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Wilkinson CS, Luján MÁ, Hales C, Costa KM, Fiore VG, Knackstedt LA, Kober H. Listening to the Data: Computational Approaches to Addiction and Learning. J Neurosci 2023; 43:7547-7553. [PMID: 37940590 PMCID: PMC10634572 DOI: 10.1523/jneurosci.1415-23.2023] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/26/2023] [Revised: 08/21/2023] [Accepted: 08/22/2023] [Indexed: 11/10/2023] Open
Abstract
Computational approaches hold great promise for identifying novel treatment targets and creating translational therapeutics for substance use disorders. From circuitries underlying decision-making to computationally derived neural markers of drug-cue reactivity, this review is a summary of the approaches to data presented at our 2023 Society for Neuroscience Mini-Symposium. Here, we highlight data- and hypothesis-driven computational approaches that recently afforded advancements in addiction and learning neuroscience. First, we discuss the value of hypothesis-driven algorithmic modeling approaches, which integrate behavioral, neural, and cognitive outputs to refine hypothesis testing. Then, we review the advantages of data-driven dimensionality reduction and machine learning methods for uncovering novel predictor variables and elucidating relationships in high-dimensional data. Overall, this review highlights recent breakthroughs in cognitive mapping, model-based analysis of behavior/risky decision-making, patterns of drug taking, relapse, and neuromarker discovery, and showcases the benefits of novel modeling techniques, across both preclinical and clinical data.
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Affiliation(s)
| | - Miguel Á Luján
- Department of Neurobiology, University of Maryland, School of Medicine, Baltimore, Maryland 21201
| | - Claire Hales
- Department of Psychology, University of British Columbia, Vancouver, British Columbia V6T 1Z4, Canada
| | - Kauê M Costa
- National Institute on Drug Abuse Intramural Research Program, Baltimore, Maryland 21224
| | - Vincenzo G Fiore
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York City, New York 10029
| | - Lori A Knackstedt
- Department of Psychology, University of Florida, Gainesville, Florida 32611
| | - Hedy Kober
- Departments of Psychiatry, Psychology, and Neuroscience, Yale University, New Haven, Connecticut 06511
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Dick DM, Balcke E, McCutcheon V, Francis M, Kuo S, Salvatore J, Meyers J, Bierut LJ, Schuckit M, Hesselbrock V, Edenberg HJ, Porjesz B, Kuperman S, Kramer J, Bucholz K. The collaborative study on the genetics of alcoholism: Sample and clinical data. GENES, BRAIN, AND BEHAVIOR 2023; 22:e12860. [PMID: 37581339 PMCID: PMC10550787 DOI: 10.1111/gbb.12860] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/08/2023] [Revised: 06/22/2023] [Accepted: 07/19/2023] [Indexed: 08/16/2023]
Abstract
The collaborative study on the genetics of alcoholism (COGA) is a multi-site, multidisciplinary project with the goal of identifying how genes are involved in alcohol use disorder and related outcomes, and characterizing how genetic risk unfolds across development and in conjunction with the environment and brain function. COGA is a multi-generational family-based study in which probands were recruited through alcohol treatment centers, along with a set of community comparison families. Nearly 18,000 individuals from >2200 families have been assessed over a period of over 30 years with a rich phenotypic battery that includes semi-structured psychiatric interviews and questionnaire measures, along with DNA collection and electrophysiological data on a large subset. Participants range in age from 7 to 97, with many having longitudinal assessments, providing a valuable opportunity to study alcohol use and problems across the lifespan. Here we provide an overview of data collection methods for the COGA sample, and details about sample characteristics and comorbidity. We also review key research findings that have emerged from analyses of the COGA data. COGA data are available broadly to researchers, and we hope this overview will encourage further collaboration and use of these data to advance the field.
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Affiliation(s)
- Danielle M. Dick
- Department of PsychiatryRutgers Robert Wood Johnson Medical SchoolPiscatawayNew JerseyUSA
| | - Emily Balcke
- Department of PsychiatryRutgers Robert Wood Johnson Medical SchoolPiscatawayNew JerseyUSA
| | - Vivia McCutcheon
- Department of PsychiatryWashington University School of Medicine in St. LouisSt. LouisMissouriUSA
| | - Meredith Francis
- School of Social WorkVirginia Commonwealth UniversityRichmondVirginiaUSA
| | - Sally Kuo
- Department of PsychiatryRutgers Robert Wood Johnson Medical SchoolPiscatawayNew JerseyUSA
| | - Jessica Salvatore
- Department of PsychiatryRutgers Robert Wood Johnson Medical SchoolPiscatawayNew JerseyUSA
| | - Jacquelyn Meyers
- Department of Psychiatry and Behavioral SciencesSUNY Downstate Health Sciences UniversityBrooklynNew YorkUSA
| | - Laura J. Bierut
- Department of PsychiatryWashington University School of Medicine in St. LouisSt. LouisMissouriUSA
| | - Marc Schuckit
- Department of PsychiatryUniversity of California San Diego School of MedicineLa JollaCaliforniaUSA
| | - Victor Hesselbrock
- Department of PsychiatryUniversity of Connecticut School of MedicineFarmingtonConnecticutUSA
| | - Howard J. Edenberg
- Department of Medical and Molecular GeneticsIndiana University School of MedicineIndianapolisIndianaUSA
- Department of Biochemistry and Molecular BiologyIndiana University School of MedicineIndianapolisIndianaUSA
| | - Bernice Porjesz
- Department of Psychiatry and Behavioral SciencesSUNY Downstate Health Sciences UniversityBrooklynNew YorkUSA
| | - Samuel Kuperman
- Department of PsychiatryUniversity of Iowa Carver College of MedicineIowa CityIowaUSA
| | - John Kramer
- Department of PsychiatryUniversity of Iowa Carver College of MedicineIowa CityIowaUSA
| | - Kathleen Bucholz
- Department of PsychiatryWashington University School of Medicine in St. LouisSt. LouisMissouriUSA
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Alarifi AM, Alshahrani NZ, Albali NH, Aljalajel KM, Alotaibi NM, Fallatah AA, Zeitounie MR, Alghamdi KA, Alsaaid MA, Alshehri A. Exploration of Psychiatry Residents' Attitudes toward Patients with Substance Use Disorder, Bipolar Disorder and Schizophrenia in Saudi Arabia. Behav Sci (Basel) 2023; 13:642. [PMID: 37622782 PMCID: PMC10451806 DOI: 10.3390/bs13080642] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/22/2023] [Revised: 07/15/2023] [Accepted: 07/25/2023] [Indexed: 08/26/2023] Open
Abstract
Stigmatizing attitudes of psychiatry professionals toward patients with various mental disorders may negatively impact treatment-seeking behaviors. However, in Saudi Arabia, little is known about psychiatry residents' attitudes toward individuals with a specific disease/disorder. Therefore, the purpose of this study was to assess psychiatry residents' attitudes toward patients with substance use disorder (SUD), bipolar disorder and schizophrenia in Saudi Arabia. Data for this cross-sectional study were collected from psychiatry residents (N = 79) in Saudi Arabia with a structured questionnaire containing sociodemographic and attitude-related variables. The 11-item Medical Condition Regard Scale (MCRS) for individuals with three conditions was used to assess participants' attitudes. A linear regression model was fitted to investigate the association. Based on the MCRS (on a scale of 11 to 66), participants' mean attitude scores were 41.59 (SD: 8.09), 54.53 (SD: 5.90) and 54.20 (SD: 6.60) for SUD, bipolar disorder and schizophrenia, respectively. Adjusted regression analysis demonstrated that senior residents, an age ≥ 27 years and a high confidence level were significantly associated with psychiatry residents' positive attitudes toward patients with the three conditions. Psychiatry residents' attitude scores were relatively lower (i.e., negative attitudes) for patients with SUD than for those with bipolar disorder and schizophrenia. Future longitudinal studies are recommended to explore the factors behind psychiatry residents' negative attitudes toward patients with addictive behaviors and mental illnesses.
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Affiliation(s)
- Abdullah M. Alarifi
- Department of Public Health, College of Health Sciences, Saudi Electronic University, Riyadh 13316, Saudi Arabia
| | - Najim Z. Alshahrani
- Department of Family and Community Medicine, Faculty of Medicine, University of Jeddah, Jeddah 23218, Saudi Arabia
| | - Nawaf H. Albali
- Department of Epidemiology, Biostatistics and Public Health, College of Medicine, Alfaisal University, Riyadh 11533, Saudi Arabia
| | - Khalid M. Aljalajel
- Mental Health Department, King Faisal Specialist Hospital & Research Center, Riyadh 23433, Saudi Arabia
| | - Nourh M. Alotaibi
- Department of Psychiatry, Ministry of Health, Riyadh 12613, Saudi Arabia
| | - Anan A. Fallatah
- Eradah Complex for Mental Health, Ministry of Health, Riyadh 12613, Saudi Arabia
| | | | - Khalid A. Alghamdi
- Department of Psychiatry, Ministry of Health, Riyadh 12613, Saudi Arabia
| | - Maan A. Alsaaid
- Department of Psychiatry, Ministry of Health, Riyadh 12613, Saudi Arabia
| | - Ahmed Alshehri
- Adult Mental Health Department, King Abdulaziz Medical City, National Guard, Riyadh 11426, Saudi Arabia
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Stephenson M, Aliev F, Kuo SIC, Edwards AC, Pandey G, Su J, Kamarajan C, Dick D, Salvatore JE. The role of adolescent social relationships in promoting alcohol resistance: Interrupting the intergenerational transmission of alcohol misuse. Dev Psychopathol 2022; 34:1841-1855. [PMID: 36873306 PMCID: PMC9976711 DOI: 10.1017/s0954579422000785] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/27/2022]
Abstract
Genetic factors contribute to the intergenerational transmission of alcohol misuse, but not all individuals at high genetic risk develop problems. The present study examined adolescent relationships with parents, peers, and romantic partners as predictors of realized resistance, defined as high biological risk for disorder combined with a healthy outcome, to alcohol initiation, heavy episodic drinking, and alcohol use disorder (AUD). Data were from the Collaborative Study on the Genetics of Alcoholism (N = 1,858; 49.9% female; mean age at baseline = 13.91 years). Genetic risk, indexed using family history density and polygenic risk scores for alcohol problems and AUD, was used to define alcohol resistance. Adolescent predictors included parent-child relationship quality, parental monitoring, peer drinking, romantic partner drinking, and social competence. There was little support for the hypothesis that social relationship factors would promote alcohol resistance, with the exception that higher father-child relationship quality was associated with higher resistance to alcohol initiation (β ^ = - 0.19 , 95% CI = -0.35, -0.03). Unexpectedly, social competence was associated with lower resistance to heavy episodic drinking (β ^ = 0.10 , 95% CI = 0.01, 0.20). This pattern of largely null effects underscores how little is known about resistance processes among those at high genetic risk for AUD.
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Affiliation(s)
- Mallory Stephenson
- Virginia Institute for Psychiatric and Behavioral Genetics, Virginia Commonwealth University, Richmond, VA, USA
| | - Fazil Aliev
- Department of Psychology, Virginia Commonwealth University, Richmond, VA, USA
| | - Sally I-Chun Kuo
- Department of Psychiatry, Robert Wood Johnson Medical School, Rutgers University, New Brunswick, NJ, USA
| | - Alexis C. Edwards
- Virginia Institute for Psychiatric and Behavioral Genetics, Virginia Commonwealth University, Richmond, VA, USA
- Department of Psychiatry, School of Medicine, Virginia Commonwealth University, Richmond, VA, USA
| | - Gayathri Pandey
- Department of Psychiatry and Behavioral Sciences, Downstate Medical Center, State University of New York, Brooklyn, NY, USA
| | - Jinni Su
- Department of Psychology, Arizona State University, Tempe, AZ, USA
| | - Chella Kamarajan
- Department of Psychiatry and Behavioral Sciences, Downstate Medical Center, State University of New York, Brooklyn, NY, USA
| | - Danielle Dick
- Department of Psychology, Virginia Commonwealth University, Richmond, VA, USA
| | - Jessica E. Salvatore
- Department of Psychiatry, Robert Wood Johnson Medical School, Rutgers University, New Brunswick, NJ, USA
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Sheerin CM, Bustamante D, Bountress KE, Cusack SE, Aggen SH, Kendler KS, Amstadter AB. Psychiatric Resilience and Alcohol Resistance: A Twin Study of Genetic Correlation and Sex Differences. Behav Genet 2021; 51:619-630. [PMID: 33893921 PMCID: PMC8530862 DOI: 10.1007/s10519-021-10059-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/20/2020] [Accepted: 04/15/2021] [Indexed: 10/21/2022]
Abstract
Variability in psychiatric response following stressful/traumatic life events is frequently observed. There is also variability in propensity for alcohol use disorder (AUD) such that some can consume substantial amounts and not develop AUD symptoms whereas others develop an AUD. Our group has applied discrepancy-based approaches to capture psychiatric resilience (PR) and alcohol resistance (AR), both moderately heritable. This study sought to (1) examine the genetic and environmental correlation of these constructs and (2) model qualitative and quantitative sex effects. Data came from a large twin sample (N = 4501 twin pairs) with self-report measures and interviews assessing distress symptoms, stressful life events, alcohol use, and AUD. Correlated liability model results suggested a moderate degree of genetic correlation between PR and AR (0.54) due to the same genetic factors in males and females. Findings highlight the shared genetic predisposition of these resilience/resistance constructs while emphasizing the impact of unique environmental experiences.
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Affiliation(s)
- Christina M Sheerin
- Virginia Institute of Psychiatric and Behavioral Genetics, 800 E Leigh Street, Biotech One, PO Box 980126, Richmond, VA, 23298, USA.
| | - Daniel Bustamante
- Virginia Institute of Psychiatric and Behavioral Genetics, 800 E Leigh Street, Biotech One, PO Box 980126, Richmond, VA, 23298, USA
- Integrative Life Sciences, Virginia Commonwealth University, Richmond, VA, USA
| | - Kaitlin E Bountress
- Virginia Institute of Psychiatric and Behavioral Genetics, 800 E Leigh Street, Biotech One, PO Box 980126, Richmond, VA, 23298, USA
| | - Shannon E Cusack
- Virginia Institute of Psychiatric and Behavioral Genetics, 800 E Leigh Street, Biotech One, PO Box 980126, Richmond, VA, 23298, USA
- Department of Psychology, Virginia Commonwealth University, Richmond, VA, USA
| | - Steven H Aggen
- Virginia Institute of Psychiatric and Behavioral Genetics, 800 E Leigh Street, Biotech One, PO Box 980126, Richmond, VA, 23298, USA
| | - Kenneth S Kendler
- Virginia Institute of Psychiatric and Behavioral Genetics, 800 E Leigh Street, Biotech One, PO Box 980126, Richmond, VA, 23298, USA
- Department of Human and Molecular Genetics, Virginia Commonwealth University, Richmond, VA, USA
| | - Ananda B Amstadter
- Virginia Institute of Psychiatric and Behavioral Genetics, 800 E Leigh Street, Biotech One, PO Box 980126, Richmond, VA, 23298, USA
- Department of Psychology, Virginia Commonwealth University, Richmond, VA, USA
- Department of Human and Molecular Genetics, Virginia Commonwealth University, Richmond, VA, USA
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Greenwood CJ, Youssef GJ, Fuller-Tyszkiewicz M, Letcher P, Macdonald JA, Hutchinson DM, Spry EA, Sanson A, Toumbourou JW, Biden EJ, Olsson CA. Psychosocial predictors of binge-drinking residual harm in adolescence and young adulthood: Findings from the Australian Temperament Project. Drug Alcohol Depend 2021; 226:108864. [PMID: 34245998 DOI: 10.1016/j.drugalcdep.2021.108864] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/16/2020] [Revised: 05/19/2021] [Accepted: 05/23/2021] [Indexed: 10/21/2022]
Abstract
AIMS We examine the extent to which adolescent and young adult psychosocial factors are associated with variation in the experience of common types of harm (e.g., injuries, violence, sexual regrets) with respect to binge-drinking frequency - termed residual harm. METHODS Data were from the Australian Temperament Project, a population-based cohort study that has followed a sample of young Australians from infancy to adulthood since 1983. The current sample comprised 1,081 (565 women). Residual harm was operationalised by saving residuals from models regressing number of alcohol harms onto binge-drinking frequency at each of 5 waves, two in adolescence (15-16 and 17-18 years) and three in young adulthood (19-20, 23-24, and 27-28 years). Psychosocial factors (mental health, social skills, quality of parent and peer relationships) were assessed prior to binge drinking in early adolescence (13-14 years) and then again in young adulthood (19-20 years). RESULTS Adolescent predictors of decreased residual harm were lower depressive symptoms, and higher cooperation, self-control, and peer and parent attachment. Young adult predictors of decreased residual harm were lower depressive, anxiety, and stress symptoms and peer and parent negative appraisal, and higher responsibility, and peer and parent emotional support. Associations were evident in males and females, although the strength of some associations diminished with age. CONCLUSIONS Adolescents and young adults with better mental health, social skills, and relationship quality experienced less harm with respect to their binge-drinking frequency. Future research should examine the potential of investment in strength-based interventions for young people.
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Affiliation(s)
- C J Greenwood
- Deakin University, Centre for Social and Early Emotional Development, School of Psychology, Faculty of Health, Geelong, Australia; Murdoch Children's Research Institute, Centre for Adolescent Health, Melbourne, Australia.
| | - G J Youssef
- Deakin University, Centre for Social and Early Emotional Development, School of Psychology, Faculty of Health, Geelong, Australia; Murdoch Children's Research Institute, Centre for Adolescent Health, Melbourne, Australia
| | - M Fuller-Tyszkiewicz
- Deakin University, Centre for Social and Early Emotional Development, School of Psychology, Faculty of Health, Geelong, Australia
| | - P Letcher
- University of Melbourne, Department of Paediatrics, Royal Children's Hospital, Australia
| | - J A Macdonald
- Deakin University, Centre for Social and Early Emotional Development, School of Psychology, Faculty of Health, Geelong, Australia; Murdoch Children's Research Institute, Centre for Adolescent Health, Melbourne, Australia; University of Melbourne, Department of Paediatrics, Royal Children's Hospital, Australia
| | - D M Hutchinson
- Deakin University, Centre for Social and Early Emotional Development, School of Psychology, Faculty of Health, Geelong, Australia; Murdoch Children's Research Institute, Centre for Adolescent Health, Melbourne, Australia; University of Melbourne, Department of Paediatrics, Royal Children's Hospital, Australia; National Drug and Alcohol Research Centre, Faculty of Medicine, University of New South Wales, Sydney, Australia
| | - E A Spry
- Deakin University, Centre for Social and Early Emotional Development, School of Psychology, Faculty of Health, Geelong, Australia; Murdoch Children's Research Institute, Centre for Adolescent Health, Melbourne, Australia
| | - A Sanson
- University of Melbourne, Department of Paediatrics, Royal Children's Hospital, Australia
| | - J W Toumbourou
- Deakin University, Centre for Social and Early Emotional Development, School of Psychology, Faculty of Health, Geelong, Australia; Murdoch Children's Research Institute, Centre for Adolescent Health, Melbourne, Australia
| | - E J Biden
- Deakin University, Centre for Social and Early Emotional Development, School of Psychology, Faculty of Health, Geelong, Australia; Murdoch Children's Research Institute, Centre for Adolescent Health, Melbourne, Australia
| | - C A Olsson
- Deakin University, Centre for Social and Early Emotional Development, School of Psychology, Faculty of Health, Geelong, Australia; Murdoch Children's Research Institute, Centre for Adolescent Health, Melbourne, Australia; University of Melbourne, Department of Paediatrics, Royal Children's Hospital, Australia
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al'Absi M, Ginty AT, Lovallo WR. Neurobiological mechanisms of early life adversity, blunted stress reactivity and risk for addiction. Neuropharmacology 2021; 188:108519. [PMID: 33711348 DOI: 10.1016/j.neuropharm.2021.108519] [Citation(s) in RCA: 23] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/03/2020] [Revised: 02/13/2021] [Accepted: 03/05/2021] [Indexed: 12/20/2022]
Abstract
Blunted stress reactivity resulting from early exposure to stress during childhood and adolescence may increase vulnerability to addiction. Early life adversity (ELA) affects brain structure and function and results in blunted stress axis reactivity. In this review, we focus on the underlying neurobiological mechanisms associated with a blunted response to stress, ELA, and risk for addictive disorders. ELA and blunted reactivity are accompanied by unstable mood regulation, impulsive behaviors, and reduced cognitive function. Neuroimaging studies reveal cortical and subcortical changes in persons exposed to ELA and those who have a genetic disposition for addiction. We propose a model in which blunted stress reactivity may be a marker of risk for addiction through an altered motivational and behavioral reactivity to stress that contribute to disinhibited behavioral reactivity and impulsivity leading in turn to increased vulnerability for substance use. Evidence supporting this hypothesis in the context of substance use initiation, maintenance, and risk for relapse is presented. The effects of ELA on persons at risk for addiction may lead to early experimentation with drugs of abuse. Early adoption of drug intake may alter neuroregulation in such vulnerable persons leading to a permanent dysregulation of motivational responses consistent with dependence. This article is part of the special issue on 'Vulnerabilities to Substance Abuse'.
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Affiliation(s)
- Mustafa al'Absi
- Family Medicine and Biobehavioral Health, University of Minnesota Medical School, Duluth, MN, USA.
| | - Annie T Ginty
- Department of Psychology and Neuroscience, Baylor University, Waco, TX, USA
| | - William R Lovallo
- University of Oklahoma Health Sciences Center and VA Medical Center, Oklahoma City, OK, USA
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