of Illinois Urbana-Champaign, Champaign, IL, 61820, USA,
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38
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Melroy WE, Stephens SH, Sakai JT, Kamens HM, McQueen MB, Corley RP, Stallings MC, Hopfer CJ, Krauter KS, Brown SA, Hewitt JK, Ehringer MA. Examination of genetic variation in GABRA2 with conduct disorder and alcohol abuse and dependence in a longitudinal study. Behav Genet 2014; 44:356-67. [PMID: 24687270 DOI: 10.1007/s10519-014-9653-y] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/25/2013] [Accepted: 03/15/2014] [Indexed: 02/06/2023]
Abstract
Previous studies have shown associations between single nucleotide polymorphisms (SNPs) in gamma aminobutyric acid receptor alpha 2 (GABRA2) and adolescent conduct disorder (CD) and alcohol dependence in adulthood, but not adolescent alcohol dependence. The present study was intended as a replication and extension of this work, focusing on adolescent CD, adolescent alcohol abuse and dependence (AAD), and adult AAD. Family based association tests were run using Hispanics and non-Hispanic European American subjects from two independent longitudinal samples. Although the analysis provided nominal support for an association with rs9291283 and AAD in adulthood and CD in adolescence, the current study failed to replicate previous associations between two well replicated GABRA2 SNPs and CD and alcohol dependence. Overall, these results emphasize the utility of including an independent replication sample in the study design, so that the results from an individual sample can be weighted in the context of its reproducibility.
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Affiliation(s)
- Whitney E Melroy
- Institute for Behavioral Genetics, University of Colorado, Boulder, CO, USA
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Haberstick BC, Young SE, Zeiger JS, Lessem JM, Hewitt JK, Hopfer CJ. Prevalence and correlates of alcohol and cannabis use disorders in the United States: results from the national longitudinal study of adolescent health. Drug Alcohol Depend 2014; 136:158-61. [PMID: 24440049 PMCID: PMC3963405 DOI: 10.1016/j.drugalcdep.2013.11.022] [Citation(s) in RCA: 109] [Impact Index Per Article: 10.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/10/2013] [Revised: 11/28/2013] [Accepted: 11/30/2013] [Indexed: 11/20/2022]
Abstract
BACKGROUND Limited current information on the epidemiology of lifetime alcohol and cannabis use disorders in the United States is available. AIMS To present detailed information about the prevalence and sociodemographic correlates of lifetime alcohol and cannabis use disorders rates in the United States. To examine gender differences in hazard ratios for the onset of alcohol and cannabis dependence. METHODS Participants in Wave IV of the National Longitudinal Study of Adolescent Health (N=15,500, age range: 24-32) were interviewed between 2008 and 2009. Participants who exceeded screening thresholds were queried about lifetime DSM-IV alcohol and marijuana abuse and dependence symptoms. Age of substance dependence onset was queried. RESULTS Lifetime rates of alcohol abuse and dependence were 11.8 and 13.2%. Lifetime rates of cannabis abuse and dependence were 3.9 and 8.3%. Lifetime alcohol and cannabis dependence onset peaks were 23 and 20. Correlates of lifetime alcohol abuse included being male (OR 1.4), African-American (OR 0.7), income in the 2nd or 3rd quartile (OR 0.7 and 0.6). Correlates of lifetime alcohol dependence were: being male (OR 1.8), African-American (OR 0.5), and never being married (OR 1.5), and regions outside of the west (Midwest OR 0.7, South OR 0.6, Northeast OR 0.6). Correlates of cannabis abuse and dependence were being male (OR 1.8 and 1.4). CONCLUSIONS Lifetime alcohol and cannabis use disorders are highly prevalent in the US population. Men are at higher risk for alcohol and cannabis use disorders. Alcohol use disorders demonstrated specific sociodemographic correlates while marijuana use disorders did not.
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Affiliation(s)
- Brett C Haberstick
- Institute for Behavioral Genetics, University of Colorado, Boulder, Boulder, CO, USA.
| | - Susan E Young
- Department of Psychiatry, Health Sciences Center, University of Colorado, Denver, CO, USA
| | - Joanna S Zeiger
- Institute for Behavioral Genetics, University of Colorado, Boulder, Boulder, CO, USA
| | - Jeffrey M Lessem
- Institute for Behavioral Genetics, University of Colorado, Boulder, Boulder, CO, USA
| | - John K Hewitt
- Institute for Behavioral Genetics, University of Colorado, Boulder, Boulder, CO, USA
| | - Christian J Hopfer
- Department of Psychiatry, Health Sciences Center, University of Colorado, Denver, CO, USA
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Haberstick BC, Lessem JM, Hewitt JK, Smolen A, Hopfer CJ, Halpern CT, Killeya-Jones LA, Boardman JD, Tabor J, Siegler IC, Williams RB, Mullan Harris K. MAOA genotype, childhood maltreatment, and their interaction in the etiology of adult antisocial behaviors. Biol Psychiatry 2014; 75:25-30. [PMID: 23726513 PMCID: PMC3815496 DOI: 10.1016/j.biopsych.2013.03.028] [Citation(s) in RCA: 74] [Impact Index Per Article: 7.4] [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: 12/08/2012] [Revised: 03/22/2013] [Accepted: 03/25/2013] [Indexed: 01/24/2023]
Abstract
BACKGROUND Maltreatment by an adult or caregiver during childhood is a prevalent and important predictor of antisocial behaviors in adulthood. A functional promoter polymorphism in the monoamine oxidase A (MAOA) gene has been implicated as a moderating factor in the relationship between childhood maltreatment and antisocial behaviors. Although there have been numerous attempts at replicating this observation, results remain inconclusive. METHODS We examined this gene-environment interaction hypothesis in a sample of 3356 white and 960 black men (aged 24-34) participating in the National Longitudinal Study of Adolescent Health. RESULTS Primary analysis indicated that childhood maltreatment was a significant risk factor for later behaviors that violate rules and the rights of others (p < .05), there were no main effects of MAOA genotype, and MAOA genotype was not a significant moderator of the relationship between maltreatment and antisocial behaviors in our white sample. Post hoc analyses identified a similar pattern of results among our black sample in which maltreatment was not a significant predictor of antisocial behavior. Post hoc analyses also revealed a main effect of MAOA genotype on having a disposition toward violence in both samples and for violent convictions among our black sample. None of these post hoc findings, however, survived correction for multiple testing (p > .05). Power analyses indicated that these results were not due to insufficient statistical power. CONCLUSIONS We could not confirm the hypothesis that MAOA genotype moderates the relationship between childhood maltreatment and adult antisocial behaviors.
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Affiliation(s)
- Brett C Haberstick
- Institute for Behavioral Genetics, University of Colorado at Boulder, Boulder.
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Stephens SH, Hartz SM, Hoft NR, Saccone NL, Corley RC, Hewitt JK, Hopfer CJ, Breslau N, Coon H, Chen X, Ducci F, Dueker N, Franceschini N, Frank J, Han Y, Hansel NN, Jiang C, Korhonen T, Lind PA, Liu J, Lyytikäinen LP, Michel M, Shaffer JR, Short SE, Sun J, Teumer A, Thompson JR, Vogelzangs N, Vink JM, Wenzlaff A, Wheeler W, Yang BZ, Aggen SH, Balmforth AJ, Baumeister SE, Beaty TH, Benjamin DJ, Bergen AW, Broms U, Cesarini D, Chatterjee N, Chen J, Cheng YC, Cichon S, Couper D, Cucca F, Dick D, Foroud T, Furberg H, Giegling I, Gillespie NA, Gu F, Hall AS, Hällfors J, Han S, Hartmann AM, Heikkilä K, Hickie IB, Hottenga JJ, Jousilahti P, Kaakinen M, Kähönen M, Koellinger PD, Kittner S, Konte B, Landi MT, Laatikainen T, Leppert M, Levy SM, Mathias RA, McNeil DW, Medland SE, Montgomery GW, Murray T, Nauck M, North KE, Paré PD, Pergadia M, Ruczinski I, Salomaa V, Viikari J, Willemsen G, Barnes KC, Boerwinkle E, Boomsma DI, Caporaso N, Edenberg HJ, Francks C, Gelernter J, Grabe HJ, Hops H, Jarvelin MR, Johannesson M, Kendler KS, Lehtimäki T, Magnusson PK, Marazita ML, Marchini J, Mitchell BD, Nöthen MM, Penninx BW, Raitakari O, Rietschel M, Rujescu D, Samani NJ, Schwartz AG, Shete S, Spitz M, Swan GE, Völzke H, Veijola J, Wei Q, Amos C, Cannon DS, Grucza R, Hatsukami D, Heath A, Johnson EO, Kaprio J, Madden P, Martin NG, Stevens VL, Weiss RB, Kraft P, Bierut LJ, Ehringer MA. Distinct loci in the CHRNA5/CHRNA3/CHRNB4 gene cluster are associated with onset of regular smoking. Genet Epidemiol 2013; 37:846-59. [PMID: 24186853 PMCID: PMC3947535 DOI: 10.1002/gepi.21760] [Citation(s) in RCA: 28] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/11/2013] [Revised: 06/21/2013] [Accepted: 08/14/2013] [Indexed: 12/21/2022]
Abstract
Neuronal nicotinic acetylcholine receptor (nAChR) genes (CHRNA5/CHRNA3/CHRNB4) have been reproducibly associated with nicotine dependence, smoking behaviors, and lung cancer risk. Of the few reports that have focused on early smoking behaviors, association results have been mixed. This meta-analysis examines early smoking phenotypes and SNPs in the gene cluster to determine: (1) whether the most robust association signal in this region (rs16969968) for other smoking behaviors is also associated with early behaviors, and/or (2) if additional statistically independent signals are important in early smoking. We focused on two phenotypes: age of tobacco initiation (AOI) and age of first regular tobacco use (AOS). This study included 56,034 subjects (41 groups) spanning nine countries and evaluated five SNPs including rs1948, rs16969968, rs578776, rs588765, and rs684513. Each dataset was analyzed using a centrally generated script. Meta-analyses were conducted from summary statistics. AOS yielded significant associations with SNPs rs578776 (beta = 0.02, P = 0.004), rs1948 (beta = 0.023, P = 0.018), and rs684513 (beta = 0.032, P = 0.017), indicating protective effects. There were no significant associations for the AOI phenotype. Importantly, rs16969968, the most replicated signal in this region for nicotine dependence, cigarettes per day, and cotinine levels, was not associated with AOI (P = 0.59) or AOS (P = 0.92). These results provide important insight into the complexity of smoking behavior phenotypes, and suggest that association signals in the CHRNA5/A3/B4 gene cluster affecting early smoking behaviors may be different from those affecting the mature nicotine dependence phenotype.
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Affiliation(s)
- Sarah H. Stephens
- Department of Epidemiology and Public Health, University of Maryland, Baltimore, Maryland, United States of America
| | - Sarah M. Hartz
- Department of Psychiatry, Washington University School of Medicine, St. Louis, Missouri, United States of America
| | - Nicole R. Hoft
- Institute for Behavioral Genetics, University of Colorado, Boulder, Colorado, United States of America
| | - Nancy L. Saccone
- Department of Psychiatry, Washington University School of Medicine, St. Louis, Missouri, United States of America
| | - Robin C. Corley
- Institute for Behavioral Genetics, University of Colorado, Boulder, Colorado, United States of America
| | - John K. Hewitt
- Institute for Behavioral Genetics, University of Colorado, Boulder, Colorado, United States of America
| | - Christian J. Hopfer
- Institute for Behavioral Genetics, University of Colorado, Boulder, Colorado, United States of America
| | - Naomi Breslau
- Department of Epidemiology, Michigan State University, East Lansing, Michigan, United States of America
| | - Hilary Coon
- Department of Psychiatry, University of Utah School of Medicine, Salt Lake City, Utah, United States of America
| | - Xiangning Chen
- Department of Psychiatry, Virginia Commonwealth University, Richmond, Virginia, United States of America
| | - Francesca Ducci
- Institute of Psychiatry, King’s College London and Department of Mental Health, St George’s University, London, United Kingdom
- Department of Psychiatry, Neurobiology, Pharmacology, and Biotechnology, University of Pisa, Pisa, Italy
| | - Nicole Dueker
- Department of Epidemiology and Public Health, University of Maryland, Baltimore, Maryland, United States of America
| | - Nora Franceschini
- Department of Epidemiology, University of North Carolina, Chapel Hill, North Carolina, United States of America
| | - Josef Frank
- Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Clinical Faculty Mannheim / Heidelberg University, Mannheim, Germany
| | - Younghun Han
- Department of Epidemiology, MD Anderson, Houston, Texas, United States of America
| | - Nadia N. Hansel
- Division of Pulmonary and Critical Care Medicine, Johns Hopkins University, Baltimore, Maryland, United States of America
| | - Chenhui Jiang
- Departments of Psychiatry, Yale University School of Medicine, New Haven, Connecticut, United States of America
| | - Tellervo Korhonen
- Department of Public Health, Hjelt Institute, University of Helsinki, Helsinki, Finland
| | - Penelope A. Lind
- Department of Epidemiology, Queensland Institute of Medical Research, Brisbane, Queensland, Australia
| | - Jason Liu
- Department of Statistics, University of Oxford, Oxford, United Kingdom
| | - Leo-Pekka Lyytikäinen
- Department of Clinical Chemistry, Fimlab Laboratories, Tampere University Hospital and University of Tampere School of Medicine, Tampere, Finland
| | - Martha Michel
- Center for Health Sciences, SRI International, Menlo Park, California, United States of America
| | - John R. Shaffer
- Department of Human Genetics, University of Pittsburgh, Pittsburgh, Pennsylvania, United States of America
| | - Susan E. Short
- Department of Sociology, Brown University, Providence, Rhode Island, United States of America
| | - Juzhong Sun
- Department of Epidemiology Research, American Cancer Society, Atlanta, Georgia, United States of America
| | - Alexander Teumer
- University Medicine Greifswald, University of Greifswald, Greifswald, Germany
| | - John R. Thompson
- Department of Health Sciences, University of Leicester, Leicester, United Kingdom
| | - Nicole Vogelzangs
- Department of Psychiatry, VU University Medical Center, Amsterdam, The Netherlands
| | - Jacqueline M. Vink
- Department of Biological Psychology, VU University, Amsterdam, Amsterdam, The Netherlands
| | - Angela Wenzlaff
- Karmanos Cancer Institute, Wayne State University, Detroit, Michigan, United States of America
| | - William Wheeler
- Division of Cancer Epidemiology and Genetics, National Institute of Health, Bethesda, Maryland, United States of America
| | - Bao-Zhu Yang
- Departments of Psychiatry, Yale University School of Medicine, New Haven, Connecticut, United States of America
| | - Steven H. Aggen
- Department of Psychiatry, Virginia Commonwealth University, Richmond, Virginia, United States of America
| | - Anthony J. Balmforth
- LIGHT Research Institute, Faculty of Medicine and Health, University of Leeds, Leeds, United Kingdom
| | | | - Terri H. Beaty
- Division of Pulmonary and Critical Care Medicine, Johns Hopkins University, Baltimore, Maryland, United States of America
| | - Daniel J. Benjamin
- Department of Economics, Cornell University, Ithaca, New York, United States of America
| | - Andrew W. Bergen
- Center for Health Sciences, SRI International, Menlo Park, California, United States of America
| | - Ulla Broms
- Department of Public Health, Hjelt Institute, University of Helsinki, Helsinki, Finland
| | - David Cesarini
- Department of Economics, New York University, New York, New York, United States of America
| | - Nilanjan Chatterjee
- Division of Cancer Epidemiology and Genetics, National Institutes of Health, Bethesda, Maryland, United States of America
| | - Jingchun Chen
- Department of Psychiatry, Virginia Commonwealth University, Richmond, Virginia, United States of America
| | - Yu-Ching Cheng
- Department of Epidemiology and Public Health, University of Maryland, Baltimore, Maryland, United States of America
| | - Sven Cichon
- Institute of Neuroscience and Medicine (INM-1); Structural and Functional Organization of the Brain Genomic Imaging; Department of Genomics, Life and Brain Center; Research Center Juelich, Juelich, Germany; Life and Brain Center and Institute of Human Genetics, University of Bonn, Bonn, Germany
| | - David Couper
- Department of Psychiatry, Neurobiology, Pharmacology, and Biotechnology, University of Pisa, Pisa, Italy
| | - Francesco Cucca
- Istituto di Ricerca Genetica e Biomedica, CNR, Cittadella Universitaria di Monserrato, Monserrato, Cagliari, Italy
| | - Danielle Dick
- Department of Psychiatry, Virginia Commonwealth University, Richmond, Virginia, United States of America
| | - Tatiana Foroud
- Department of Medical and Molecular Genetics, Indiana University School of Medicine, Indianapolis, Indiana, United States of America
| | - Helena Furberg
- Department of Epidemiology and Biostatistics, Memorial Sloan-Kettering Cancer Center, New York, New York, United States of America
| | - Ina Giegling
- Department of Psychiatry, University of Munich (LMU), Munich, Germany
| | - Nathan A. Gillespie
- Department of Psychiatry, Virginia Commonwealth University, Richmond, Virginia, United States of America
| | - Fangyi Gu
- Division of Cancer Epidemiology and Genetics, National Institutes of Health, Bethesda, Maryland, United States of America
| | - Alistair S. Hall
- LIGHT Research Institute, Faculty of Medicine and Health, University of Leeds, Leeds, United Kingdom
| | - Jenni Hällfors
- Department of Public Health, Hjelt Institute, University of Helsinki, Helsinki, Finland
| | - Shizhong Han
- Departments of Psychiatry, Yale University School of Medicine, New Haven, Connecticut, United States of America
| | | | - Kauko Heikkilä
- Department of Public Health, Hjelt Institute, University of Helsinki, Helsinki, Finland
| | - Ian B. Hickie
- Brain and Mind Research Institute, University of Sydney, Sydney, Australia
| | - Jouke Jan Hottenga
- Department of Biological Psychology, VU University, Amsterdam, Amsterdam, The Netherlands
| | - Pekka Jousilahti
- Department of Chronic Disease Prevention, National Institute for Health and Welfare, Helsinki, Finland
| | - Marika Kaakinen
- Institute of Health Sciences and Biocenter Oulu, University of Oulu, Finland
| | - Mika Kähönen
- Department of Clinical Physiology, Tampere University Hospital and University of Tampere School of Medicine, Tampere, Finland
| | - Philipp D. Koellinger
- Department of Applied Economics, Erasmus Universiteit Rotterdam, Rotterdam, Netherlands
| | - Stephen Kittner
- Department of Neurology, Baltimore Veterans Affairs Medical Center, University of Maryland School of Medicine, Baltimore, Maryland, United States of America
| | - Bettina Konte
- Department of Psychiatry, University of Munich (LMU), Munich, Germany
| | - Maria-Teresa Landi
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, Maryland, United States of America
| | - Tiina Laatikainen
- Department of Chronic Disease Prevention, National Institute for Health and Welfare, Helsinki, Finland
| | - Mark Leppert
- Department of Psychiatry, University of Utah School of Medicine, Salt Lake City, Utah, United States of America
| | - Steven M. Levy
- Department of Preventive and Community Dentistry and Department of Epidemiology, University of Iowa, Iowa City, Iowa, United States of America
| | - Rasika A. Mathias
- Division of Pulmonary and Critical Care Medicine, Johns Hopkins University, Baltimore, Maryland, United States of America
| | - Daniel W. McNeil
- Department of Psychology and Dental Practice and Rural Health, West Virginia University, Morgantown, West Virginia, United States of America
| | - Sarah E. Medland
- Department of Epidemiology, Queensland Institute of Medical Research, Brisbane, Queensland, Australia
| | - Grant W. Montgomery
- Department of Epidemiology, Queensland Institute of Medical Research, Brisbane, Queensland, Australia
| | - Tanda Murray
- Division of Pulmonary and Critical Care Medicine, Johns Hopkins University, Baltimore, Maryland, United States of America
| | - Matthias Nauck
- University Medicine Greifswald, University of Greifswald, Greifswald, Germany
| | - Kari E. North
- Department of Epidemiology, University of North Carolina, Chapel Hill, North Carolina, United States of America
| | - Peter D. Paré
- Department of Medicine, University of British Columbia, Vancouver, Canada
| | - Michele Pergadia
- Department of Psychiatry, Washington University School of Medicine, St. Louis, Missouri, United States of America
| | - Ingo Ruczinski
- Division of Pulmonary and Critical Care Medicine, Johns Hopkins University, Baltimore, Maryland, United States of America
| | - Veikko Salomaa
- Department of Chronic Disease Prevention, National Institute for Health and Welfare, Helsinki, Finland
| | - Jorma Viikari
- Department of Medicine, Turku University Hospital, Turku, Finland
| | - Gonneke Willemsen
- Department of Biological Psychology, VU University, Amsterdam, Amsterdam, The Netherlands
| | - Kathleen C. Barnes
- Division of Pulmonary and Critical Care Medicine, Johns Hopkins University, Baltimore, Maryland, United States of America
| | - Eric Boerwinkle
- Human Genetics Center, The University of Texas Health Science Center at Houston, Houston, Texas, United States of America
| | - Dorret I. Boomsma
- Department of Biological Psychology, VU University, Amsterdam, Amsterdam, The Netherlands
| | - Neil Caporaso
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, Maryland, United States of America
| | - Howard J. Edenberg
- Department of Medical and Molecular Genetics, Indiana University School of Medicine, Indianapolis, Indiana, United States of America
| | - Clyde Francks
- Department of the MPI Psycholinguistics, Max Planck Institute for Psycholinguistics, Nijmegen, The Netherlands
| | - Joel Gelernter
- Departments of Psychiatry, Yale University School of Medicine, New Haven, Connecticut, United States of America
| | - Hans Jörgen Grabe
- University Medicine Greifswald, University of Greifswald, Greifswald, Germany
| | - Hyman Hops
- Oregon Research Institute, Eugene, Oregon, United States of America
| | - Marjo-Riitta Jarvelin
- Department of Epidemiology and Biostatistics, MRC Health Protection Agency (HPA) Centre for Environment and Health School of Public Health, Imperial College London, United Kingdom; Institute of Health Sciences and Biocenter Oulu, University of Oulu, Finland; Unit of Primary Care, Oulu University Hospital, Oulu, Finland; Department of Children and Young People and Families, National Institute for Health and Welfare, Oulu, Finland
| | - Magnus Johannesson
- Department of Economics, Stockholm School of Economics, Stockholm, Sweden
| | - Kenneth S. Kendler
- Department of Psychiatry, Virginia Commonwealth University, Richmond, Virginia, United States of America
| | - Terho Lehtimäki
- Department of Clinical Chemistry, Fimlab Laboratories, Tampere University Hospital and University of Tampere School of Medicine, Tampere, Finland
| | - Patrik K.E. Magnusson
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Mary L. Marazita
- Department of Human Genetics, University of Pittsburgh, Pittsburgh, Pennsylvania, United States of America
| | - Jonathan Marchini
- Department of Statistics, University of Oxford, Oxford, United Kingdom
| | - Braxton D. Mitchell
- Department of Epidemiology and Public Health, University of Maryland, Baltimore, Maryland, United States of America
| | - Markus M. Nöthen
- Department of Genomics, Life and Brain Center, Life and Brain Center, Institute of Human Genetics, University of Bonn, Bonn, Germany
| | - Brenda W. Penninx
- Department of Psychiatry, VU University Medical Center, Amsterdam, The Netherlands
| | - Olli Raitakari
- Department of Clinical Physiology and Nuclear Medicine, Turku University Hospital; Research Centre of Applied and Preventive Cardiovascular Medicine, University of Turku, Turku, Finland
| | - Marcella Rietschel
- Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Clinical Faculty Mannheim / Heidelberg University, Mannheim, Germany
| | - Dan Rujescu
- Department of Psychiatry, University of Munich (LMU), Munich, Germany
| | - Nilesh J. Samani
- Leicester NIHR Biomedical Research Unit in Cardiovascular Disease, Department of Cardiovascular Sciences, University of Leicester, Leicester, United Kingdom
| | - Ann G. Schwartz
- Karmanos Cancer Institute, Wayne State University, Detroit, Michigan, United States of America
| | - Sanjay Shete
- Department of Epidemiology, MD Anderson, Houston, Texas, United States of America
| | - Margaret Spitz
- Department of Epidemiology, MD Anderson, Houston, Texas, United States of America
| | - Gary E. Swan
- Center for Health Sciences, SRI International, Menlo Park, California, United States of America
| | - Henry Völzke
- University Medicine Greifswald, University of Greifswald, Greifswald, Germany
| | - Juha Veijola
- Institute of Health Sciences and Biocenter Oulu, University of Oulu, Finland
| | - Qingyi Wei
- Department of Epidemiology, MD Anderson, Houston, Texas, United States of America
| | - Chris Amos
- Department of Epidemiology, MD Anderson, Houston, Texas, United States of America
| | - Dale S. Cannon
- Department of Psychiatry, University of Utah School of Medicine, Salt Lake City, Utah, United States of America
| | - Richard Grucza
- Department of Psychiatry, Washington University School of Medicine, St. Louis, Missouri, United States of America
| | - Dorothy Hatsukami
- Department of Psychiatry, University of Minnesota, Minneapolis, Minnesota, United States of America
| | - Andrew Heath
- Department of Psychiatry, Washington University School of Medicine, St. Louis, Missouri, United States of America
| | - Eric O. Johnson
- Department of Behavioral Health Epidemiology, RTI International, Research Triangle Park, North Carolina, United States of America
| | - Jaakko Kaprio
- Department of Public Health, Hjelt Institute, University of Helsinki, Helsinki, Finland
| | - Pamela Madden
- Department of Psychiatry, Washington University School of Medicine, St. Louis, Missouri, United States of America
| | - Nicholas G. Martin
- Department of Epidemiology, Queensland Institute of Medical Research, Brisbane, Queensland, Australia
| | - Victoria L. Stevens
- Department of Epidemiology Research, American Cancer Society, Atlanta, Georgia, United States of America
| | - Robert B. Weiss
- Department of Psychiatry, University of Utah School of Medicine, Salt Lake City, Utah, United States of America
| | - Peter Kraft
- Department of Epidemiology, Harvard School of Public Health, Boston, Massachusetts, United States of America
| | - Laura J. Bierut
- Department of Psychiatry, Washington University School of Medicine, St. Louis, Missouri, United States of America
| | - Marissa A. Ehringer
- Institute for Behavioral Genetics, University of Colorado, Boulder, Colorado, United States of America
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Thurstone C, Salomonsen-Sautel S, Mikulich-Gilbertson SK, Hartman CA, Sakai JT, Hoffenberg AS, McQueen MB, Min SJ, Crowley TJ, Corley RP, Hewitt JK, Hopfer CJ. Prevalence and predictors of injection drug use and risky sexual behaviors among adolescents in substance treatment. Am J Addict 2013; 22:558-65. [PMID: 24131163 DOI: 10.1111/j.1521-0391.2013.12064.x] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2011] [Revised: 09/26/2012] [Accepted: 10/08/2012] [Indexed: 12/01/2022] Open
Abstract
BACKGROUND AND OBJECTIVES The longitudinal risk for human immunodeficiency virus (HIV) infection following adolescent substance treatment is not known. Therefore, it is not known if adolescent substance treatment should include HIV prevention interventions. To address this important research gap, this study evaluates the longitudinal prevalence and predictors of injection drug use (IDU) and sex risk behaviors among adolescents in substance treatment. METHODS Participants were 260 adolescents (13-18 years) in substance treatment and 201 community control adolescents (11-19 years). Participants were assessed at baseline and follow-up (mean time between assessments = 6.9 years for the clinical sample and 5.6 years for the community control sample). Outcomes included self-report lifetime history of IDU, number of lifetime sex partners and frequency of unprotected sexual intercourse. RESULTS At baseline, 7.5% of the clinical sample, compared to 1.0% of the community control sample had a lifetime history of IDU (χ12=10.53, p = .001). At follow-up, 17.4% of the clinical sample compared to 0% of the community control sample had a lifetime history of IDU (χ12=26.61, p = .0005). The number of baseline substance use disorders and onset age of marijuana use significantly predicted the presence of lifetime IDU at follow-up, after adjusting for baseline age, race, and sex. The clinical sample reported more lifetime sex partners and more frequent unprotected sex than the community control sample at baseline and follow-up. CONCLUSIONS Many adolescents in substance treatment develop IDU and report persistent risky sex. Effective risk reduction interventions for adolescents in substance treatment are needed that address both IDU and risky sex.
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Affiliation(s)
- Christian Thurstone
- Denver Health and Hospital Authority, Denver, Colorado; University of Colorado Anschutz Medical Campus, Aurora, Colorado
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43
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Palmer RHC, Young SE, Corley RP, Hopfer CJ, Stallings MC, Hewitt JK. Stability and change of genetic and environmental effects on the common liability to alcohol, tobacco, and cannabis DSM-IV dependence symptoms. Behav Genet 2013; 43:374-85. [PMID: 23760788 PMCID: PMC3794456 DOI: 10.1007/s10519-013-9599-5] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2012] [Accepted: 05/27/2013] [Indexed: 10/26/2022]
Abstract
This study investigated the stability of genetic and environmental effects on the common liability to alcohol, tobacco, and cannabis dependence across adolescence and young adulthood. DSM-IV symptom counts from 2,361 adolescents were obtained using a structured diagnostic interview. Several sex-limited longitudinal common pathway models were used to examine gender differences in the magnitude of additive genetic (A), shared environment, and non-shared environmental effects over time. Model fitting indicated limited gender differences. Among older adolescents (i.e., age > 14), the heritability of the latent trait was estimated at 0.43 (0.05, 0.94) during the first wave and 0.63 (0.21, 0.83) during the second wave of assessment. A common genetic factor could account for genetic influences at both assessments, as well as the majority of the stability of SAV over time [rA = 1.00 (0.55, 1.00)]. These results suggest that early genetic factors continue to play a key role at later developmental stages.
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Affiliation(s)
- R H C Palmer
- Division of Behavioral Genetics, Rhode Island Hospital, Providence, RI 02903, USA.
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Palmer RHC, Knopik VS, Rhee SH, Hopfer CJ, Corley RC, Young SE, Stallings MC, Hewitt JK. Prospective effects of adolescent indicators of behavioral disinhibition on DSM-IV alcohol, tobacco, and illicit drug dependence in young adulthood. Addict Behav 2013; 38:2415-21. [PMID: 23685327 DOI: 10.1016/j.addbeh.2013.03.021] [Citation(s) in RCA: 37] [Impact Index Per Article: 3.4] [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: 08/03/2012] [Revised: 03/05/2013] [Accepted: 03/25/2013] [Indexed: 11/27/2022]
Abstract
OBJECTIVE To identify robust predictors of drug dependence. METHODS This longitudinal study included 2361 male and female twins from an ongoing longitudinal study at the Center for Antisocial Drug Dependence (CADD) at the University of Colorado Boulder and Denver campuses. Twins were recruited for the CADD project while they were between the ages of 12 and 18. Participants in the current study were on average approximately 15years of age during the first wave of assessment and approximately 20years of age at the second wave of assessment. The average time between assessments was five years. A structured interview was administered at each assessment to determine patterns of substance use and Diagnostic and Statistical Manual of Mental Disorders (DSM-IV; Fourth Edition) attention deficit hyperactivity disorder (ADHD), conduct disorder (CD), and drug dependence symptoms. Cloninger's Tridimensional Personality Questionnaire was also used to assess novelty seeking tendencies (NS). At the second wave of assessment, DSM-IV dependence symptoms were reassessed using the same interview. Path analyses were used to examine direct and indirect mechanisms linking psychopathology and drug outcomes. RESULTS Adolescent substance use, CD, and NS predicted young adult substance dependence, whereas the predictive effects of ADHD were few and inconsistent. Furthermore, CD and NS effects were partially mediated by adolescent substance use. CONCLUSIONS Adolescent conduct problems, novelty seeking, and drug use are important indices of future drug problems. The strongest predictor was novelty seeking.
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Affiliation(s)
- Rohan H C Palmer
- Division of Behavioral Genetics, Rhode Island Hospital, RI, USA.
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45
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Kamens HM, Corley RP, McQueen MB, Stallings MC, Hopfer CJ, Crowley TJ, Brown SA, Hewitt JK, Ehringer MA. Nominal association with CHRNA4 variants and nicotine dependence. Genes Brain Behav 2013; 12:297-304. [PMID: 23350800 DOI: 10.1111/gbb.12021] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/07/2012] [Revised: 11/06/2012] [Accepted: 01/10/2013] [Indexed: 01/05/2023]
Abstract
Nicotine binds to nicotinic acetylcholine receptors and studies in animal models have shown that α4β2 receptors mediate many behavioral effects of nicotine. Human genetics studies have provided support that variation in the gene that codes for the α4 subunit influences nicotine dependence (ND), but the evidence for the involvement of the β2 subunit gene is less convincing. In this study, we examined the genetic association between variation in the genes that code for the α4 (CHRNA4) and β2 (CHRNB2) subunits of the nicotinic acetylcholine receptor and a quantitative measure of lifetime DSM-IV ND symptom counts. We performed this analysis in two longitudinal family-based studies focused on adolescent antisocial drug abuse: the Center on Antisocial Drug Dependence (CADD, N = 313 families) and Genetics of Antisocial Drug Dependence (GADD, N = 111 families). Family-based association tests were used to examine associations between 14 single nucleotide polymorphisms (SNPs) in CHRNA4 and CHRNB2 and ND symptoms. Symptom counts were corrected for age, sex and clinical status prior to the association analysis. Results, when the samples were combined, provided modest evidence that SNPs in CHRNA4 are associated with ND. The minor allele at both rs1044394 (A; Z = 1.988, P = 0.047, unadjusted P-value) and rs1044396 (G; Z = 2.398, P = 0.017, unadjusted P-value) was associated with increased risk of ND symptoms. These data provide suggestive evidence that variation in the α4 subunit of the nicotinic acetylcholine receptor may influence ND liability.
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Affiliation(s)
- H M Kamens
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, CO, USA
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Palmer RHC, Button TM, Rhee SH, Corley RP, Young SE, Stallings MC, Hopfer CJ, Hewitt JK. Genetic etiology of the common liability to drug dependence: evidence of common and specific mechanisms for DSM-IV dependence symptoms. Drug Alcohol Depend 2012; 123 Suppl 1:S24-32. [PMID: 22243758 PMCID: PMC3342475 DOI: 10.1016/j.drugalcdep.2011.12.015] [Citation(s) in RCA: 54] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/05/2011] [Revised: 11/09/2011] [Accepted: 12/05/2011] [Indexed: 10/14/2022]
Abstract
BACKGROUND We investigated the etiological nature of comorbid alcohol, tobacco, and cannabis DSM-IV dependence symptoms in late adolescence and young adulthood while accounting for gender differences in the magnitude of genetic and environmental influences. METHODS Univariate and multivariate twin modeling was used to determine the heritability of each substance and the etiology of multiple drug problems in a sample of 2484 registrants of the Center for Antisocial Drug Dependence who provided data at the second wave of an ongoing longitudinal study. We report on mean and prevalence levels of whole-life DSM-IV dependence symptoms that were assessed with the Composite International Diagnostic Interview-Substance Abuse Module. Biometrical analyses were limited to age-adjusted DSM-IV dependence symptom counts from a subset of twins that reported using alcohol, tobacco, or cannabis in their lifetime. RESULTS Male and female alcohol, tobacco, and cannabis DSM-IV symptoms are indicators of a heritable unidimensional latent continuous trait. Additive genetic factors explain more than 60% of the common liability to drug dependence. A larger proportion of the variation in each substance is attributable to substance-specific genetic and environmental factors. CONCLUSIONS These data suggest that both common and substance-specific genetic and environmental factors contribute to individual differences in the levels of DSM-IV alcohol, tobacco, and cannabis dependence symptoms.
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Affiliation(s)
- Rohan H. C. Palmer
- Division of Behavioral Genetics, Rhode Island Hospital,Department of Psychiatry and Human Behavior, Alpert Medical School of Brown University
| | - Tanya M. Button
- Institute for Behavioral Genetics, University of Colorado at Boulder, Boulder, CO
| | - Soo H. Rhee
- Institute for Behavioral Genetics, University of Colorado at Boulder, Boulder, CO
| | - Robin P. Corley
- Institute for Behavioral Genetics, University of Colorado at Boulder, Boulder, CO
| | - Susan E. Young
- Institute for Behavioral Genetics, University of Colorado at Boulder, Boulder, CO
| | - Michael C. Stallings
- Institute for Behavioral Genetics, University of Colorado at Boulder, Boulder, CO
| | | | - John K. Hewitt
- Institute for Behavioral Genetics, University of Colorado at Boulder, Boulder, CO
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Zeiger JS, Haberstick BC, Corley RP, Ehringer MA, Crowley TJ, Hewitt JK, Hopfer CJ, Stallings MC, Young SE, Rhee SH. Subjective effects for alcohol, tobacco, and marijuana association with cross-drug outcomes. Drug Alcohol Depend 2012; 123 Suppl 1:S52-8. [PMID: 22445481 PMCID: PMC3729264 DOI: 10.1016/j.drugalcdep.2012.02.014] [Citation(s) in RCA: 55] [Impact Index Per Article: 4.6] [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: 09/15/2011] [Revised: 01/28/2012] [Accepted: 02/14/2012] [Indexed: 10/28/2022]
Abstract
METHODS The cross-drug relationship of subjective experiences between alcohol, tobacco, and marijuana and problem drug use behaviors were examined. Data were drawn from 3853 individuals between the ages of 11 and 30 years of age participating in the Colorado Center on Antisocial Drug Dependence [CADD]. Subjective experiences were assessed using a 13-item questionnaire that included positive and negative responses for alcohol, tobacco, and marijuana. Lifetime abuse and dependence on these three drugs was assessed using the Composite International Diagnostic Interview, Substance Abuse Module [CIDI-SAM]. RESULTS Positive and negative subjective experience scales were similar for alcohol, tobacco, and marijuana, although the hierarchical ordering of items differed by drug. Subjective experience scales for each of the three drugs examined correlated significantly, with the strongest relationship being for alcohol and marijuana experiences. Significant associations were identified between how a person experienced a drug and abuse and dependence status for the same or different drug. CONCLUSION Cross-drug relationships provide evidence for a common liability or sensitivity towards responding in a similar manner to drugs of abuse within and across different pharmacological classes.
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Affiliation(s)
- Joanna S. Zeiger
- Institute for Behavioral Genetics, University of Colorado, Campus Box 447, Boulder, Colorado 80309, USA
| | - Brett C. Haberstick
- Institute for Behavioral Genetics, University of Colorado, Campus Box 447, Boulder, Colorado 80309, USA
| | - Robin P. Corley
- Institute for Behavioral Genetics, University of Colorado, Campus Box 447, Boulder, Colorado 80309, USA
| | - Marissa A. Ehringer
- Institute for Behavioral Genetics, University of Colorado, Campus Box 447, Boulder, Colorado 80309, USA
- Department of Integrative Physiology, University of Colorado, Campus Box 354, Boulder, Colorado, 80309, USA
| | - Thomas J. Crowley
- Division of Substance Dependence, Department of Psychiatry, University of Colorado School of Medicine, Campus Box C268-35, Denver, Colorado, 80206, USA
| | - John K. Hewitt
- Institute for Behavioral Genetics, University of Colorado, Campus Box 447, Boulder, Colorado 80309, USA
- Department of Psychology, University of Colorado, Campus Box 345, Boulder, Colorado, 80309. USA
| | - Christian J. Hopfer
- Division of Substance Dependence, Department of Psychiatry, University of Colorado School of Medicine, Campus Box C268-35, Denver, Colorado, 80206, USA
| | - Michael C. Stallings
- Institute for Behavioral Genetics, University of Colorado, Campus Box 447, Boulder, Colorado 80309, USA
- Department of Psychology, University of Colorado, Campus Box 345, Boulder, Colorado, 80309. USA
| | - Susan E. Young
- Institute for Behavioral Genetics, University of Colorado, Campus Box 447, Boulder, Colorado 80309, USA
| | - Soo Hyun Rhee
- Institute for Behavioral Genetics, University of Colorado, Campus Box 447, Boulder, Colorado 80309, USA
- Department of Psychology, University of Colorado, Campus Box 345, Boulder, Colorado, 80309. USA
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Abstract
AIM To examine individual differences in positive and negative subjective experiences to initial cigarette use. DESIGN Retrospective self-reports of initial subjective experiences were examined to estimate the genetic and environmental influences and the extent of their covariation across different effects. PARTICIPANTS Data was drawn from 2482 young adult same-and opposite sex twins- and siblings participating in the National Longitudinal Study of Adolescent Health. MEASUREMENT Subjective experiences were retrospectively collected using the Early Smoking Experience (ESE) questionnaire. FINDINGS Positive experiences evidenced moderate heritable contributions (40%, 95% CI: 0.22 to 0.56), as did an overall hedonic measure (34%, 95% CI: 0.22 to 0.46) and dizziness (34%, 95% CI: 0.15 to 0.52). Negative experiences evidenced small heritable contributions (13%, 95% CI: 0.00 to 0.36). Individual specific environmental influences were strong and accounted for the remaining proportion of observed variation in these experiences. Multivariate genetic modeling identified a moderately heritable underlying factor (37%, 95% CI: 0.22 to 0.52) that influenced the covariation of diverse subjective experiences and loaded most heavily on dizziness. Positive experiences also evidence residual genetic influences that were uncorrelated with other subjective experiences. CONCLUSIONS How a person experiences their initial few cigarettes is due to both heritable contributions and environmental experiences unique to the person. The covariation of diverse subjective experiences appears to be due to a heritable latent sensitivity to the chemicals contained in an average cigarette and is best indexed by dizziness.
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Affiliation(s)
- Brett C. Haberstick
- Institute for Behavioral Genetics, University of Colorado, Boulder, Colorado, USA
| | - Marissa A. Ehringer
- Institute for Behavioral Genetics, University of Colorado, Boulder, Colorado, USA,Department of Integrated Physiology, University of Colorado, Boulder, Colorado, USA
| | - Jeffrey M. Lessem
- Institute for Behavioral Genetics, University of Colorado, Boulder, Colorado, USA
| | - Christian J. Hopfer
- Department of Psychiatry, University of Colorado School of Medicine, Denver, Colorado, USA
| | - John K. Hewitt
- Institute for Behavioral Genetics, University of Colorado, Boulder, Colorado, USA
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Haberstick BC, Zeiger JS, Corley RP, Hopfer CJ, Stallings MC, Rhee SH, Hewitt JK. Common and drug-specific genetic influences on subjective effects to alcohol, tobacco and marijuana use. Addiction 2011; 106:215-24. [PMID: 20955487 PMCID: PMC3006038 DOI: 10.1111/j.1360-0443.2010.03129.x] [Citation(s) in RCA: 38] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/21/2022]
Abstract
AIM To examine variation in positive and negative subjective effects to alcohol, tobacco and marijuana and covariation between these three drugs and each effect. DESIGN Retrospective self-reports of subjective effects were collected to estimate the genetic and environmental influences and the extent of their specificity across three drugs. PARTICIPANTS Data were drawn from 1299 adolescent and young adult same- and opposite sex twin- and sibling-pairs participating in the Colorado Center for Antisocial Drug Dependence (CADD). SETTING A large, collaborative, longitudinal study of substance use and antisocial behavior in community and clinical adolescents. MEASUREMENT Subjective effects were assessed using a 13-item questionnaire that included positive and negative responses to alcohol, tobacco and marijuana. FINDINGS Heritable influences contributed moderately (additive genetic effects 16-56%) to positive and negative subjective effects to all three drugs and did not differ for males and females. Genetic and environmental contributions to positive and negative subjective effects are largely non-overlapping for tobacco and marijuana. Multivariate genetic modeling indicated that subjective effects to alcohol, tobacco and marijuana share a common, heritable etiology and that drug-specific genetic influences were an important contributor to individual differences in drug response. CONCLUSIONS Results from our genetic analyses suggest that subjective effects to these commonly used and misused drugs are heritable and that the genetic and environmental influences on effects to one drug also influence subjective effects to other drugs.
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Affiliation(s)
- Brett C. Haberstick
- Institute for Behavioral Genetics, University of Colorado, Boulder, Colorado, USA
| | - Joanna S. Zeiger
- Institute for Behavioral Genetics, University of Colorado, Boulder, Colorado, USA
| | - Robin P. Corley
- Institute for Behavioral Genetics, University of Colorado, Boulder, Colorado, USA
| | - Christian J. Hopfer
- Department of Psychiatry, University of Colorado School of Medicine, Denver, Colorado, USA
| | - Michael C. Stallings
- Institute for Behavioral Genetics, University of Colorado, Boulder, Colorado, USA
| | - Soo Hyun Rhee
- Institute for Behavioral Genetics, University of Colorado, Boulder, Colorado, USA
| | - John K. Hewitt
- Institute for Behavioral Genetics, University of Colorado, Boulder, Colorado, USA
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Haberstick BC, Lessem JM, McQueen MB, Boardman JD, Hopfer CJ, Smolen A, Hewitt JK. Stable genes and changing environments: body mass index across adolescence and young adulthood. Behav Genet 2010; 40:495-504. [PMID: 20087641 PMCID: PMC2989725 DOI: 10.1007/s10519-009-9327-3] [Citation(s) in RCA: 29] [Impact Index Per Article: 2.1] [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: 05/22/2008] [Accepted: 12/10/2009] [Indexed: 10/20/2022]
Abstract
The transition between adolescence and young adulthood is a developmentally sensitive time where children are at an increased risk for becoming overweight and developing obesity. Twin studies have reported that body mass index [BMI] is highly heritable, however, it remains unclear whether the genetic influences are sex-limited and whether non-additive genetic influences contribute to body mass index [BMI] during these ages. In the current report, we examined self-reported data on BMI in same [n = 2,744] and opposite-sex [n = 1,178] siblings participating in the National Longitudinal Study on Adolescent Health [Add Health]. To investigate whether the same or different genes contributed to BMI for both sexes, we fit quantitative sex-limited genetic models to three waves of data collection. At each of the three Waves of assessment, models that included additive genetic, individual-specific environment, and no sex-limited genetic influences fit the data most parsimoniously. Heritable effects on BMI at each of the three Waves were large for both sexes and ranged between .75 and .86. While genetic contributions across the ages were highly correlated, longitudinal analyses indicated that the relevant individual-specific environmental influences on BMI in adolescence and young adulthood change sizably. These results underscore the importance of understanding early genetic influences on BMI and highlight the role environmental experiences have at later ages when new genetic influences appear to make a small contribution to individual variation in BMI.
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Affiliation(s)
- Brett C Haberstick
- Institute for Behavioral Genetics, University of Colorado, Boulder, CO 80309-0447, USA.
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