101
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Cadet JL. Epigenetics of Stress, Addiction, and Resilience: Therapeutic Implications. Mol Neurobiol 2016; 53:545-560. [PMID: 25502297 PMCID: PMC4703633 DOI: 10.1007/s12035-014-9040-y] [Citation(s) in RCA: 95] [Impact Index Per Article: 11.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/20/2014] [Accepted: 11/30/2014] [Indexed: 12/12/2022]
Abstract
Substance use disorders (SUDs) are highly prevalent. SUDs involve vicious cycles of binges followed by occasional periods of abstinence with recurrent relapses despite treatment and adverse medical and psychosocial consequences. There is convincing evidence that early and adult stressful life events are risks factors for the development of addiction and serve as cues that trigger relapses. Nevertheless, the fact that not all individuals who face traumatic events develop addiction to licit or illicit drugs suggests the existence of individual and/or familial resilient factors that protect these mentally healthy individuals. Here, I give a brief overview of the epigenetic bases of responses to stressful events and of epigenetic changes associated with the administration of drugs of abuse. I also discuss the psychobiology of resilience and alterations in epigenetic markers that have been observed in models of resilience. Finally, I suggest the possibility that treatment of addiction should involve cognitive and pharmacological approaches that enhance resilience in at risk individuals. Similar approaches should also be used with patients who have already succumbed to the nefarious effects of addictive substances.
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Affiliation(s)
- Jean Lud Cadet
- Molecular Neuropsychiatry Research Branch, DHHS/NIH/NIDA Intramural Research Program, National Institutes of Health, 251 Bayview Boulevard, Baltimore, MD, 21224, USA.
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102
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Rodríguez-Arias M, Roger-Sánchez C, Vilanova I, Revert N, Manzanedo C, Miñarro J, Aguilar MA. Effects of Cannabinoid Exposure during Adolescence on the Conditioned Rewarding Effects of WIN 55212-2 and Cocaine in Mice: Influence of the Novelty-Seeking Trait. Neural Plast 2015; 2016:6481862. [PMID: 26881125 PMCID: PMC4736006 DOI: 10.1155/2016/6481862] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/26/2015] [Revised: 09/01/2015] [Accepted: 09/17/2015] [Indexed: 11/17/2022] Open
Abstract
Adolescent exposure to cannabinoids enhances the behavioural effects of cocaine, and high novelty-seeking trait predicts greater sensitivity to the conditioned place preference (CPP) induced by this drug. Our aim was to evaluate the influence of novelty-seeking on the effects of adolescent cannabinoid exposure. Adolescent male mice were classified as high or low novelty seekers (HNS and LNS) in the hole-board test. First, we evaluated the CPP induced by the cannabinoid agonist WIN 55212-2 (0.05 and 0.075 mg/kg, i.p.) in HNS and LNS mice. Then, HNS and LNS mice were pretreated i.p. with vehicle, WIN 55212-2 (0.1 mg/kg), or cannabinoid antagonist rimonabant (1 mg/kg) and were subsequently conditioned with WIN 55212-2 (0.05 mg/kg, i.p.) or cocaine (1 or 6 mg/kg, i.p.). Only HNS mice conditioned with the 0.075 mg/kg dose acquired CPP with WIN 55212-2. Adolescent exposure to this cannabinoid agonist increased the rewarding effects of 1 mg/kg of cocaine in both HNS and LNS mice, and in HNS mice it also increased the reinstating effect of a low dose of cocaine. Our results endorse a role for individual differences such as a higher propensity for sensation-seeking in the development of addiction.
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Affiliation(s)
- M. Rodríguez-Arias
- Unidad de Investigación Psicobiología de las Drogodependencias, Departamento de Psicobiologia, Facultad de Psicología, Universidad de Valencia, 46010 Valencia, Spain
| | - C. Roger-Sánchez
- Unidad de Investigación Psicobiología de las Drogodependencias, Departamento de Psicobiologia, Facultad de Psicología, Universidad de Valencia, 46010 Valencia, Spain
| | - I. Vilanova
- Unidad de Investigación Psicobiología de las Drogodependencias, Departamento de Psicobiologia, Facultad de Psicología, Universidad de Valencia, 46010 Valencia, Spain
| | - N. Revert
- Unidad de Investigación Psicobiología de las Drogodependencias, Departamento de Psicobiologia, Facultad de Psicología, Universidad de Valencia, 46010 Valencia, Spain
| | - C. Manzanedo
- Unidad de Investigación Psicobiología de las Drogodependencias, Departamento de Psicobiologia, Facultad de Psicología, Universidad de Valencia, 46010 Valencia, Spain
| | - J. Miñarro
- Unidad de Investigación Psicobiología de las Drogodependencias, Departamento de Psicobiologia, Facultad de Psicología, Universidad de Valencia, 46010 Valencia, Spain
| | - M. A. Aguilar
- Unidad de Investigación Psicobiología de las Drogodependencias, Departamento de Psicobiologia, Facultad de Psicología, Universidad de Valencia, 46010 Valencia, Spain
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103
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Morein-Zamir S, Robbins TW. Fronto-striatal circuits in response-inhibition: Relevance to addiction. Brain Res 2015; 1628:117-29. [PMID: 25218611 PMCID: PMC4686018 DOI: 10.1016/j.brainres.2014.09.012] [Citation(s) in RCA: 78] [Impact Index Per Article: 8.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/21/2014] [Revised: 08/28/2014] [Accepted: 09/03/2014] [Indexed: 12/29/2022]
Abstract
Disruptions to inhibitory control are believed to contribute to multiple aspects of drug abuse, from preexisting vulnerability in at-risk individuals, through escalation to dependence, to promotion of relapse in chronic users. Paradigms investigating the suppression of actions have been investigated in animal and human research on drug addiction. Rodent research has focused largely on impulsive behaviors, often gauged by premature responding, as a viable model highlighting the relevant role of dopamine and other neurotransmitters primarily in the striatum. Human research on action inhibition in stimulant dependence has highlighted impaired performance and largely prefrontal cortical abnormalities as part of a broader pattern of cognitive abnormalities. Animal and human research implicate inhibitory difficulties mediated by fronto-striatal circuitry both preceding and as a result of excessive stimulus use. In this regard, response-inhibition has proven a useful cognitive function to gauge the integrity of fronto-striatal systems and their role in contributing to impulsive and compulsive features of drug dependence.
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Affiliation(s)
- Sharon Morein-Zamir
- Behavioural and Clinical Neuroscience Institute, University of Cambridge, Cambridge CB2 3EB, UK; Department of Psychology, University of Cambridge, Cambridge CB2 0SZ, UK.
| | - Trevor W Robbins
- Behavioural and Clinical Neuroscience Institute, University of Cambridge, Cambridge CB2 3EB, UK; Department of Psychology, University of Cambridge, Cambridge CB2 0SZ, UK
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104
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Bickel WK, Snider SE, Quisenberry AJ, Stein JS, Hanlon CA. Competing neurobehavioral decision systems theory of cocaine addiction: From mechanisms to therapeutic opportunities. PROGRESS IN BRAIN RESEARCH 2015; 223:269-93. [PMID: 26806781 PMCID: PMC5495192 DOI: 10.1016/bs.pbr.2015.07.009] [Citation(s) in RCA: 35] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/08/2023]
Abstract
Cocaine dependence is a difficult-to-treat, chronically relapsing disorder. Multiple scientific disciplines provide distinct perspectives on this disorder; however, connections between disciplines are rare. The competing neurobehavioral decision systems (CNDS) theory posits that choice results from the interaction between two decision systems (impulsive and executive) and that regulatory imbalance between systems can induce pathology, including addiction. Using this view, we integrate a diverse set of observations on cocaine dependence, including bias for immediacy, neural activity and structure, developmental time course, behavioral comorbidities, and the relationship between cocaine dependence and socioeconomic status. From the CNDS perspective, we discuss established and emerging behavioral, pharmacological, and neurological treatments and identify possible targets for future treatments. The ability of the CNDS theory to integrate diverse findings highlights its utility for understanding cocaine dependence and supports that dysregulation between the decision systems contributes to addiction.
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Affiliation(s)
- Warren K Bickel
- Addiction Recovery Research Center, Virginia Tech Carilion Research Institute, Roanoke, VA, USA.
| | - Sarah E Snider
- Addiction Recovery Research Center, Virginia Tech Carilion Research Institute, Roanoke, VA, USA
| | - Amanda J Quisenberry
- Addiction Recovery Research Center, Virginia Tech Carilion Research Institute, Roanoke, VA, USA
| | - Jeffrey S Stein
- Addiction Recovery Research Center, Virginia Tech Carilion Research Institute, Roanoke, VA, USA
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105
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Hulka LM, Vonmoos M, Preller KH, Baumgartner MR, Seifritz E, Gamma A, Quednow BB. Changes in cocaine consumption are associated with fluctuations in self-reported impulsivity and gambling decision-making. Psychol Med 2015; 45:3097-3110. [PMID: 26081043 DOI: 10.1017/s0033291715001063] [Citation(s) in RCA: 48] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
Abstract
BACKGROUND In cross-sectional studies, cocaine users generally display elevated levels of self-reported and cognitive impulsivity. To what extent these impairments are stable v. variable markers of cocaine use disorder, and, thus, are pre-existing or drug-induced, has not yet been systematically investigated. METHOD We conducted a longitudinal study with cocaine users who changed or maintained their consumption intensity, measuring self-reported impulsivity with the Barratt Impulsiveness Scale (BIS-11), and cognitive impulsivity with the Rapid Visual Processing task (RVP), Iowa Gambling task (IGT), and Delay Discounting task (DD) at baseline and at 1-year follow-up. We assessed 48 psychostimulant-naive controls and 19 cocaine users with decreased, 19 users with increased, and 19 users with unchanged cocaine intake after 1 year as confirmed by hair analysis. RESULTS Results of linear multilevel modelling showed significant group × time interactions for the BIS-11 total score and the IGT total card ratio. Increasers showed a trend for elevated scores, whereas decreasers exhibited reduced self-reported impulsivity scores within 1 year. Surprisingly, increasers' IGT performance was improved after 1 year, whereas decreasers' performance deteriorated. By contrast, neither RVP response bias B" nor DD total score showed substantial group × time interactions. Importantly, BIS-11 and DD revealed strong test-retest reliabilities. CONCLUSION Self-reported impulsivity (BIS-11) and decision-making impulsivity (IGT) covary with changing cocaine use, whereas response bias and delay discounting remain largely unaffected. Thus, self-reported impulsivity and gambling decision-making were strongly state-dependent in a stimulant-using population and may be suitable to monitor treatment success, whereas delay of gratification was confirmed as a potential endophenotype of stimulant addiction.
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Affiliation(s)
- L M Hulka
- Experimental and Clinical Pharmacopsychology,Department of Psychiatry,Psychotherapy, and Psychosomatics, Psychiatric Hospital,University of Zurich,Switzerland
| | - M Vonmoos
- Experimental and Clinical Pharmacopsychology,Department of Psychiatry,Psychotherapy, and Psychosomatics, Psychiatric Hospital,University of Zurich,Switzerland
| | - K H Preller
- Experimental and Clinical Pharmacopsychology,Department of Psychiatry,Psychotherapy, and Psychosomatics, Psychiatric Hospital,University of Zurich,Switzerland
| | - M R Baumgartner
- Center of Forensic Hairanalytics,Institute of Forensic Medicine,University of Zurich,Switzerland
| | - E Seifritz
- Director of the Department of Psychiatry,Psychotherapy, and Psychosomatics,Psychiatric Hospital,University of Zurich,Switzerland
| | - A Gamma
- Division of ADHD Research,Department of Psychiatry, Psychotherapy, and Psychosomatics,Psychiatric Hospital,University of Zurich,Switzerland
| | - B B Quednow
- Experimental and Clinical Pharmacopsychology,Department of Psychiatry,Psychotherapy, and Psychosomatics, Psychiatric Hospital,University of Zurich,Switzerland
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106
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Uluğ BD. The Challenge Behind the Facade: Substance Abuse and Comorbidities. Noro Psikiyatr Ars 2015; 52:213-215. [PMID: 28360712 DOI: 10.5152/npa.2015.01082015] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/10/2015] [Accepted: 08/20/2015] [Indexed: 11/22/2022] Open
Affiliation(s)
- Berna Diclenur Uluğ
- Department of Psychiatry, Hacettepe University, Faculty of Medicine, Ankara, Turkey
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107
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de Sola S, de la Torre R, Sánchez-Benavides G, Benejam B, Cuenca-Royo A, del Hoyo L, Rodríguez J, Catuara-Solarz S, Sanchez-Gutierrez J, Dueñas-Espin I, Hernandez G, Peña-Casanova J, Langohr K, Videla S, Blehaut H, Farre M, Dierssen M. A new cognitive evaluation battery for Down syndrome and its relevance for clinical trials. Front Psychol 2015; 6:708. [PMID: 26089807 PMCID: PMC4455308 DOI: 10.3389/fpsyg.2015.00708] [Citation(s) in RCA: 48] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/14/2014] [Accepted: 05/12/2015] [Indexed: 12/13/2022] Open
Abstract
The recent prospect of pharmaceutical interventions for cognitive impairment of Down syndrome (DS) has boosted a number of clinical trials in this population. However, running the trials has raised some methodological challenges and questioned the prevailing methodology used to evaluate cognitive functioning of DS individuals. This is usually achieved by comparing DS individuals to matched healthy controls of the same mental age. We propose a new tool, the TESDAD Battery that uses comparison with age-matched typically developed adults. This is an advantageous method for probing the clinical efficacy of DS therapies, allowing the interpretation and prediction of functional outcomes in clinical trials. In our DS population the TESDAD battery permitted a quantitative assessment of cognitive defects, which indicated language dysfunction and deficits in executive function, as the most important contributors to other cognitive and adaptive behavior outcomes as predictors of functional change in DS. Concretely, auditory comprehension and functional academics showed the highest potential as end-point measures of therapeutic intervention for clinical trials: the former as a cognitive key target for therapeutic intervention, and the latter as a primary functional outcome measure of clinical efficacy. Our results also emphasize the need to explore the modulating effects of IQ, gender and age on cognitive enhancing treatments. Noticeably, women performed significantly better than men of the same age and IQ in most cognitive tests, with the most consistent differences occurring in memory and executive functioning and negative trends rarely emerged on quality of life linked to the effect of age after adjusting for IQ and gender. In sum, the TESDAD battery is a useful neurocognitive tool for probing the clinical efficacy of experimental therapies in interventional studies in the DS population suggesting that age-matched controls are advantageous for determining normalization of DS.
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Affiliation(s)
- Susana de Sola
- Human Pharmacology and Clinical Neurosciences Research Group-Neurosciences Program, IMIM-Hospital del Mar Medical Research InstituteBarcelona, Spain
- Cellular and Systems Neurobiology Research Group, Systems Biology Program, Centre for Genomic RegulationBarcelona, Spain
| | - Rafael de la Torre
- Human Pharmacology and Clinical Neurosciences Research Group-Neurosciences Program, IMIM-Hospital del Mar Medical Research InstituteBarcelona, Spain
- Biomedical Research Centre in Physiopathology of Obesity and Nutrition (CIBEROBN)Santiago de Compostela, Spain
- CEXS, Universitat Pompeu FabraBarcelona, Spain
| | - Gonzalo Sánchez-Benavides
- Human Pharmacology and Clinical Neurosciences Research Group-Neurosciences Program, IMIM-Hospital del Mar Medical Research InstituteBarcelona, Spain
- Neurofunctionality of Brain and Language Group-Neurosciences Program, IMIM-Hospital del Mar Medical Research InstituteBarcelona, Spain
| | | | - Aida Cuenca-Royo
- Human Pharmacology and Clinical Neurosciences Research Group-Neurosciences Program, IMIM-Hospital del Mar Medical Research InstituteBarcelona, Spain
- Drug Abuse Epidemiology Research Group-Epidemiology and Public Health Program, IMIM-Hospital del Mar Medical Research InstituteBarcelona, Spain
| | - Laura del Hoyo
- Human Pharmacology and Clinical Neurosciences Research Group-Neurosciences Program, IMIM-Hospital del Mar Medical Research InstituteBarcelona, Spain
| | - Joan Rodríguez
- Human Pharmacology and Clinical Neurosciences Research Group-Neurosciences Program, IMIM-Hospital del Mar Medical Research InstituteBarcelona, Spain
| | - Silvina Catuara-Solarz
- Cellular and Systems Neurobiology Research Group, Systems Biology Program, Centre for Genomic RegulationBarcelona, Spain
| | | | - Ivan Dueñas-Espin
- Human Pharmacology and Clinical Neurosciences Research Group-Neurosciences Program, IMIM-Hospital del Mar Medical Research InstituteBarcelona, Spain
- CEXS, Universitat Pompeu FabraBarcelona, Spain
| | - Gimena Hernandez
- Human Pharmacology and Clinical Neurosciences Research Group-Neurosciences Program, IMIM-Hospital del Mar Medical Research InstituteBarcelona, Spain
- Universitat Autónoma de BarcelonaUDIMAS, Barcelona, Spain
| | - Jordi Peña-Casanova
- Human Pharmacology and Clinical Neurosciences Research Group-Neurosciences Program, IMIM-Hospital del Mar Medical Research InstituteBarcelona, Spain
- Neurofunctionality of Brain and Language Group-Neurosciences Program, IMIM-Hospital del Mar Medical Research InstituteBarcelona, Spain
| | - Klaus Langohr
- Human Pharmacology and Clinical Neurosciences Research Group-Neurosciences Program, IMIM-Hospital del Mar Medical Research InstituteBarcelona, Spain
- Department of Statistics and Operations Research, Universitat Politècnica de CatalunyaBarcelona, Spain
| | | | | | - Magi Farre
- Human Pharmacology and Clinical Neurosciences Research Group-Neurosciences Program, IMIM-Hospital del Mar Medical Research InstituteBarcelona, Spain
- Universitat Autònoma de Barcelona, i Hospital Universitari Germans Trias i Pujol (IGTP)Barcelona, Spain
| | - Mara Dierssen
- Cellular and Systems Neurobiology Research Group, Systems Biology Program, Centre for Genomic RegulationBarcelona, Spain
- Biomedical Research Centre on Rare Diseases (CIBERER)Valencia, Barcelona, Spain
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108
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Ersche KD, Hagan CC, Smith DG, Jones PS, Calder AJ, Williams GB. In the face of threat: neural and endocrine correlates of impaired facial emotion recognition in cocaine dependence. Transl Psychiatry 2015; 5:e570. [PMID: 26080087 PMCID: PMC4471289 DOI: 10.1038/tp.2015.58] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/02/2014] [Revised: 02/27/2015] [Accepted: 03/24/2015] [Indexed: 01/24/2023] Open
Abstract
The ability to recognize facial expressions of emotion in others is a cornerstone of human interaction. Selective impairments in the recognition of facial expressions of fear have frequently been reported in chronic cocaine users, but the nature of these impairments remains poorly understood. We used the multivariate method of partial least squares and structural magnetic resonance imaging to identify gray matter brain networks that underlie facial affect processing in both cocaine-dependent (n = 29) and healthy male volunteers (n = 29). We hypothesized that disruptions in neuroendocrine function in cocaine-dependent individuals would explain their impairments in fear recognition by modulating the relationship with the underlying gray matter networks. We found that cocaine-dependent individuals not only exhibited significant impairments in the recognition of fear, but also for facial expressions of anger. Although recognition accuracy of threatening expressions co-varied in all participants with distinctive gray matter networks implicated in fear and anger processing, in cocaine users it was less well predicted by these networks than in controls. The weaker brain-behavior relationships for threat processing were also mediated by distinctly different factors. Fear recognition impairments were influenced by variations in intelligence levels, whereas anger recognition impairments were associated with comorbid opiate dependence and related reduction in testosterone levels. We also observed an inverse relationship between testosterone levels and the duration of crack and opiate use. Our data provide novel insight into the neurobiological basis of abnormal threat processing in cocaine dependence, which may shed light on new opportunities facilitating the psychosocial integration of these patients.
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Affiliation(s)
- K D Ersche
- Department of Psychiatry, University of Cambridge, Cambridge, UK
- Behavioural and Clinical Neuroscience Institute, University of Cambridge, Cambridge, UK
| | - C C Hagan
- Department of Psychiatry, University of Cambridge, Cambridge, UK
| | - D G Smith
- Behavioural and Clinical Neuroscience Institute, University of Cambridge, Cambridge, UK
- Department of Psychology, University of Cambridge, Cambridge, UK
| | - P S Jones
- Department of Psychiatry, University of Cambridge, Cambridge, UK
| | - A J Calder
- Medical Research Council Cognition and Brain Sciences Unit, Cambridge, UK
| | - G B Williams
- Behavioural and Clinical Neuroscience Institute, University of Cambridge, Cambridge, UK
- Wolfson Brain Imaging Centre, University of Cambridge, Cambridge, UK
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109
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Becker B, Wagner D, Koester P, Tittgemeyer M, Mercer-Chalmers-Bender K, Hurlemann R, Zhang J, Gouzoulis-Mayfrank E, Kendrick KM, Daumann J. Smaller amygdala and medial prefrontal cortex predict escalating stimulant use. Brain 2015; 138:2074-86. [PMID: 25971784 DOI: 10.1093/brain/awv113] [Citation(s) in RCA: 45] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/03/2014] [Accepted: 03/06/2015] [Indexed: 12/13/2022] Open
Abstract
Drug addiction is a chronic, relapsing brain disorder. The identification of biomarkers that render individuals vulnerable for the transition from occasional drug use to addiction is of key importance to develop early intervention strategies. The aim of the present study was to prospectively assess brain structural markers for escalating drug use in two independent samples of occasional amphetamine-type stimulant users. At baseline occasional users of amphetamine and 3,4-methylenedioxymethamphetamine (cumulative lifetime use ≤10 units) underwent structural brain imaging and were followed up at 12 months and 24 months (Study 1, n = 38; Study 2, n = 28). Structural vulnerability markers for escalating amphetamine-type drug use were examined by comparing baseline grey matter volumes of participants who increased use with those who maintained or reduced use during the follow-up period. Participants in both samples who subsequently increased amphetamine-type drugs use displayed smaller medial prefrontal cortex volumes and, additionally, in the basolateral amygdala (Study 1) and dorsal striatum (Study 2). In both samples the baseline volumes were significantly negatively correlated with stimulant use during the subsequent 12 and 24 months. Additional multiple regression analyses on the pooled data sets revealed some evidence of a compound-specific association between the baseline volume of the left basolateral amygdala and the subsequent use of amphetamine. These findings indicate that smaller brain volumes in fronto-striato-limbic regions implicated in impulsivity and decision-making might render an individual vulnerable for the transition from occasional to escalating amphetamine-type stimulant use.
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Affiliation(s)
- Benjamin Becker
- 1 Division of Medical Psychology, University of Bonn, Germany 2 Department of Psychiatry and Psychotherapy, University of Bonn, Germany
| | - Daniel Wagner
- 3 Department of Psychiatry and Psychotherapy, University of Cologne, Germany
| | - Philip Koester
- 3 Department of Psychiatry and Psychotherapy, University of Cologne, Germany
| | - Marc Tittgemeyer
- 4 Max-Planck Institute for Neurological Research, Cologne, Germany
| | | | - René Hurlemann
- 1 Division of Medical Psychology, University of Bonn, Germany 2 Department of Psychiatry and Psychotherapy, University of Bonn, Germany
| | - Jie Zhang
- 6 Centre for Computational Systems Biology, School of Mathematical Sciences, Fudan University, Shanghai, PR China 7 Department of Medical Imaging, Jinling Hospital, Nanjing University School of Medicine, Nanjing 210002, PR China
| | - Euphrosyne Gouzoulis-Mayfrank
- 3 Department of Psychiatry and Psychotherapy, University of Cologne, Germany 8 LVR Clinics of Cologne, Cologne, Germany
| | - Keith M Kendrick
- 9 Key Laboratory for Neuroinformation, School of Life Science and Technology, University of Electronic Science and Technology of China, Chengdu, PR China
| | - Joerg Daumann
- 3 Department of Psychiatry and Psychotherapy, University of Cologne, Germany
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110
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Grant JE, Chamberlain SR. Gambling disorder and its relationship with substance use disorders: Implications for nosological revisions and treatment. Am J Addict 2015; 24:126-131. [DOI: 10.1111/ajad.12112] [Citation(s) in RCA: 37] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/24/2013] [Revised: 06/13/2013] [Accepted: 07/13/2013] [Indexed: 01/31/2023] Open
Affiliation(s)
- Jon E. Grant
- Department of Psychiatry and Behavioral NeuroscienceUniversity of ChicagoChicagoIllinois
| | - Samuel R. Chamberlain
- Department of Psychiatry and MRC/Wellcome Trust Behavioural and Clinical Neurosciences InstituteUniversity of CambridgeCambridgeUK
- Cambridge and Peterborough NHS Foundation TrustCambridgeUK
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111
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Yamamoto DJ, Woo CW, Wager TD, Regner MF, Tanabe J. Influence of dorsolateral prefrontal cortex and ventral striatum on risk avoidance in addiction: a mediation analysis. Drug Alcohol Depend 2015; 149:10-7. [PMID: 25736619 PMCID: PMC4361089 DOI: 10.1016/j.drugalcdep.2014.12.026] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/23/2014] [Revised: 11/04/2014] [Accepted: 12/18/2014] [Indexed: 11/29/2022]
Abstract
BACKGROUND Alterations in frontal and striatal function are hypothesized to underlie risky decision making in drug users, but how these regions interact to affect behavior is incompletely understood. We used mediation analysis to investigate how prefrontal cortex and ventral striatum together influence risk avoidance in abstinent drug users. METHOD Thirty-seven abstinent substance-dependent individuals (SDI) and 43 controls underwent fMRI while performing a decision-making task involving risk and reward. Analyses of a priori regions-of-interest tested whether activity in dorsolateral prefrontal cortex (DLPFC) and ventral striatum (VST) explained group differences in risk avoidance. Whole-brain analysis was conducted to identify brain regions influencing the negative VST-risk avoidance relationship. RESULTS Right DLPFC (RDLPFC) positively mediated the group-risk avoidance relationship (p < 0.05); RDLPFC activity was higher in SDI and predicted higher risk avoidance across groups, controlling for SDI vs. CONTROLS Conversely, VST activity negatively influenced risk avoidance (p < 0.05); it was higher in SDI, and predicted lower risk avoidance. Whole-brain analysis revealed that, across group, RDLPFC and left temporal-parietal junction positively (p ≤ 0.001) while right thalamus and left middle frontal gyrus negatively (p < 0.005) mediated the VST activity-risk avoidance relationship. CONCLUSION RDLPFC activity mediated less risky decision making while VST mediated more risky decision making across drug users and controls. These results suggest a dual pathway underlying decision making, which, if imbalanced, may adversely influence choices involving risk. Modeling contributions of multiple brain systems to behavior through mediation analysis could lead to a better understanding of mechanisms of behavior and suggest neuromodulatory treatments for addiction.
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Affiliation(s)
- Dorothy J. Yamamoto
- Department of Radiology, University of Colorado Anschutz Medical Campus, Aurora, CO, 80045, USA
| | - Choong-Wan Woo
- Department of Psychology and Neuroscience, University of Colorado Boulder, Boulder, CO, 80309, USA
| | - Tor D. Wager
- Department of Psychology and Neuroscience, University of Colorado Boulder, Boulder, CO, 80309, USA
| | - Michael F. Regner
- Department of Radiology, University of Colorado Anschutz Medical Campus, Aurora, CO, 80045, USA
| | - Jody Tanabe
- Department of Radiology, University of Colorado Anschutz Medical Campus, 12700 E, 19th Avenue Mail Stop C278, Aurora, CO, 80045, USA; Department of Psychiatry, University of Colorado Anschutz Medical Campus, Aurora, CO, 80045, USA.
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112
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Snyder HR, Miyake A, Hankin BL. Advancing understanding of executive function impairments and psychopathology: bridging the gap between clinical and cognitive approaches. Front Psychol 2015; 6:328. [PMID: 25859234 PMCID: PMC4374537 DOI: 10.3389/fpsyg.2015.00328] [Citation(s) in RCA: 533] [Impact Index Per Article: 59.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2014] [Accepted: 03/07/2015] [Indexed: 12/11/2022] Open
Abstract
Executive function (EF) is essential for successfully navigating nearly all of our daily activities. Of critical importance for clinical psychological science, EF impairments are associated with most forms of psychopathology. However, despite the proliferation of research on EF in clinical populations, with notable exceptions clinical and cognitive approaches to EF have remained largely independent, leading to failures to apply theoretical and methodological advances in one field to the other field and hindering progress. First, we review the current state of knowledge of EF impairments associated with psychopathology and limitations to the previous research in light of recent advances in understanding and measuring EF. Next, we offer concrete suggestions for improving EF assessment. Last, we suggest future directions, including integrating modern models of EF with state of the art, hierarchical models of dimensional psychopathology as well as translational implications of EF-informed research on clinical science.
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Affiliation(s)
- Hannah R Snyder
- Department of Psychology, University of Denver, Denver CO, USA
| | - Akira Miyake
- Department of Psychology and Neuroscience, University of Colorado Boulder, Boulder CO, USA
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Whitelock CF, Agyepong HN, Patterson K, Ersche KD. Signing below the dotted line: signature position as a marker of vulnerability for visuospatial processing difficulties. Neurocase 2015; 21:67-72. [PMID: 24313358 PMCID: PMC4241630 DOI: 10.1080/13554794.2013.860178] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/04/2022]
Abstract
Almost one-third of the participants in a neuropsychological study signed the consent form below the given line. The relationship between a signature position on or below the line and participants' cognitive function was investigated. Fifty drug-dependent individuals, 50 of their siblings, and 50 unrelated control participants completed a battery of neuropsychological tests using the Cambridge Neuropsychological Test Automated Battery (CANTAB). Individuals signing below, rather than on, the line performed more poorly on tests of visuospatial memory, but no differently on other cognitive tests. Signature positioning may be a soft sign for impairment of the mechanisms involved in visuospatial memory.
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Affiliation(s)
- Claire F Whitelock
- a Department of Psychiatry and Behavioural and Clinical Neuroscience Institute , University of Cambridge , Cambridge , UK
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114
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Moreira FA, Jupp B, Belin D, Dalley JW. Endocannabinoids and striatal function: implications for addiction-related behaviours. Behav Pharmacol 2015; 26:59-72. [PMID: 25369747 PMCID: PMC5398317 DOI: 10.1097/fbp.0000000000000109] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/23/2014] [Accepted: 09/26/2014] [Indexed: 12/24/2022]
Abstract
Since the identification and cloning of the major cannabinoid receptor expressed in the brain almost 25 years ago research has highlighted the potential of drugs that target the endocannabinoid system for treating addiction. The endocannabinoids, anandamide and 2-arachidonoyl glycerol, are lipid-derived metabolites found in abundance in the basal ganglia and other brain areas innervated by the mesocorticolimbic dopamine systems. Cannabinoid CB1 receptor antagonists/inverse agonists reduce reinstatement of responding for cocaine, alcohol and opiates in rodents. However, compounds acting on the endocannabinoid system may have broader application in treating drug addiction by ameliorating associated traits and symptoms such as impulsivity and anxiety that perpetuate drug use and interfere with rehabilitation. As a trait, impulsivity is known to predispose to addiction and facilitate the emergence of addiction to stimulant drugs. In contrast, anxiety and elevated stress responses accompany extended drug use and may underlie the persistence of drug intake in dependent individuals. In this article we integrate and discuss recent findings in rodents showing selective pharmacological modulation of impulsivity and anxiety by cannabinoid agents. We highlight the potential of selective inhibitors of endocannabinoid metabolism, directed at fatty acid amide hydrolase and monoacylglycerol lipase, to reduce anxiety and stress responses, and discuss novel mechanisms underlying the modulation of the endocannabinoid system, including the attenuation of impulsivity, anxiety, and drug reward by selective CB2 receptor agonists.
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Affiliation(s)
- Fabricio A. Moreira
- Department of Pharmacology, Institute of Biological Science, Universidade Federal de Minas Gerais, Belo Horizonte, Brazil
- Departments of Psychology
| | | | | | - Jeffrey W. Dalley
- Departments of Psychology
- Department of Psychiatry, Addenbrookes’s Hospital University of Cambridge, Cambridge, UK
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115
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Cadet JL, Bisagno V. Neuropsychological Consequences of Chronic Drug Use: Relevance to Treatment Approaches. Front Psychiatry 2015; 6:189. [PMID: 26834649 PMCID: PMC4713863 DOI: 10.3389/fpsyt.2015.00189] [Citation(s) in RCA: 51] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/19/2015] [Accepted: 12/27/2015] [Indexed: 11/21/2022] Open
Abstract
Heavy use of drugs impacts of the daily activities of individuals in these activities. Several groups of investigators have indeed documented changes in cognitive performance by individuals who have a long history of chronic drug use. In the case of marijuana, a wealth of information suggests that heavy long-term use of the drug may have neurobehavioral consequences in some individuals. In humans, heavy cocaine use is accompanied by neuropathological changes that might serve as substrates for cognitive dysfunctions. Similarly, methamphetamine users suffer from cognitive abnormalities that may be consequent to alterations in structures and functions. Here, we detail the evidence for these neuropsychological consequences. The review suggests that improving the care of our patients will necessarily depend on the better characterization of drug-induced cognitive phenotypes because they might inform the development of better pharmacological and behavioral interventions, with the goal of improving cognitive functions in these subsets of drug users.
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Affiliation(s)
- Jean Lud Cadet
- National Institute on Drug Abuse Intramural Program, Molecular Neuropsychiatry Research Branch , Baltimore, MD , USA
| | - Veronica Bisagno
- Instituto de Investigaciones Farmacológicas (ININFA), Universidad de Buenos Aires-CONICET , Buenos Aires , Argentina
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116
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Grant JE, Chamberlain SR. Impulsive action and impulsive choice across substance and behavioral addictions: cause or consequence? Addict Behav 2014; 39:1632-1639. [PMID: 24864028 DOI: 10.1016/j.addbeh.2014.04.022] [Citation(s) in RCA: 147] [Impact Index Per Article: 14.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/07/2013] [Revised: 01/02/2014] [Accepted: 04/28/2014] [Indexed: 11/28/2022]
Abstract
Substance use disorders are prevalent and debilitating. Certain behavioral syndromes ('behavioral addictions') characterized by repetitive habits, such as gambling disorder, stealing, shopping, and compulsive internet use, may share clinical, co-morbid, and neurobiological parallels with substance addictions. This review considers overlap between substance and behavioral addictions with a particular focus on impulsive action (inability to inhibit motor responses), and impulsive choice (preference for immediate smaller rewards to the detriment of long-term outcomes). We find that acute consumption of drugs with abuse potential is capable of modulating impulsive choice and action, although magnitude and direction of effect appear contingent on baseline function. Many lines of evidence, including findings from meta-analyses, show an association between chronic drug use and elevated impulsive choice and action. In some instances, elevated impulsive choice and action have been found to predate the development of substance use disorders, perhaps signifying their candidacy as objective vulnerability markers. Research in behavioral addictions is preliminary, and has mostly focused on impulsive action, finding this to be elevated versus controls, similar to that seen in chronic substance use disorders. Only a handful of imaging studies has explored the neural correlates of impulsive action and choice across these disorders. Key areas for future research are highlighted along with potential implications in terms of neurobiological models and treatment. In particular, future work should further explore whether the cognitive deficits identified are state or trait in nature: i.e. are evident before addiction perhaps signaling risk; or are a consequence of repetitive engagement in habitual behavior; and effects of novel agents known to modulate these cognitive abilities on various addictive disorders.
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Affiliation(s)
- Jon E Grant
- University of Chicago, Pritzker School of Medicine, 5841 South Maryland Ave., Chicago, IL 60637, USA.
| | - Samuel R Chamberlain
- Department of Psychiatry, University of Cambridge, UK; MRC/Wellcome Trust Behavioural and Clinical Neurosciences Institute, UK; Cambridge & Peterborough NHS Foundation Trust, Cambridge, UK
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117
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Clinical profile of cannabis-induced psychosis in comparison to schizophrenia. MIDDLE EAST CURRENT PSYCHIATRY 2014. [DOI: 10.1097/01.xme.0000452617.54016.3a] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022] Open
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118
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Roncero C, Daigre C, Barral C, Ros-Cucurull E, Grau-López L, Rodríguez-Cintas L, Tarifa N, Casas M, Valero S. Neuroticism associated with cocaine-induced psychosis in cocaine-dependent patients: a cross-sectional observational study. PLoS One 2014; 9:e106111. [PMID: 25254365 PMCID: PMC4177812 DOI: 10.1371/journal.pone.0106111] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/19/2014] [Accepted: 07/24/2014] [Indexed: 12/28/2022] Open
Abstract
BACKGROUND Cocaine consumption can induce transient psychotic symptoms, which has been correlated with more severe addiction and aggressive behavior. However, little is known about the nature of the relationship between personality traits and psychotic symptoms in cocaine-dependent patients. This study examined the relationship between neuroticism and cocaine-induced psychosis. METHODS A total of 231 cocaine-dependent patients seeking treatment were recruited to the study. Personality was evaluated by the Zuckerman-Kuhlman Personality Questionnaire. Cocaine-induced psychosis questionnaire, SCID-I, and SCID-II were used to evaluate comorbidity and clinical characteristics. Data analysis was performed in three steps: descriptive, bivariate, and multivariate analyses. RESULTS Cocaine-induced psychosis was reported in 65.4% of the patients and some personality disorder in 46.8%. Two personality dimensions (Neuroticism-Anxiety and Aggression-Hostility) presented a significant effect on the risk of experiencing psychotic symptoms (t(229) = 2.69, p = 0.008; t(229) = 2.06, p = 0.004), and patients with psychotic symptoms showed higher scores in both variables. On the multivariate analysis, only Neuroticism remained as a significant personality factor independently associated with psychotic symptoms (Wald = 7.44, p<0.05, OR = 1.08, CI 95% 1.02-1.16) after controlling for age, gender and number of consumption substances. CONCLUSIONS An association between high neuroticism scores and presence of psychotic symptoms induced by cocaine has been found, independently of other consumption variables. Personality dimensions should be evaluated in cocaine-dependent patients in order to detect high scores of neuroticism and warn patients about the risk of developing cocaine-induced psychotic symptoms.
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Affiliation(s)
- Carlos Roncero
- Outpatient Drug Clinic, Department of Psychiatry, Vall d’Hebron University Hospital - Public Health Agency, Barcelona (ASPB), CIBERSAM, Barcelona, Spain
- Department of Psychiatry, Vall d’Hebron University Hospital, CIBERSAM, Barcelona, Spain
- Department of Psychiatry and Legal Medicine, Universitat Autònoma de Barcelona, Barcelona, Spain
| | - Constanza Daigre
- Outpatient Drug Clinic, Department of Psychiatry, Vall d’Hebron University Hospital - Public Health Agency, Barcelona (ASPB), CIBERSAM, Barcelona, Spain
- Department of Psychiatry and Legal Medicine, Universitat Autònoma de Barcelona, Barcelona, Spain
| | - Carmen Barral
- Outpatient Drug Clinic, Department of Psychiatry, Vall d’Hebron University Hospital - Public Health Agency, Barcelona (ASPB), CIBERSAM, Barcelona, Spain
- Department of Psychiatry, Vall d’Hebron University Hospital, CIBERSAM, Barcelona, Spain
- Department of Psychiatry and Legal Medicine, Universitat Autònoma de Barcelona, Barcelona, Spain
| | - Elena Ros-Cucurull
- Outpatient Drug Clinic, Department of Psychiatry, Vall d’Hebron University Hospital - Public Health Agency, Barcelona (ASPB), CIBERSAM, Barcelona, Spain
- Department of Psychiatry, Vall d’Hebron University Hospital, CIBERSAM, Barcelona, Spain
- Department of Psychiatry and Legal Medicine, Universitat Autònoma de Barcelona, Barcelona, Spain
| | - Lara Grau-López
- Outpatient Drug Clinic, Department of Psychiatry, Vall d’Hebron University Hospital - Public Health Agency, Barcelona (ASPB), CIBERSAM, Barcelona, Spain
- Department of Psychiatry, Vall d’Hebron University Hospital, CIBERSAM, Barcelona, Spain
- Department of Psychiatry and Legal Medicine, Universitat Autònoma de Barcelona, Barcelona, Spain
| | - Laia Rodríguez-Cintas
- Outpatient Drug Clinic, Department of Psychiatry, Vall d’Hebron University Hospital - Public Health Agency, Barcelona (ASPB), CIBERSAM, Barcelona, Spain
- Department of Psychiatry and Legal Medicine, Universitat Autònoma de Barcelona, Barcelona, Spain
| | - Nuria Tarifa
- Outpatient Drug Clinic, Department of Psychiatry, Vall d’Hebron University Hospital - Public Health Agency, Barcelona (ASPB), CIBERSAM, Barcelona, Spain
| | - Miguel Casas
- Department of Psychiatry, Vall d’Hebron University Hospital, CIBERSAM, Barcelona, Spain
- Department of Psychiatry and Legal Medicine, Universitat Autònoma de Barcelona, Barcelona, Spain
| | - Sergi Valero
- Department of Psychiatry, Vall d’Hebron University Hospital, CIBERSAM, Barcelona, Spain
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119
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Stewart JL, May AC, Poppa T, Davenport PW, Tapert SF, Paulus MP. You are the danger: attenuated insula response in methamphetamine users during aversive interoceptive decision-making. Drug Alcohol Depend 2014; 142:110-9. [PMID: 24993186 PMCID: PMC4127120 DOI: 10.1016/j.drugalcdep.2014.06.003] [Citation(s) in RCA: 68] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/25/2014] [Revised: 05/13/2014] [Accepted: 06/04/2014] [Indexed: 11/25/2022]
Abstract
BACKGROUND Drug dependent individuals often make drug-taking decisions when they do not feel well. Yet, few studies have examined the influence of an aversive state on decision-making related neural processing. METHODS We investigate brain activation to decision-making during an aversive interoceptive challenge in methamphetamine users using functional magnetic resonance imaging (fMRI). Recently abstinent inpatients with methamphetamine use disorder (METH; n=20) and healthy comparison subjects (CTL; n=22) performed a two-choice prediction task at three fixed error rates (ER; 20%=reward, 50%=uncertainty, 80%=punishment) while anticipating and experiencing episodes of inspiratory breathing load during fMRI. RESULTS METH exhibited higher trait anxiety in conjunction with lower anterior insula (AI) and inferior frontal gyrus (IFG) activation than CTL across trials. METH also showed lower posterior insula (PI) and anterior cingulate cortex (ACC) activation than CTL during breathing load independent of ER. For the crucial ER by interoception interaction, METH displayed lower ACC activation to punishment/loss than CTL during breathing load. Within METH, lower trait anxiety was linked to AI/IFG attenuation across trials. CONCLUSIONS AI/IFG attenuations in METH are suggestive of an executive functioning deficit, particularly in users with low anxiety, reflecting reduced resources allocated to choice selection. In contrast, PI/ACC reductions in METH appear specific to impairments in registering and evaluating interoceptive experiences. Taken together, inadequate activation of brain areas that are important for regulating when one does not feel well may be the neural basis for poor decision-making by METH.
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Affiliation(s)
- Jennifer L. Stewart
- Department of Psychiatry, University of California San Diego, 8939 Villa La Jolla Drive, Suite 200, La Jolla, CA 92037-0855, USA,Correspondence: Jennifer L. Stewart, Department of Psychiatry, University of California San Diego, 8939 Villa La Jolla Drive, Suite 200, La Jolla, CA 92037-0855; Phone: (858) 534-9440; Fax: (858) 534-9450;
| | - April C. May
- Department of Psychiatry, University of California San Diego, 8939 Villa La Jolla Drive, Suite 200, La Jolla, CA 92037-0855, USA
| | - Tasha Poppa
- Department of Psychiatry, University of California San Diego, 8939 Villa La Jolla Drive, Suite 200, La Jolla, CA 92037-0855, USA
| | - Paul W. Davenport
- Department of Physiological Sciences, University of Florida, Box 100144, 1333 Center Drive, Gainesville, FL 32610-0144, USA
| | - Susan F. Tapert
- Department of Psychiatry, University of California San Diego, 8939 Villa La Jolla Drive, Suite 200, La Jolla, CA 92037-0855, USA,Psychiatry Service, Veterans Affairs San Diego Healthcare System, 3350 La Jolla Village Drive, San Diego, CA 92161, USA
| | - Martin P. Paulus
- Department of Psychiatry, University of California San Diego, 8939 Villa La Jolla Drive, Suite 200, La Jolla, CA 92037-0855, USA,Psychiatry Service, Veterans Affairs San Diego Healthcare System, 3350 La Jolla Village Drive, San Diego, CA 92161, USA
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120
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Whelan R, Watts R, Orr CA, Althoff RR, Artiges E, Banaschewski T, Barker GJ, Bokde ALW, Büchel C, Carvalho FM, Conrod PJ, Flor H, Fauth-Bühler M, Frouin V, Gallinat J, Gan G, Gowland P, Heinz A, Ittermann B, Lawrence C, Mann K, Martinot JL, Nees F, Ortiz N, Paillère-Martinot ML, Paus T, Pausova Z, Rietschel M, Robbins TW, Smolka MN, Ströhle A, Schumann G, Garavan H. Neuropsychosocial profiles of current and future adolescent alcohol misusers. Nature 2014; 512:185-9. [PMID: 25043041 PMCID: PMC4486207 DOI: 10.1038/nature13402] [Citation(s) in RCA: 316] [Impact Index Per Article: 31.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/06/2013] [Accepted: 04/23/2014] [Indexed: 02/02/2023]
Abstract
A comprehensive account of the causes of alcohol misuse must accommodate individual differences in biology, psychology and environment, and must disentangle cause and effect. Animal models can demonstrate the effects of neurotoxic substances; however, they provide limited insight into the psycho-social and higher cognitive factors involved in the initiation of substance use and progression to misuse. One can search for pre-existing risk factors by testing for endophenotypic biomarkers in non-using relatives; however, these relatives may have personality or neural resilience factors that protect them from developing dependence. A longitudinal study has potential to identify predictors of adolescent substance misuse, particularly if it can incorporate a wide range of potential causal factors, both proximal and distal, and their influence on numerous social, psychological and biological mechanisms. Here we apply machine learning to a wide range of data from a large sample of adolescents (n = 692) to generate models of current and future adolescent alcohol misuse that incorporate brain structure and function, individual personality and cognitive differences, environmental factors (including gestational cigarette and alcohol exposure), life experiences, and candidate genes. These models were accurate and generalized to novel data, and point to life experiences, neurobiological differences and personality as important antecedents of binge drinking. By identifying the vulnerability factors underlying individual differences in alcohol misuse, these models shed light on the aetiology of alcohol misuse and suggest targets for prevention.
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Affiliation(s)
- Robert Whelan
- 1] Department of Psychiatry, University of Vermont, Burlington, Vermont 05401, USA [2] Department of Psychology, University College Dublin, Dublin 4, Ireland
| | - Richard Watts
- Department of Radiology, University of Vermont, Burlington, Vermont 05401, USA
| | - Catherine A Orr
- Vermont Center for Children, Youth, and Families, University of Vermont, Burlington, Vermont 05401, USA
| | - Robert R Althoff
- 1] Department of Pediatrics, University of Vermont, Burlington, Vermont 05401, USA [2] Department of Psychology, University of Vermont, Burlington, Vermont 05401, USA
| | - Eric Artiges
- 1] Institut National de la Santé et de la Recherche Médicale, INSERM CEA Unit 1000 "Imaging &Psychiatry", University Paris Sud, 91400 Orsay, France [2] Department of Psychiatry, Orsay Hospital, 4 place du General Leclerc, 91400 Orsay, France
| | - Tobias Banaschewski
- Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, 68159 Mannheim, Germany
| | - Gareth J Barker
- Institute of Psychiatry, King's College London, London SE5 8AF, UK
| | - Arun L W Bokde
- Institute of Neuroscience, Trinity College Dublin, Dublin 2, Ireland
| | - Christian Büchel
- 1] Department of Systems Neuroscience, Universitätsklinikum Hamburg Eppendorf, 20246 Hamburg, Germany [2] Department of Psychology, Stanford University, Stanford, California 94305, USA
| | | | - Patricia J Conrod
- 1] Institute of Psychiatry, King's College London, London SE5 8AF, UK [2] Department of Psychiatry, Université de Montreal, CHU Ste Justine Hospital, Montreal H3T 1C5, Canada
| | - Herta Flor
- Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, 68159 Mannheim, Germany
| | - Mira Fauth-Bühler
- 1] Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, 68159 Mannheim, Germany [2] Department of Addictive Behaviour and Addiction Medicine, Heidelberg University, 68159 Mannheim, Germany
| | - Vincent Frouin
- 14 CEA, DSV, I2BM, Neurospin bat 145, 91191 Gif-Sur-Yvette, France
| | - Juergen Gallinat
- 1] Department of Systems Neuroscience, Universitätsklinikum Hamburg Eppendorf, 20246 Hamburg, Germany [2] Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité-Universitätsmedizin Berlin 10117, Germany
| | - Gabriela Gan
- Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, 01062 Dresden, Germany
| | - Penny Gowland
- School of Physics and Astronomy, University of Nottingham, Nottingham NG7 2RD, UK
| | - Andreas Heinz
- Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité-Universitätsmedizin Berlin 10117, Germany
| | - Bernd Ittermann
- Physikalisch-Technische Bundesanstalt (PTB), 10587 Berlin, Germany
| | - Claire Lawrence
- School of Psychology, University of Nottingham, Nottingham NG7 2RD, UK
| | - Karl Mann
- Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, 68159 Mannheim, Germany
| | - Jean-Luc Martinot
- 1] Institut National de la Santé et de la Recherche Médicale, INSERM CEA Unit 1000 "Imaging &Psychiatry", University Paris Sud, 91400 Orsay, France [2] AP-HP Department of Adolescent Psychopathology and Medicine, Maison de Solenn, University Paris Descartes, 75006 Paris, France
| | - Frauke Nees
- Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, 68159 Mannheim, Germany
| | - Nick Ortiz
- 1] Department of Psychiatry, University of Vermont, Burlington, Vermont 05401, USA [2] Neuroscience Graduate Program, University of Vermont, Burlington, Vermont 05401, USA
| | - Marie-Laure Paillère-Martinot
- 1] Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité-Universitätsmedizin Berlin 10117, Germany [2] AP-HP Department of Adolescent Psychopathology and Medicine, Maison de Solenn, University Paris Descartes, 75006 Paris, France
| | - Tomas Paus
- 1] Rotman Research Institute, University of Toronto, Toronto, Ontario M5R 0A3, Canada [2] Montreal Neurological Institute, McGill University, H3A 2B4, Canada
| | - Zdenka Pausova
- The Hospital for Sick Children, University of Toronto, Toronto, Ontario M5G 0A4, Canada
| | - Marcella Rietschel
- Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, 68159 Mannheim, Germany
| | - Trevor W Robbins
- Behavioural and Clinical Neuroscience Institute and Department of Psychology, University of Cambridge, Cambridge CB2 1TN, UK
| | - Michael N Smolka
- Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, 01062 Dresden, Germany
| | - Andreas Ströhle
- Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité-Universitätsmedizin Berlin 10117, Germany
| | - Gunter Schumann
- 1] Institute of Psychiatry, King's College London, London SE5 8AF, UK [2] MRC Social, Genetic and Developmental Psychiatry (SGDP) Centre, London, London WC2R 2LS, UK
| | - Hugh Garavan
- 1] Department of Psychiatry, University of Vermont, Burlington, Vermont 05401, USA [2] Department of Psychology, University of Vermont, Burlington, Vermont 05401, USA [3] Institute of Neuroscience, Trinity College Dublin, Dublin 2, Ireland
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121
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Grewen K, Burchinal M, Vachet C, Gouttard S, Gilmore JH, Lin W, Johns J, Elam M, Gerig G. Prenatal cocaine effects on brain structure in early infancy. Neuroimage 2014; 101:114-23. [PMID: 24999039 DOI: 10.1016/j.neuroimage.2014.06.070] [Citation(s) in RCA: 43] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/29/2014] [Revised: 05/30/2014] [Accepted: 06/26/2014] [Indexed: 01/18/2023] Open
Abstract
Prenatal cocaine exposure (PCE) is related to subtle deficits in cognitive and behavioral function in infancy, childhood and adolescence. Very little is known about the effects of in utero PCE on early brain development that may contribute to these impairments. The purpose of this study was to examine brain structural differences in infants with and without PCE. We conducted MRI scans of newborns (mean age = 5 weeks) to determine cocaine's impact on early brain structural development. Subjects were three groups of infants: 33 with PCE co-morbid with other drugs, 46 drug-free controls and 40 with prenatal exposure to other drugs (nicotine, alcohol, marijuana, opiates, SSRIs) but without cocaine. Infants with PCE exhibited lesser total gray matter (GM) volume and greater total cerebral spinal fluid (CSF) volume compared with controls and infants with non-cocaine drug exposure. Analysis of regional volumes revealed that whole brain GM differences were driven primarily by lesser GM in prefrontal and frontal brain regions in infants with PCE, while more posterior regions (parietal, occipital) did not differ across groups. Greater CSF volumes in PCE infants were present in prefrontal, frontal and parietal but not occipital regions. Greatest differences (GM reduction, CSF enlargement) in PCE infants were observed in dorsal prefrontal cortex. Results suggest that PCE is associated with structural deficits in neonatal cortical gray matter, specifically in prefrontal and frontal regions involved in executive function and inhibitory control. Longitudinal study is required to determine whether these early differences persist and contribute to deficits in cognitive functions and enhanced risk for drug abuse seen at school age and in later life.
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Affiliation(s)
- Karen Grewen
- University of North Carolina, Department of Psychiatry, Chapel Hill, NC 27599, USA.
| | - Margaret Burchinal
- University of North Carolina, Frank Porter Graham Child Development Institute, Chapel Hill, NC 27599, USA
| | - Clement Vachet
- University of Utah, Scientific Computing and Imaging Institute, Salt Lake City, UT 84112, USA
| | - Sylvain Gouttard
- University of Utah, Scientific Computing and Imaging Institute, Salt Lake City, UT 84112, USA
| | - John H Gilmore
- University of North Carolina, Department of Psychiatry, Chapel Hill, NC 27599, USA
| | - Weili Lin
- University of North Carolina, Biomedical Research Imaging Center, Chapel Hill, NC 27599, USA
| | - Josephine Johns
- University of North Carolina, Department of Psychiatry, Chapel Hill, NC 27599, USA
| | - Mala Elam
- University of North Carolina, Department of Psychiatry, Chapel Hill, NC 27599, USA
| | - Guido Gerig
- University of Utah, Scientific Computing and Imaging Institute, Salt Lake City, UT 84112, USA
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122
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Music G. The buzz trap: Speeded-up lives, distractedness, impulsiveness and decreasing empathy. PSYCHODYNAMIC PRACTICE 2014. [DOI: 10.1080/14753634.2014.916840] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/25/2022]
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123
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Valero S, Daigre C, Rodríguez-Cintas L, Barral C, Gomà-I-Freixanet M, Ferrer M, Casas M, Roncero C. Neuroticism and impulsivity: their hierarchical organization in the personality characterization of drug-dependent patients from a decision tree learning perspective. Compr Psychiatry 2014; 55:1227-33. [PMID: 24799261 DOI: 10.1016/j.comppsych.2014.03.021] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/25/2013] [Revised: 03/26/2014] [Accepted: 03/27/2014] [Indexed: 10/25/2022] Open
Abstract
OBJECTIVE Neuroticism and impulsivity are the personality variables most consistently associated with drug-dependent patients. To date, no data mining procedures have been applied to explore the differential role of personality variables in this population. METHODS The personality profile of 336 drug-dependent patients was compared with that of a sample of community participants in the context of a decision tree learning approach using the Alternative Five Factor Model. The resulting discriminant model was cross-validated. RESULTS Neuroticism and impulsivity were the most relevant variables in the resulting model, but their association appeared to be hierarchically organized. In the personality characterization of these patients, neuroticism became the main discriminant dimension, whereas impulsivity played a differential role, explained by means of an interaction effect. Decision tree learning models appear to be a heuristic theoretical and empirical approximation to the study of relevant variables, such as personality traits, in drug-dependency research.
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Affiliation(s)
- Sergi Valero
- Department of Psychiatry, Hospital Universitari Vall d'Hebron, CIBERSAM, Universitat Autònoma de Barcelona, Barcelona, Catalonia, Spain.
| | - Constanza Daigre
- Department of Psychiatry, Hospital Universitari Vall d'Hebron, CIBERSAM, Universitat Autònoma de Barcelona, Barcelona, Catalonia, Spain; Outpatient Drug Clinic (CAS) Vall Hebron, Hospital Vall d'Hebron-Agència de Salut Pública de Barcelona, Barcelona, Catalonia, Spain
| | - Laia Rodríguez-Cintas
- Department of Psychiatry, Hospital Universitari Vall d'Hebron, CIBERSAM, Universitat Autònoma de Barcelona, Barcelona, Catalonia, Spain; Outpatient Drug Clinic (CAS) Vall Hebron, Hospital Vall d'Hebron-Agència de Salut Pública de Barcelona, Barcelona, Catalonia, Spain
| | - Carmen Barral
- Department of Psychiatry, Hospital Universitari Vall d'Hebron, CIBERSAM, Universitat Autònoma de Barcelona, Barcelona, Catalonia, Spain; Outpatient Drug Clinic (CAS) Vall Hebron, Hospital Vall d'Hebron-Agència de Salut Pública de Barcelona, Barcelona, Catalonia, Spain
| | - Montserrat Gomà-I-Freixanet
- Department of Clinical and Health Psychology, Universitat Autònoma de Barcelona, Barcelona, Catalonia, Spain
| | - Marc Ferrer
- Department of Psychiatry, Hospital Universitari Vall d'Hebron, CIBERSAM, Universitat Autònoma de Barcelona, Barcelona, Catalonia, Spain; Department of Psychiatry and Legal Medicine, Universitat Autònoma de Barcelona, Barcelona, Catalonia, Spain
| | - Miquel Casas
- Department of Psychiatry, Hospital Universitari Vall d'Hebron, CIBERSAM, Universitat Autònoma de Barcelona, Barcelona, Catalonia, Spain; Department of Psychiatry and Legal Medicine, Universitat Autònoma de Barcelona, Barcelona, Catalonia, Spain
| | - Carlos Roncero
- Department of Psychiatry, Hospital Universitari Vall d'Hebron, CIBERSAM, Universitat Autònoma de Barcelona, Barcelona, Catalonia, Spain; Outpatient Drug Clinic (CAS) Vall Hebron, Hospital Vall d'Hebron-Agència de Salut Pública de Barcelona, Barcelona, Catalonia, Spain; Department of Psychiatry and Legal Medicine, Universitat Autònoma de Barcelona, Barcelona, Catalonia, Spain
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124
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Everitt BJ. Neural and psychological mechanisms underlying compulsive drug seeking habits and drug memories--indications for novel treatments of addiction. Eur J Neurosci 2014; 40:2163-82. [PMID: 24935353 PMCID: PMC4145664 DOI: 10.1111/ejn.12644] [Citation(s) in RCA: 230] [Impact Index Per Article: 23.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/15/2013] [Revised: 01/23/2014] [Accepted: 02/11/2014] [Indexed: 12/12/2022]
Abstract
This review discusses the evidence for the hypothesis that the development of drug addiction can be understood in terms of interactions between Pavlovian and instrumental learning and memory mechanisms in the brain that underlie the seeking and taking of drugs. It is argued that these behaviours initially are goal-directed, but increasingly become elicited as stimulus-response habits by drug-associated conditioned stimuli that are established by Pavlovian conditioning. It is further argued that compulsive drug use emerges as the result of a loss of prefrontal cortical inhibitory control over drug seeking habits. Data are reviewed that indicate these transitions from use to abuse to addiction depend upon shifts from ventral to dorsal striatal control over behaviour, mediated in part by serial connectivity between the striatum and midbrain dopamine systems. Only some individuals lose control over their drug use, and the importance of behavioural impulsivity as a vulnerability trait predicting stimulant abuse and addiction in animals and humans, together with consideration of an emerging neuroendophenotype for addiction are discussed. Finally, the potential for developing treatments for addiction is considered in light of the neuropsychological advances that are reviewed, including the possibility of targeting drug memory reconsolidation and extinction to reduce Pavlovian influences on drug seeking as a means of promoting abstinence and preventing relapse.
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Affiliation(s)
- Barry J Everitt
- Department of Psychology, Behavioural and Clinical Neuroscience Institute, University of Cambridge, Downing Street, Cambridge, CB2 3EB, UK
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125
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Bell RP, Garavan H, Foxe JJ. Neural correlates of craving and impulsivity in abstinent former cocaine users: Towards biomarkers of relapse risk. Neuropharmacology 2014; 85:461-70. [PMID: 24951856 DOI: 10.1016/j.neuropharm.2014.05.011] [Citation(s) in RCA: 27] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/30/2013] [Revised: 04/26/2014] [Accepted: 05/06/2014] [Indexed: 01/12/2023]
Abstract
A significant hindrance to effective treatment of addiction is identifying those most likely to relapse. Cocaine addiction is characterized by deficits in inhibitory control and elevated reactivity to cocaine cues, both hypothesized to be integral to development of addiction and propensity to relapse. It follows that reduction of both impulsivity and cue-reactivity following abstinence is protective against relapse, and that persistence of these factors increases vulnerability. Using functional magnetic resonance imaging, we examined neural activation patterns in dorsal and ventral striatum in abstinent cocaine dependent (CD) individuals (N=20) and non-using controls (N=19) as they performed a cocaine craving task. We also examined activations in nodes of the response inhibition circuit (RIC) as they performed an inhibition task. At the between-groups level, no differences in RIC or striatal activation were seen in former users, in contrast to previous investigations in current users, suggesting large-scale functional recovery with abstinence. However, at the individual participant-level, abstinent CD individuals displayed an association between cocaine cue-related neural activations in the right ventral striatum and compulsive cocaine craving scores. Compulsive craving scores were also negatively correlated with duration of abstinence. Further, there was an association between motor impulsivity scores and inhibition-related activations in the right inferior frontal gyrus and pre-supplementary motor area in abstinent CD individuals. Thus, while former users as a group did not show deficits in inhibitory function or cocaine-cue reactivity, participant-level results pointed to activation patterns in a minority of these individuals that likely contributes to enduring relapse vulnerability.
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Affiliation(s)
- Ryan P Bell
- The Sheryl and Daniel R. Tishman Cognitive Neurophysiology Laboratory, Children's Evaluation and Rehabilitation Center (CERC), Department of Pediatrics, Albert Einstein College of Medicine & Montefiore Medical Center, Van Etten Building - Wing 1C, 1300 Morris Park Avenue, Bronx, NY 10461, USA; Program in Cognitive Neuroscience, The Graduate Center of the City University of New York, 365 Fifth Avenue, New York, NY 10016, USA
| | - Hugh Garavan
- University of Vermont, Department of Psychiatry, 1 South Prospect St, Burlington, VT 05401, USA; The Nathan S. Kline Institute for Psychiatric Research, 140 Old Orangeburg Road, Orangeburg, NY 10962, USA
| | - John J Foxe
- The Sheryl and Daniel R. Tishman Cognitive Neurophysiology Laboratory, Children's Evaluation and Rehabilitation Center (CERC), Department of Pediatrics, Albert Einstein College of Medicine & Montefiore Medical Center, Van Etten Building - Wing 1C, 1300 Morris Park Avenue, Bronx, NY 10461, USA; Program in Cognitive Neuroscience, The Graduate Center of the City University of New York, 365 Fifth Avenue, New York, NY 10016, USA; The Dominick P. Purpura Department of Neuroscience, Rose F. Kennedy Center, Albert Einstein College of Medicine, 1410 Pelham Parkway South, Bronx, NY 10461, USA; The Nathan S. Kline Institute for Psychiatric Research, 140 Old Orangeburg Road, Orangeburg, NY 10962, USA.
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126
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Matuskey D, Gallezot JD, Pittman B, Williams W, Wanyiri J, Gaiser E, Lee DE, Hannestad J, Lim K, Zheng MQ, Lin SF, Labaree D, Potenza MN, Carson RE, Malison RT, Ding YS. Dopamine D₃ receptor alterations in cocaine-dependent humans imaged with [¹¹C](+)PHNO. Drug Alcohol Depend 2014; 139:100-5. [PMID: 24717909 PMCID: PMC4071607 DOI: 10.1016/j.drugalcdep.2014.03.013] [Citation(s) in RCA: 57] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/14/2014] [Revised: 02/21/2014] [Accepted: 03/08/2014] [Indexed: 10/25/2022]
Abstract
BACKGROUND Evidence from animal models and postmortem human studies points to the importance of the dopamine D₃ receptor (D₃R) in cocaine dependence (CD). The objective of this pilot study was to use the D₃R-preferring radioligand [(11)C](+)PHNO to compare receptor availability in groups with and without CD. METHODS Ten medically healthy, non-treatment seeking CD subjects (mean age 41 ± 8) in early abstinence were compared to 10 healthy control (HC) subjects (mean age 41 ± 6) with no history of cocaine or illicit substance abuse. Binding potential (BPND), a measure of available receptors, was determined with parametric images, computed using the simplified reference tissue model (SRTM2) with the cerebellum as the reference region. RESULTS BPND in CD subjects was higher in D₃R-rich areas including the substantia nigra ((SN) 29%; P=0.03), hypothalamus (28%; P=0.02) and amygdala (35%; P=0.03). No between-group differences were observed in the striatum or pallidum. BPND values in the SN (r=+0.83; P=0.008) and pallidum (r=+0.67; P=0.03) correlated with years of cocaine use. CONCLUSIONS Between-group differences suggest an important role for dopaminergic transmission in the SN, hypothalamus and amygdala in CD. Such findings also highlight the potential relevance of D₃R as a medication development target in CD.
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Affiliation(s)
- David Matuskey
- Department of Psychiatry, Yale University, New Haven, CT, USA; Department of Diagnostic Radiology, Yale University, New Haven, CT, USA.
| | | | - Brian Pittman
- Department of Psychiatry, Yale University, New Haven, CT, USA
| | - Wendol Williams
- Department of Psychiatry, Yale University, New Haven, CT, USA,Department of Diagnostic Radiology, Yale University, New Haven, CT, USA
| | - Jane Wanyiri
- Department of Psychiatry, Yale University, New Haven, CT, USA
| | - Edward Gaiser
- Department of Psychiatry, Yale University, New Haven, CT, USA
| | - Dianne E. Lee
- Department of Diagnostic Radiology, Yale University, New Haven, CT, USA
| | - Jonas Hannestad
- Department of Psychiatry, Yale University, New Haven, CT, USA
| | - Keunpoong Lim
- Department of Diagnostic Radiology, Yale University, New Haven, CT, USA
| | - Minq-Qiang Zheng
- Department of Diagnostic Radiology, Yale University, New Haven, CT, USA
| | - Shu-fei Lin
- Department of Diagnostic Radiology, Yale University, New Haven, CT, USA
| | - David Labaree
- Department of Diagnostic Radiology, Yale University, New Haven, CT, USA
| | - Marc N. Potenza
- Department of Psychiatry, Yale University, New Haven, CT, USA
| | - Richard E. Carson
- Department of Diagnostic Radiology, Yale University, New Haven, CT, USA
| | | | - Yu-Shin Ding
- Department of Radiology and Psychiatry, New York University School of Medicine, New York, NY, USA
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127
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Abstract
Distinguishing dependent from recreational drug use can be a surprisingly difficult task, and the current means for identifying substance abuse can be inadequate or even misleading. In subjective self-reports, those who are most at risk may down play their consumption, not admitting to the full extent of their habit, and measures purely of quantity of use rarely capture the true nature of an individual's relationship to the drug, such as a psychological dependence on the substance. This trend is particularly true for heavy stimulant use, which is absent of the physical withdrawal symptoms that can help identify opiate or alcohol dependence. As such, a simple objective measure to help identify substance abuse, particularly in individuals who might not otherwise raise suspicion, would be a valuable tool in both clinical and experimental settings. We propose that the drug-word Stroop task, an objective assessment of attentional bias and distraction to salient drug-related stimuli, would be a valuable tool in helping to make these categorizations. This measure has been shown to correlate with drug craving, as well as to successfully distinguish dependent from recreational stimulant users and to help to predict outcomes in treatment-seeking individuals. Here, we survey prior literature on the drug-word Stroop task and provide a perspective on using the assessment as a potential diagnostic for drug use severity.
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128
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Canavan SV, Forselius EL, Bessette AJ, Morgan PT. Preliminary evidence for normalization of risk taking by modafinil in chronic cocaine users. Addict Behav 2014; 39:1057-61. [PMID: 24642345 DOI: 10.1016/j.addbeh.2014.02.015] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2013] [Revised: 01/21/2014] [Accepted: 02/25/2014] [Indexed: 11/19/2022]
Abstract
Modafinil, a wake-promoting agent used to treat sleep disorders, is thought to enhance cognition. Although modafinil has shown promise as a pharmacotherapy for the treatment of cocaine dependence, it is unknown to what extent cognitive effects may play a role in such treatment. We examined the effect of modafinil on the Balloon Analogue Risk Task (BART), a behavioral measure in which higher scores are purported to reflect a greater propensity for risk-taking. Thirty cocaine dependent individuals, enrolled in a randomized clinical trial of modafinil 400mg (n=12) versus placebo (n=18), were administered the BART during the second week of inpatient treatment for cocaine dependence. A comparison cohort of healthy participants (n=19) performed the BART under similar conditions. Modafinil treatment was associated with significantly higher BART scores (p=0.01), which were comparable to scores in healthy persons. BART scores in placebo treated participants were much lower than previously reported in healthy participants, and lower than those observed in the comparison cohort. As propensity toward risk taking is typically associated with higher BART scores as well as increased risk for substance use, our findings may reflect a novel aspect of cognitive impairment related to chronic cocaine use. Notably, the low BART scores reflect highly suboptimal performance on the task, and the observed effect of modafinil may indicate a normalization of this impairment and have implications for treatment outcome.
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Affiliation(s)
- Sofija V Canavan
- Department of Psychiatry, Yale University, Connecticut Mental Health Center, 34 Park St, New Haven, CT 06519, USA.
| | - Erica L Forselius
- Department of Psychiatry, Yale University, Connecticut Mental Health Center, 34 Park St, New Haven, CT 06519, USA.
| | - Andrew J Bessette
- Department of Psychiatry, Yale University, Connecticut Mental Health Center, 34 Park St, New Haven, CT 06519, USA.
| | - Peter T Morgan
- Department of Psychiatry, Yale University, Connecticut Mental Health Center, 34 Park St, New Haven, CT 06519, USA.
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129
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Jentsch JD, Ashenhurst JR, Cervantes MC, Groman SM, James AS, Pennington ZT. Dissecting impulsivity and its relationships to drug addictions. Ann N Y Acad Sci 2014; 1327:1-26. [PMID: 24654857 DOI: 10.1111/nyas.12388] [Citation(s) in RCA: 145] [Impact Index Per Article: 14.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
Abstract
Addictions are often characterized as forms of impulsive behavior. That said, it is often noted that impulsivity is a multidimensional construct, spanning several psychological domains. This review describes the relationship between varieties of impulsivity and addiction-related behaviors, the nature of the causal relationship between the two, and the underlying neurobiological mechanisms that promote impulsive behaviors. We conclude that the available data strongly support the notion that impulsivity is both a risk factor for, and a consequence of, drug and alcohol consumption. While the evidence indicating that subtypes of impulsive behavior are uniquely informative--either biologically or with respect to their relationships to addictions--is convincing, multiple lines of study link distinct subtypes of impulsivity to low dopamine D2 receptor function and perturbed serotonergic transmission, revealing shared mechanisms between the subtypes. Therefore, a common biological framework involving monoaminergic transmitters in key frontostriatal circuits may link multiple forms of impulsivity to drug self-administration and addiction-related behaviors. Further dissection of these relationships is needed before the next phase of genetic and genomic discovery will be able to reveal the biological sources of the vulnerability for addiction indexed by impulsivity.
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Affiliation(s)
- J David Jentsch
- Department of Psychology, University of California Los Angeles, Los Angeles, California
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130
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Belcher AM, Volkow ND, Moeller FG, Ferré S. Personality traits and vulnerability or resilience to substance use disorders. Trends Cogn Sci 2014; 18:211-7. [PMID: 24612993 DOI: 10.1016/j.tics.2014.01.010] [Citation(s) in RCA: 97] [Impact Index Per Article: 9.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/19/2013] [Revised: 01/29/2014] [Accepted: 01/30/2014] [Indexed: 12/11/2022]
Abstract
Clear evidence supports a genetic basis for substance use disorders (SUD). Yet, the search to identify individual gene contributions to SUD has been unsuccessful. Here, we argue for the study of endophenotypes within the frame of individual differences, and identify three high-order personality traits that are tied to specific brain systems and genes, and that offer a tractable approach to studying SUD. These personality traits, and the genes that moderate them, interact dynamically with the environment and with the drugs themselves to determine ultimately an individual's vulnerability or resilience to developing SUD.
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Affiliation(s)
- Annabelle M Belcher
- National Institute on Drug Abuse, Intramural Research Program, National Institutes of Health, Baltimore, MD 21224, USA
| | - Nora D Volkow
- National Institute on Drug Abuse, National Institutes of Health, Bethesda, MD 20892, USA
| | - F Gerard Moeller
- Departments of Psychiatry and Pharmacology and Toxicology, Virginia Commonwealth University School of Medicine, Richmond, VA 23219, USA
| | - Sergi Ferré
- National Institute on Drug Abuse, Intramural Research Program, National Institutes of Health, Baltimore, MD 21224, USA.
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131
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Joffe ME, Grueter CA, Grueter BA. Biological substrates of addiction. WILEY INTERDISCIPLINARY REVIEWS. COGNITIVE SCIENCE 2014; 5:151-171. [PMID: 24999377 PMCID: PMC4078878 DOI: 10.1002/wcs.1273] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/15/2013] [Revised: 10/01/2013] [Accepted: 11/25/2013] [Indexed: 12/16/2022]
Abstract
This review is an introduction to addiction, the reward circuitry, and laboratory addiction models. Addiction is a chronic disease hallmarked by a state of compulsive drug seeking that persists despite negative consequences. Most of the advances in addiction research have centered on the canonical and contemporary drugs of abuse; however, addictions to other activities and stimuli also exist. Substances of abuse have the potential to induce long-lasting changes in the brain at the behavioral, circuit, and synaptic levels. Addiction-related behavioral changes involve initiation, escalation, and obsession to drug seeking and much of the current research is focused on mapping these manifestations to specific neural pathways. Drug abuse is well known to recruit components of the mesolimbic dopamine system, including the nucleus accumbens and ventral tegmental area. In addition, altered function of a wide variety of brain regions is tightly associated with specific manifestations of drug abuse. These regions peripheral to the mesolimbic pathway likely play a role in specific observed comorbidities and endophenotypes that can facilitate, or be caused by, substance abuse. Alterations in synaptic structure, function, and connectivity, as well as epigenetic and genetic mechanisms are thought to underlie the pathologies of addiction. In preclinical models, these persistent changes are studied at the levels of molecular pharmacology and biochemistry, ex vivo and in vivo electrophysiology, radiography, and behavior. Coordinating research efforts across these disciplines and examining cell type- and circuit-specific phenomena are crucial components for translating preclinical findings to viable medical interventions that effectively treat addiction and related disorders. WIREs Cogn Sci 2014, 5:151-171. doi: 10.1002/wcs.1273 Conflict of interest: The authors have declared no conflicts of interest for this article. For further resources related to this article, please visit the WIREs website.
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Affiliation(s)
- Max E. Joffe
- Department of Pharmacology, Vanderbilt University School of Medicine
| | - Carrie A. Grueter
- Department of Anesthesiology, Vanderbilt University School of Medicine
| | - Brad A. Grueter
- Department of Anesthesiology, Vanderbilt Brain Institute, Vanderbilt University School of Medicine
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132
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Fineberg NA, Chamberlain SR, Goudriaan AE, Stein DJ, Vanderschuren LJ, Gillan CM, Shekar S, Gorwood PA, Voon V, Morein-Zamir S, Denys D, Sahakian BJ, Moeller FG, Robbins TW, Potenza MN. New developments in human neurocognition: clinical, genetic, and brain imaging correlates of impulsivity and compulsivity. CNS Spectr 2014; 19:69-89. [PMID: 24512640 PMCID: PMC4113335 DOI: 10.1017/s1092852913000801] [Citation(s) in RCA: 285] [Impact Index Per Article: 28.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/14/2023]
Abstract
Impulsivity and compulsivity represent useful conceptualizations that involve dissociable cognitive functions, which are mediated by neuroanatomically and neurochemically distinct components of cortico-subcortical circuitry. The constructs were historically viewed as diametrically opposed, with impulsivity being associated with risk-seeking and compulsivity with harm-avoidance. However, they are increasingly recognized to be linked by shared neuropsychological mechanisms involving dysfunctional inhibition of thoughts and behaviors. In this article, we selectively review new developments in the investigation of the neurocognition of impulsivity and compulsivity in humans, in order to advance our understanding of the pathophysiology of impulsive, compulsive, and addictive disorders and indicate new directions for research.
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Affiliation(s)
- Naomi A. Fineberg
- Hertfordshire Partnership NHS University Foundation Trust, Queen Elizabeth II Hospital, Howlands, Welwyn Garden City, Hertfordshire, UK
- University of Hertfordshire, School of Postgraduate Medicine, College Lane, Hatfield, Hertfordshire, UK
- Cambridge University, School of Clinical Medicine, Addenbrooke’s Hospital, Cambridge, UK
| | - Samuel R. Chamberlain
- Cambridge University, School of Clinical Medicine, Addenbrooke’s Hospital, Cambridge, UK
- Cambridge and Peterborough NHS Foundation Trust (CPFT), Cambridge, UK
| | - Anna E. Goudriaan
- Department of Psychiatry, Amsterdam Institute for Addiction Research, Academic Medical Centre, University of Amsterdam, Amsterdam, The Netherlands
- Arkin Mental Health, Amsterdam, The Netherlands
| | - Dan J. Stein
- Department of Psychiatry, University of Cape Town, S. Africa
| | - Louk J.M.J. Vanderschuren
- Dept. of Animals in Science and Society, Division of Behavioural Neuroscience, Faculty of Veterinary Medicine, Utrecht University, Utrecht, The Netherlands
- Rudolf Magnus Institute of Neuroscience, Dept. of Neuroscience and Pharmacology, University Medical Center Utrecht, Utrecht, The Netherlands
| | - Claire M. Gillan
- Behavioural and Clinical Neuroscience Institute (BCNI), University of Cambridge, Cambridge, UK
- Department of Psychology, University of Cambridge, Cambridge, UK
| | - Sameer Shekar
- Hertfordshire Partnership NHS University Foundation Trust, Queen Elizabeth II Hospital, Howlands, Welwyn Garden City, Hertfordshire, UK
| | - Philip A.P.M. Gorwood
- INSERM UMR894 (Centre of Psychiatry and Neuroscience), 2ter rue d’Alesia, Paris, FRANCE
- Sainte-Anne hospital, CMME (University Paris Descartes), 100 rue de la Santé, Paris, FRANCE
| | - Valerie Voon
- Behavioural and Clinical Neuroscience Institute (BCNI), University of Cambridge, Cambridge, UK
- Department of Psychiatry, University of Cambridge, Cambridge, UK
| | - Sharon Morein-Zamir
- Behavioural and Clinical Neuroscience Institute (BCNI), University of Cambridge, Cambridge, UK
- Department of Psychiatry, University of Cambridge, Cambridge, UK
| | - Damiaan Denys
- Department of Psychiatry, Academic Medical Center, University of Amsterdam, Amsterdam, The Netherlands
- The Netherlands Institute for Neuroscience, an institute of the Royal Netherlands Academy of Arts and Sciences, Amsterdam, The Netherlands
| | - Barbara J. Sahakian
- Cambridge University, School of Clinical Medicine, Addenbrooke’s Hospital, Cambridge, UK
- Behavioural and Clinical Neuroscience Institute (BCNI), University of Cambridge, Cambridge, UK
| | - F. Gerard Moeller
- Departments of Psychiatry and Pharmacology and Toxicology, Virginia Commonwealth University School of Medicine, Richmond, Virginia, USA
| | - Trevor W. Robbins
- Behavioural and Clinical Neuroscience Institute (BCNI), University of Cambridge, Cambridge, UK
- Department of Psychology, University of Cambridge, Cambridge, UK
| | - Marc N. Potenza
- Departments of Psychiatry, Child Study and Neurobiology, Yale School of Medicine, New Haven, Connecticut, USA
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133
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Enhanced orbitofrontal cortex function and lack of attentional bias to cocaine cues in recreational stimulant users. Biol Psychiatry 2014; 75:124-31. [PMID: 23809860 DOI: 10.1016/j.biopsych.2013.05.019] [Citation(s) in RCA: 35] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/07/2012] [Revised: 04/19/2013] [Accepted: 05/17/2013] [Indexed: 11/21/2022]
Abstract
BACKGROUND Although cocaine is known to be a highly addictive drug, there appears to be a select subset of individuals who are able to use the substance recreationally without developing dependence. These individuals do not report experiencing feelings of craving for cocaine, an important distinction from dependent users. However, no prior studies have compared attentional bias with cocaine cues between these groups to confirm this difference. Additionally, previous investigations into cognitive abilities in these individuals have been conflicting, and no research has been conducted on the neurobiological processes underlying cognitive functioning in this group. METHODS This study administered the emotional cocaine-word Stroop to 27 recreational cocaine users, 50 stimulant-dependent individuals, and 52 healthy control participants during functional magnetic resonance imaging scanning. Behavioral and functional imaging results were compared between groups to assess attentional bias and cognitive effort to resist salient cocaine stimuli. RESULTS Recreational users did not exhibit attentional bias to the cocaine words and did not differ from control subjects on task performance. Conversely, stimulant-dependent individuals were significantly more impaired on the task. Recreational participants also displayed a unique pattern of activation during performance, with significant underactivation in the orbitofrontal and anterior cingulate cortices compared with both dependent users and control subjects. CONCLUSIONS The absence of bias to cocaine-related stimuli in recreational users indicates they do not share attentional preference for these words with dependent users. Their distinct pattern of activation suggests a decreased need for cognitive control due to diminished desire for the drug, potentially serving as a resilience factor against dependence.
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134
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Abstract
Behavioral tendencies that might be captured through self-report measures may provide insight into personality features that are associated with substance addictions. Recently, impulsivity and related constructs, such as sensation-seeking, have been examined to help better understand their relationships with addictions. Here, we review recent findings that show links over developmental epochs between addictive behaviors and impulsivity, sensation-seeking, and other constructs that are theoretically linked. These findings have significant implications for generating improved treatments and interventions aimed at preventing the development of addictive disorders.
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Affiliation(s)
- Marci R Mitchell
- Department of Psychiatry, Yale University School of Medicine, 1 Church St, 7th floor, New Haven, CT 06510, USA
| | - Marc N Potenza
- Department of Psychiatry, Yale University School of Medicine, 1 Church St, 7th floor, New Haven, CT 06510, USA
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135
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Flagel SB, Waselus M, Clinton SM, Watson SJ, Akil H. Antecedents and consequences of drug abuse in rats selectively bred for high and low response to novelty. Neuropharmacology 2014; 76 Pt B:425-36. [PMID: 23639434 PMCID: PMC3766490 DOI: 10.1016/j.neuropharm.2013.04.033] [Citation(s) in RCA: 104] [Impact Index Per Article: 10.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2013] [Revised: 04/09/2013] [Accepted: 04/16/2013] [Indexed: 12/22/2022]
Abstract
Human genetic and epidemiological studies provide evidence that only a subset of individuals who experiment with potentially addictive drugs become addicts. What renders some individuals susceptible to addiction remains to be determined, but most would agree that there is no single trait underlying the disorder. However, there is evidence in humans that addiction liability has a genetic component, and that certain personality characteristics related to temperament (e.g. the sensation-seeking trait) are associated with individual differences in addiction liability. Consequently, we have used a selective breeding strategy based on locomotor response to a novel environment to generate two lines of rats with distinct behavioral characteristics. We have found that the resulting phenotypes differ on a number of neurobehavioral dimensions relevant to addiction. Relative to bred low-responder (bLR) rats, bred high-responder (bHR) rats exhibit increased exploratory behavior, are more impulsive, more aggressive, seek stimuli associated with rewards, and show a greater tendency to relapse. We therefore utilize this unique animal model to parse the genetic, neural and environmental factors that contribute to addiction liability. Our work shows that the glucocorticoid receptor (GR), dopaminergic molecules, and members of the fibroblast growth factor family are among the neurotransmitters and neuromodulators that play a role in both the initial susceptibility to addiction as well as the altered neural responses that follow chronic drug exposure. Moreover, our findings suggest that the hippocampus plays a major role in mediating vulnerability to addiction. It is hoped that this work will emphasize the importance of personalized treatment strategies and identify novel therapeutic targets for humans suffering from addictive disorders. This article is part of a Special Issue entitled 'NIDA 40th Anniversary Issue'.
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Affiliation(s)
- Shelly B Flagel
- Molecular and Behavioral Neuroscience Institute, University of Michigan, 205 Zina Pitcher Place, Ann Arbor, MI 48109, USA; Department of Psychiatry, University of Michigan, Ann Arbor, MI, USA; Neuroscience Program, University of Michigan, Ann Arbor, MI, USA; Department of Psychology, University of Michigan, Ann Arbor, MI, USA.
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136
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Beckley JT, Woodward JJ. Volatile solvents as drugs of abuse: focus on the cortico-mesolimbic circuitry. Neuropsychopharmacology 2013; 38:2555-67. [PMID: 23954847 PMCID: PMC3828545 DOI: 10.1038/npp.2013.206] [Citation(s) in RCA: 36] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/12/2013] [Revised: 08/12/2013] [Accepted: 08/13/2013] [Indexed: 12/15/2022]
Abstract
Volatile solvents such as those found in fuels, paints, and thinners are found throughout the world and are used in a variety of industrial applications. However, these compounds are also often intentionally inhaled at high concentrations to produce intoxication. While solvent use has been recognized as a potential drug problem for many years, research on the sites and mechanisms of action of these compounds lags behind that of other drugs of abuse. In this review, we first discuss the epidemiology of voluntary solvent use throughout the world and then consider what is known about their basic pharmacology and how this may explain their use as drugs of abuse. We next present data from preclinical and clinical studies indicating that these substances induce common addiction sequelae such as dependence, withdrawal, and cognitive impairments. We describe how toluene, the most commonly studied psychoactive volatile solvent, alters synaptic transmission in key brain circuits such as the mesolimbic dopamine system and medial prefrontal cortex (mPFC) that are thought to underlie addiction pathology. Finally, we make the case that activity in mPFC circuits is a critical regulator of the mesolimbic dopamine system's ability to respond to volatile solvents like toluene. Overall, this review provides evidence that volatile solvents have high abuse liability because of their selective effects on critical nodes of the addiction neurocircuitry, and underscores the need for more research into how these compounds induce adaptations in neural circuits that underlie addiction pathology.
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Affiliation(s)
- Jacob T Beckley
- Department of Neurosciences, Medical University of South Carolina, Charleston, SC, USA,Center for Drug and Alcohol Programs, Department of Psychiatry/Neurosciences, Medical University of South Carolina, Charleston, SC, USA
| | - John J Woodward
- Department of Neurosciences, Medical University of South Carolina, Charleston, SC, USA,Center for Drug and Alcohol Programs, Department of Psychiatry/Neurosciences, Medical University of South Carolina, Charleston, SC, USA,Department of Neurosciences, Medical University of South Carolina, IOP 4 North, 67 President Street, MSC 861, Charleston, SC 29425, USA, Tel: +(843) 792 5225, Fax: +(843) 792 7353, E-mail:
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137
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Cadet JL, Bisagno V. The primacy of cognition in the manifestations of substance use disorders. Front Neurol 2013; 4:189. [PMID: 24302917 PMCID: PMC3831163 DOI: 10.3389/fneur.2013.00189] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/19/2013] [Accepted: 11/04/2013] [Indexed: 11/13/2022] Open
Affiliation(s)
- Jean Lud Cadet
- NIDA Intramural Program, Molecular Neuropsychiatry Research Branch , Baltimore, MD , USA
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138
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Morein-Zamir S, Simon Jones P, Bullmore ET, Robbins TW, Ersche KD. Prefrontal hypoactivity associated with impaired inhibition in stimulant-dependent individuals but evidence for hyperactivation in their unaffected siblings. Neuropsychopharmacology 2013; 38:1945-53. [PMID: 23609131 PMCID: PMC3746700 DOI: 10.1038/npp.2013.90] [Citation(s) in RCA: 46] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/17/2013] [Revised: 03/01/2013] [Accepted: 03/07/2013] [Indexed: 02/02/2023]
Abstract
A neurocognitive endophenotype has been proposed for stimulant dependence, based on behavioral measures of inhibitory response control associated with white matter changes in the frontal cortex. This study investigated the functional neuroimaging correlates of inhibitory response control, as functional activity serves as a more dynamic measure than brain structure, allowing refinement of the suggested endophenotype. Stimulant-dependent individuals (SDIs), their unaffected siblings (SIBs), and healthy controls (CTs) performed the stop-signal task, including stop-signal reaction time (SSRT) as a measure of response inhibition, while undergoing functional magnetic resonance imaging. SDIs had impaired response inhibition accompanied by hypoactivation in the ventrolateral prefrontal cortex (PFC). In addition, they demonstrated hypoactivation in the anterior cingulate when failing to stop. In contrast, no hypoactivations were noted in their unaffected SIBs. Rather, they exhibited increased activation in the dorsomedial PFC relative to controls, together with inhibitory performance that was intermediate between that of the stimulant group and the healthy CT group. Such hyperactivations within the neurocircuitry underlying response inhibition and control are suggestive of compensatory mechanisms that could be protective in nature or could reflect coping with a pre-existing vulnerability, thus expressing potential aspects of resilience. The functional activation associated with response inhibition and error monitoring showed differential patterns of results between SDIs and their unaffected first-degree relatives, suggesting that the proposed endophenotype does not generalize to functional brain activity.
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Affiliation(s)
- Sharon Morein-Zamir
- Behavioural and Clinical Neuroscience Institute, University of Cambridge, Cambridge, UK.
| | - P Simon Jones
- Behavioural and Clinical Neuroscience Institute, University of Cambridge, Cambridge, UK,Department of Psychiatry, University of Cambridge, Cambridge, UK
| | - Edward T Bullmore
- Behavioural and Clinical Neuroscience Institute, University of Cambridge, Cambridge, UK,Department of Psychiatry, University of Cambridge, Cambridge, UK,Cambridgeshire and Peterborough NHS Foundation Trust, Cambridge, UK,Clinical Unit Cambridge, GlaxoSmithKline, Addenbrooke's Centre for Clinical Investigations, Cambridge, UK
| | - Trevor W Robbins
- Behavioural and Clinical Neuroscience Institute, University of Cambridge, Cambridge, UK,Department of Psychology, University of Cambridge, Cambridge, UK
| | - Karen D Ersche
- Behavioural and Clinical Neuroscience Institute, University of Cambridge, Cambridge, UK,Department of Psychiatry, University of Cambridge, Cambridge, UK
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139
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Abstract
The noradrenaline (norepinephrine) system exerts profound influences on cognition via ascending projections to the forebrain, mostly originating from the locus coeruleus. This paper provides an overview of available infrahuman and healthy human studies, exploring the effects of specific noradrenergic manipulations on dissociable cognitive functions, including attention, working memory, cognitive flexibility, response inhibition and emotional memory. Remarkable parallels across species have been reported which may account for the mechanisms by which noradrenergic medications exert their beneficial effects in disorders such as depression and attention-deficit hyperactivity disorder (ADHD). The literature is discussed in relation to prevailing models of noradrenergic influences over cognition and novel therapeutic directions, including in relation to investigating the effects of noradrenergic manipulations on other disorders characterized by impulsivity, and dementias. Unanswered questions are also highlighted, along with key avenues for future research, both proof-of-concept and clinical.
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140
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Ersche KD, Williams GB, Robbins TW, Bullmore ET. Meta-analysis of structural brain abnormalities associated with stimulant drug dependence and neuroimaging of addiction vulnerability and resilience. Curr Opin Neurobiol 2013; 23:615-24. [DOI: 10.1016/j.conb.2013.02.017] [Citation(s) in RCA: 151] [Impact Index Per Article: 13.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2013] [Revised: 02/25/2013] [Accepted: 02/26/2013] [Indexed: 01/21/2023]
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141
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Ersche KD, Jones PS, Williams GB, Smith DG, Bullmore ET, Robbins TW. Distinctive personality traits and neural correlates associated with stimulant drug use versus familial risk of stimulant dependence. Biol Psychiatry 2013; 74:137-44. [PMID: 23273722 PMCID: PMC3705207 DOI: 10.1016/j.biopsych.2012.11.016] [Citation(s) in RCA: 98] [Impact Index Per Article: 8.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/11/2012] [Revised: 11/20/2012] [Accepted: 11/20/2012] [Indexed: 12/20/2022]
Abstract
BACKGROUND Stimulant drugs such as cocaine and amphetamine have a high abuse liability, but not everyone who uses them develops dependence. However, the risk for dependence is increased for individuals with a family history of addiction. We hypothesized that individuals without a family history of dependence who have been using cocaine recreationally for several years but have not made the transition to dependence will differ in terms of personality traits and brain structure from individuals who are either dependent on stimulants or at risk for dependence. METHODS We compared 27 individuals without a familial risk of dependence who had been using cocaine recreationally with 50 adults with stimulant dependence, their nondependent siblings (n = 50), and unrelated healthy volunteers (n = 52) who had neither a personal nor a family history of dependence. All participants underwent a magnetic resonance imaging brain scan and completed a selection of personality measures that have been associated with substance abuse. RESULTS Increased sensation-seeking traits and abnormal orbitofrontal and parahippocampal volume were shared by individuals who were dependent on stimulant drugs or used cocaine recreationally. By contrast, increased levels of impulsive and compulsive personality traits and limbic-striatal enlargement were shared by stimulant-dependent individuals and their unaffected siblings. CONCLUSIONS We provide evidence for distinct neurobiological phenotypes that are either associated with familial vulnerability for dependence or with regular stimulant drug use. Our findings further suggest that some individuals with high sensation-seeking traits but no familial vulnerability for dependence are likely to use cocaine but may have relatively low risk for developing dependence.
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Affiliation(s)
- Karen D. Ersche
- University of Cambridge, Behavioural and Clinical Neuroscience Institute, Departments of Experimental Psychology and Psychiatry, Cambridge, United Kingdom,Address correspondence to Karen D. Ersche, Ph.D., University of Cambridge, Department of Psychiatry, Behavioural and Clinical Neuroscience Institute, Brain Mapping Unit, Herchel Smith Building, Cambridge, Cambridgeshire CB2 0SZ, United Kingdom
| | - P. Simon Jones
- University of Cambridge, Behavioural and Clinical Neuroscience Institute, Departments of Experimental Psychology and Psychiatry, Cambridge, United Kingdom
| | - Guy B. Williams
- University of Cambridge, Behavioural and Clinical Neuroscience Institute, Departments of Experimental Psychology and Psychiatry, Cambridge, United Kingdom,Wolfson Brain Imaging Centre, University of Cambridge, Cambridge, United Kingdom
| | - Dana G. Smith
- University of Cambridge, Behavioural and Clinical Neuroscience Institute, Departments of Experimental Psychology and Psychiatry, Cambridge, United Kingdom
| | - Edward T. Bullmore
- University of Cambridge, Behavioural and Clinical Neuroscience Institute, Departments of Experimental Psychology and Psychiatry, Cambridge, United Kingdom,GlaxoSmithKline, Clinical Unit Cambridge, United Kingdom,Cambridgeshire & Peterborough National Health Service Foundation Trust, Cambridge, United Kingdom
| | - Trevor W. Robbins
- University of Cambridge, Behavioural and Clinical Neuroscience Institute, Departments of Experimental Psychology and Psychiatry, Cambridge, United Kingdom
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142
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Fein G, Fein D. Subcortical volumes are reduced in short-term and long-term abstinent alcoholics but not those with a comorbid stimulant disorder. NEUROIMAGE-CLINICAL 2013; 3:47-53. [PMID: 24179848 PMCID: PMC3791275 DOI: 10.1016/j.nicl.2013.06.018] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/08/2013] [Revised: 06/25/2013] [Accepted: 06/28/2013] [Indexed: 11/04/2022]
Abstract
Chronic alcohol abuse affects brain structure and function. We examined subcortical structure volumes in 77 short (6–15 week) and 90 long (multi-year) term abstinent alcoholics, along with 74 controls. We used a 3T Siemens MPRAGE sequence for image acquisition and FSL FIRST software for measuring subcortical volumes. When examining alcoholics without a comorbid stimulant disorder we found reduced hippocampal, pallidum and thalamus volumes in short term abstinence compared to a non-substance abusing control sample with numerically smaller yet still significant reductions compared to controls in long term abstinence. When examining alcoholics with a comorbid stimulant disorder, no difference from controls was found for any subcortical volume. Alcoholics with a stimulant disorder had significantly larger subcortical volumes than alcoholics without a stimulant disorder. This study replicates past research showing that chronic alcohol abuse is associated with lower subcortical volumes in short-term abstinent chronic alcoholics and extends this finding, although with smaller effects to long-term abstinent samples. The absence of this effect in the presence of a comorbid stimulant disorder suggests either a protective effect of stimulant abuse/dependence or that the measurements reflect the aggregate of alcohol dependence associated atrophy and stimulant abuse associated inflammation. Associations with function suggest the second of these two alternatives. Subcortical atrophy Chronic alcohol dependence Comorbid stimulant disorder
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Affiliation(s)
- George Fein
- Neurobehavioral Research, Inc., 1585 Kapiolani Blvd., Ste. 1030, Honolulu, HI 96814, USA ; Department of Psychology, University of Hawai'i, 2530 Dole Street, Sakamaki C 400, Honolulu, HI 96822, USA
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143
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Jupp B, Dalley JW. Behavioral endophenotypes of drug addiction: Etiological insights from neuroimaging studies. Neuropharmacology 2013; 76 Pt B:487-97. [PMID: 23756169 DOI: 10.1016/j.neuropharm.2013.05.041] [Citation(s) in RCA: 60] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2013] [Revised: 05/11/2013] [Accepted: 05/15/2013] [Indexed: 01/10/2023]
Abstract
This article reviews recent advances in the elucidation of neurobehavioral endophenotypes associated with drug addiction made possible by the translational neuroimaging techniques magnetic resonance imaging (MRI) and positron emission tomography (PET). Increasingly, these non-invasive imaging approaches have been the catalyst for advancing our understanding of the etiology of drug addiction as a brain disorder involving complex interactions between pre-disposing behavioral traits, environmental influences and neural perturbations arising from the chronic abuse of licit and illicit drugs. In this article we discuss the causal role of trait markers associated with impulsivity and novelty-/sensation-seeking in speeding the development of compulsive drug administration and in facilitating relapse. We also discuss the striking convergence of imaging findings from these behavioural traits and addiction in rats, monkeys and humans with a focus on biomarkers of dopamine neurotransmission, and highlight areas where further research is needed to disambiguate underlying causal mechanisms. This article is part of a Special Issue entitled 'NIDA 40th Anniversary Issue'.
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Affiliation(s)
- Bianca Jupp
- Behavioral and Clinical Neuroscience Institute, Department of Psychology, University of Cambridge Downing St, Cambridge CB2 3EB, UK; Florey Institute of Neuroscience and Mental Health, The University of Melbourne, Parkville, Victoria, Australia
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144
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Jentsch JD, Pennington ZT. Reward, interrupted: Inhibitory control and its relevance to addictions. Neuropharmacology 2013; 76 Pt B:479-86. [PMID: 23748054 DOI: 10.1016/j.neuropharm.2013.05.022] [Citation(s) in RCA: 75] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2013] [Revised: 05/17/2013] [Accepted: 05/21/2013] [Indexed: 12/21/2022]
Abstract
There are broad individual differences in the ability to voluntarily and effortfully suppress motivated, reward-seeking behaviors, and this review presents the hypothesis that these individual differences are relevant to addictive disorders. On one hand, cumulative experience with drug abuse appears to alter the molecular, cellular and circuit mechanisms that mediate inhibitory abilities, leading to increasingly uncontrolled patterns of drug-seeking and -taking. On the other, native inter-individual differences in inhibitory control are apparently a risk factor for aspects of drug-reinforced responding and substance use disorders. In both cases, the behavioral manifestation of poor inhibitory abilities is linked to relatively low striatal dopamine D2-like receptor availability, and evidence is accumulating for a more direct contribution of striatopallidal neurons to cognitive control processes. Mechanistic research is now identifying genes upstream of dopamine transmission that mediate these relationships, as well as the involvement of other neurotransmitter systems, acting alone and in concert with dopamine. The reviewed research stands poised to identify new mechanisms that can be targeted by pharmacotherapies and/or by behavioral interventions that are designed to prevent or treat addictive behaviors and associated behavioral pathology. This article is part of a Special Issue entitled 'NIDA 40th Anniversary Issue'.
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Affiliation(s)
- James David Jentsch
- Department of Psychology, University of California, Los Angeles 90095-1563, USA; Department of Psychiatry & Biobehavioral Sciences, University of California, Los Angeles 90095-1563, USA; Semel Institute for Human Neuroscience and Behavior, University of California, Los Angeles 90095-1563, USA; The Brain Research Institute, University of California, Los Angeles 90095-1563, USA.
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145
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Chambers RA. Adult hippocampal neurogenesis in the pathogenesis of addiction and dual diagnosis disorders. Drug Alcohol Depend 2013; 130:1-12. [PMID: 23279925 PMCID: PMC3640791 DOI: 10.1016/j.drugalcdep.2012.12.005] [Citation(s) in RCA: 75] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/28/2012] [Revised: 11/19/2012] [Accepted: 12/06/2012] [Indexed: 12/11/2022]
Abstract
BACKGROUND As knowledge deepens about how new neurons are born, differentiate, and wire into the adult mammalian brain, growing evidence depicts hippocampal neurogenesis as a special form of neuroplasticity that may be impaired across psychiatric disorders. This review provides an integrated-evidence based framework describing a neurogenic basis for addictions and addiction vulnerability in mental illness. METHODS Basic studies conducted over the last decade examining the effects of addictive drugs on adult neurogenesis and the impact of neurogenic activity on addictive behavior were compiled and integrated with relevant neurocomputational and human studies. RESULTS While suppression of hippocampal neurogenic proliferation appears to be a universal property of addictive drugs, the pathophysiology of addictions involves neuroadaptative processes within frontal-cortical-striatal motivation circuits that the neurogenic hippocampus regulates via direct projections. States of suppressed neurogenic activity may simultaneously underlie psychiatric and cognitive symptoms, but also confer or signify hippocampal dysfunction that heightens addiction vulnerability in mental illness as a basis for dual diagnosis disorders. CONCLUSIONS Research on pharmacological, behavioral and experiential strategies that enhance adaptive regulation of hippocampal neurogenesis holds potential in advancing preventative and integrative treatment strategies for addictions and dual diagnosis disorders.
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Affiliation(s)
- R Andrew Chambers
- Laboratory for Translational Neuroscience of Dual Diagnosis & Development, Department of Psychiatry, Indiana University School of Medicine, 791 Union Drive, Indianapolis, IN 46202, United States.
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146
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Cognitive control dysfunction and abnormal frontal cortex activation in stimulant drug users and their biological siblings. Transl Psychiatry 2013; 3:e257. [PMID: 23673468 PMCID: PMC3669919 DOI: 10.1038/tp.2013.32] [Citation(s) in RCA: 30] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/02/2023] Open
Abstract
Cognitive and neural abnormalities are known to accompany chronic drug abuse, with impairments in cognition and changes in cortical structure seen in stimulant-dependent individuals. However, premorbid differences have also been observed in the brains and behavior of individuals at risk for substance abuse, before they develop dependence. Endophenotype research has emerged as a useful method for assessing preclinical traits that may be risk factors for pathology by studying patient populations and their undiagnosed first-degree relatives. This study used the color-word Stroop task to assess executive functioning in stimulant-dependent individuals, their unaffected biological siblings and unrelated healthy control volunteers using a functional magnetic resonance imaging paradigm. Both the stimulant-dependent and sibling participants demonstrated impairments in cognitive control and processing speed on the task, registering significantly longer response latencies. However, the two groups generated very different neural responses, with the sibling participants exhibiting a significant decrease in activation in the inferior frontal gyrus compared with both stimulant-dependent individuals and control participants. Both target groups also demonstrated a decrease in hemispheric laterality throughout the task, exhibiting a disproportionate increase in right hemispheric activation, which was associated with their behavioral inefficiencies. These findings not only suggest a possible risk factor for stimulant abuse of poor inhibitory control and cortical inefficiency but they also demonstrate possible adaptations in the brains of stimulant users.
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147
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Ireland JL, Higgins P. Behavioural stimulation and sensation-seeking among prisoners: applications to substance dependency. INTERNATIONAL JOURNAL OF LAW AND PSYCHIATRY 2013; 36:229-234. [PMID: 23623718 DOI: 10.1016/j.ijlp.2013.04.006] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/02/2023]
Abstract
BACKGROUND Sensation-seeking among prisoners with substance dependence difficulties (drug and/or alcohol) was examined. This topic is under-researched in a prisoner sample. AIMS The aims are to examine the association between sensation-seeking, other personality variables, and substance dependency among prisoners, and to examine if sensation-seeking can be refined. METHODS Adult male prisoners (n=200) completed self-report measures examining the constructs of interest. RESULTS Sensation-seeking comprised extraversion and openness to experience. It was more appropriately described as Behavioural-Stimulation-and-Sensation-Seeking (BStim-SS). BStim-SS is related to drug and poly-substance dependency but not alcohol-only dependency. Increased impulsivity was related to all substance use dependencies. CONCLUSIONS AND IMPLICATIONS FOR PRACTISE BStim-SS presents as a valuable concept to apply to forensic populations. It captures the need for behavioural and emotional stimulation and lends support to Reward Discounting theory as valuable concept to apply across substance dependency. Implications for practise include: • A need to identify a broader concept of sensation-seeking for prisoner samples; • The recognition of differences within substance dependent samples, with impulsivity presenting differently across drug and/or alcohol dependent groups; • Recognition that concepts regularly applied to community samples need to be examined more specifically among forensic samples to ascertain validity.
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Affiliation(s)
- Jane L Ireland
- Ashworth Research Centre (ARC), Mersey Care NHS Trust and University of Central Lancashire, Preston, Lancashire, UK.
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148
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Bell RP, Foxe JJ, Ross LA, Garavan H. Intact inhibitory control processes in abstinent drug abusers (I): a functional neuroimaging study in former cocaine addicts. Neuropharmacology 2013; 82:143-50. [PMID: 23474013 DOI: 10.1016/j.neuropharm.2013.02.018] [Citation(s) in RCA: 48] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/19/2012] [Revised: 01/17/2013] [Accepted: 02/18/2013] [Indexed: 10/27/2022]
Abstract
Neuroimaging studies in current cocaine dependent (CD) individuals consistently reveal cortical hypoactivity across regions of the response inhibition circuit (RIC). Dysregulation of this critical executive network is hypothesized to account for the lack of inhibitory control that is a hallmark of the addictive phenotype, and chronic abuse is believed to compound the issue. A crucial question is whether deficits in this circuit persist after drug cessation, and whether recovery of this system will be seen after extended periods of abstinence, a question with implications for treatment course and outcome. Utilizing functional magnetic resonance imaging (fMRI), we examined activation in nodes of the RIC in abstinent CD individuals (n = 27) and non-using controls (n = 45) while they performed a motor response inhibition task. In contrast to current users, these abstinent individuals, despite extended histories of chronic cocaine-abuse (average duration of use = 8.2 years), performed the task just as efficiently as non-users. In line with these behavioral findings, no evidence for between-group differences in activation of the RIC was found and instead, robust activations were apparent in both groups within the well-characterized nodes of the RIC. Similarly, our complementary Electroencephalography (EEG) investigation also showed an absence of behavioral and electrophysiological deficits in abstinent drug abusers. These results are consistent with an amelioration of neurobiological deficits in inhibitory circuitry following drug cessation, and could help explain how long-term abstinence is maintained. Finally, regression analyses revealed a significant association between level of activation in the right insula with inhibition success and increased abstinence duration in the CD cohort suggesting that this region may be integral to successful recovery from cocaine addiction.
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Affiliation(s)
- Ryan P Bell
- The Cognitive Neurophysiology Laboratory, The Nathan S. Kline Institute for Psychiatric Research, 140 Old Orangeburg Road, Orangeburg, NY 10962, USA; The Sheryl and Daniel R. Tishman Cognitive Neurophysiology Laboratory, Children's Evaluation and Rehabilitation Center (CERC), Department of Pediatrics, Albert Einstein College of Medicine, Van Etten Building - Wing 1C, 1300 Morris Park Avenue, Bronx, NY 10461, USA; The Sheryl and Daniel R. Tishman Cognitive Neurophysiology Laboratory, Children's Evaluation and Rehabilitation Center (CERC), Department of Neuroscience, Albert Einstein College of Medicine, Van Etten Building - Wing 1C, 1300 Morris Park Avenue, Bronx, NY 10461, USA; Program in Cognitive Neuroscience, Department of Psychology, The City College of the City University of New York, 138th Street & Convent Ave, New York, NY 10031, USA; Department of Biology, The City College of the City University of New York, 138th Street & Convent Ave, New York, NY 10031, USA.
| | - John J Foxe
- The Cognitive Neurophysiology Laboratory, The Nathan S. Kline Institute for Psychiatric Research, 140 Old Orangeburg Road, Orangeburg, NY 10962, USA; The Sheryl and Daniel R. Tishman Cognitive Neurophysiology Laboratory, Children's Evaluation and Rehabilitation Center (CERC), Department of Pediatrics, Albert Einstein College of Medicine, Van Etten Building - Wing 1C, 1300 Morris Park Avenue, Bronx, NY 10461, USA; The Sheryl and Daniel R. Tishman Cognitive Neurophysiology Laboratory, Children's Evaluation and Rehabilitation Center (CERC), Department of Neuroscience, Albert Einstein College of Medicine, Van Etten Building - Wing 1C, 1300 Morris Park Avenue, Bronx, NY 10461, USA; Program in Cognitive Neuroscience, Department of Psychology, The City College of the City University of New York, 138th Street & Convent Ave, New York, NY 10031, USA; Department of Biology, The City College of the City University of New York, 138th Street & Convent Ave, New York, NY 10031, USA.
| | - Lars A Ross
- The Sheryl and Daniel R. Tishman Cognitive Neurophysiology Laboratory, Children's Evaluation and Rehabilitation Center (CERC), Department of Pediatrics, Albert Einstein College of Medicine, Van Etten Building - Wing 1C, 1300 Morris Park Avenue, Bronx, NY 10461, USA; The Sheryl and Daniel R. Tishman Cognitive Neurophysiology Laboratory, Children's Evaluation and Rehabilitation Center (CERC), Department of Neuroscience, Albert Einstein College of Medicine, Van Etten Building - Wing 1C, 1300 Morris Park Avenue, Bronx, NY 10461, USA; The Gordon F. Derner Institute of Advanced Psychological Studies, Adelphi University, Garden City, NY 11530-0701, USA.
| | - Hugh Garavan
- The Cognitive Neurophysiology Laboratory, The Nathan S. Kline Institute for Psychiatric Research, 140 Old Orangeburg Road, Orangeburg, NY 10962, USA; University of Vermont, Department of Psychiatry, 1 South Prospect St., Burlington, VT 05401, USA.
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149
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Everitt BJ, Robbins TW. From the ventral to the dorsal striatum: devolving views of their roles in drug addiction. Neurosci Biobehav Rev 2013; 37:1946-54. [PMID: 23438892 DOI: 10.1016/j.neubiorev.2013.02.010] [Citation(s) in RCA: 466] [Impact Index Per Article: 42.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/24/2012] [Revised: 01/30/2013] [Accepted: 02/12/2013] [Indexed: 12/15/2022]
Abstract
We revisit our hypothesis that drug addiction can be viewed as the endpoint of a series of transitions from initial voluntarily drug use to habitual, and ultimately compulsive drug use. We especially focus on the transitions in striatal control over drug seeking behaviour that underlie these transitions since functional heterogeneity of the striatum was a key area of Ann Kelley's research interests and one in which she made enormous contributions. We also discuss the hypothesis in light of recent data that the emergence of a compulsive drug seeking habit both reflects a shift to dorsal striatal control over behaviour and impaired prefontal cortical inhibitory control mechanisms. We further discuss aspects of the vulnerability to compulsive drug use and in particular the impact of impulsivity. In writing this review we acknowledge the untimely death of an outstanding scientist and a dear personal friend.
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Affiliation(s)
- Barry J Everitt
- Department of Psychology and Behavioural and Clinical Neuroscience Institute, University of Cambridge, UK.
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150
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