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Schettino M, Mauti M, Parrillo C, Ceccarelli I, Giove F, Napolitano A, Ottaviani C, Martelli M, Orsini C. Resting-state brain activation patterns and network topology distinguish human sign and goal trackers. Transl Psychiatry 2024; 14:446. [PMID: 39438457 PMCID: PMC11496639 DOI: 10.1038/s41398-024-03162-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/02/2023] [Revised: 10/08/2024] [Accepted: 10/11/2024] [Indexed: 10/25/2024] Open
Abstract
The "Sign-tracker/Goal-tracker" (ST/GT) is an animal model of individual differences in learning and motivational processes attributable to distinctive conditioned responses to environmental cues. While GT rats value the reward-predictive cue as a mere predictor, ST rats attribute it with incentive salience, engaging in aberrant reward-seeking behaviors that mirror those of impulse control disorders. Given its potential clinical value, the present study aimed to map such model onto humans and investigated resting state functional magnetic resonance imaging correlates of individuals categorized as more disposed to sign-tracking or goal-tracking behavior. To do so, eye-tracking was used during a translationally informed Pavlovian paradigm to classify humans as STs (n = 36) GTs (n = 35) or as Intermediates (n = 33), depending on their eye-gaze towards the reward-predictive cue or the reward location. Using connectivity and network-based approach, measures of resting state functional connectivity and centrality (role of a node as a hub) replicated preclinical findings, suggesting a major involvement of subcortical areas in STs, and dominant cortical involvement in GTs. Overall, the study strengthens the translational value of the ST/GT model, with important implications for the early identification of vulnerable phenotypes for psychopathological conditions such as substance use disorder.
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Affiliation(s)
- Martino Schettino
- Department of Psychology, Sapienza University of Rome, Rome, Italy
- IRCCS Istituto delle Scienze Neurologiche di Bologna, Bologna, Italy
| | - Marika Mauti
- Department of Psychology, Sapienza University of Rome, Rome, Italy
- Area of Neuroscience, SISSA, Trieste, Italy
| | | | - Ilenia Ceccarelli
- Department of Medical and Surgical Sciences, University of Bologna, Bologna, Italy
| | - Federico Giove
- Museo storico della fisica e Centro studi e Ricerche Enrico Fermi, Rome, Italy
- IRCCS Santa Lucia Foundation, Rome, Italy
| | | | - Cristina Ottaviani
- Department of Psychology, Sapienza University of Rome, Rome, Italy
- IRCCS Santa Lucia Foundation, Rome, Italy
| | | | - Cristina Orsini
- Department of Psychology, Sapienza University of Rome, Rome, Italy.
- IRCCS Santa Lucia Foundation, Rome, Italy.
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Harris BB, Sinha R, Goldfarb EV. Drawbacks to Strengthening Neural Salience Encoding: A Link Between Cortisol and Risky Drinking. J Neurosci 2024; 44:e1027242024. [PMID: 39147591 PMCID: PMC11450530 DOI: 10.1523/jneurosci.1027-24.2024] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/03/2024] [Revised: 07/29/2024] [Accepted: 08/09/2024] [Indexed: 08/17/2024] Open
Abstract
Emotionally salient experiences are encoded and remembered more strongly, an effect that can be amplified by hormones like cortisol. Such memories can in turn profoundly influence later behavior. However, little is known about the link between amplified salience encoding and subsequent behavior. This pathway may be particularly important for risky alcohol drinking, which has been linked to sensitized salience responses, memory, and cortisol. To test this possibility, we integrated pharmacology using a double-blind cross-over design with fMRI, cognitive, and motivation assays across a range of healthy male and female social drinkers. As anticipated, cortisol enhanced memory for salient alcohol-related events; critically, this bias was in turn associated with later alcohol motivation. Increased alcohol motivation was particularly pronounced in more susceptible risky drinkers, for whom cortisol enhanced brain salience responses to alcohol. These sensitized salience responses predicted both memory biases and alcohol motivation. Together, these findings reveal maladaptive consequences of enhanced salience encoding.
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Affiliation(s)
- Bailey B Harris
- Department of Psychology, UCLA, Los Angeles, California 90095
| | - Rajita Sinha
- Department of Psychiatry, Yale University, New Haven, Connecticut 06511
| | - Elizabeth V Goldfarb
- Department of Psychiatry, Yale University, New Haven, Connecticut 06511
- Department of Psychology, Yale University, New Haven, Connecticut 06520
- Wu Tsai Institute, Yale University, New Haven, Connecticut 06510
- National Center for PTSD, West Haven, Connecticut 06477
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Su H, Ye T, Cao S, Hu C. Understanding the shift to compulsion in addiction: insights from personality traits, social factors, and neurobiology. Front Psychol 2024; 15:1416222. [PMID: 39315036 PMCID: PMC11416939 DOI: 10.3389/fpsyg.2024.1416222] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2024] [Accepted: 08/26/2024] [Indexed: 09/25/2024] Open
Abstract
Compulsion stands as a central symptom of drug addiction; however, only a small fraction of individuals who use drugs exhibit compulsive characteristics. Differences observed in Sign-trackers (ST) and Goal-trackers (GT) during Pavlovian conditioning may shed light on individual variances in drug addiction. Here, we focus on the behavioral attributes, formation processes, and neural mechanisms underlying ST and how they drive addiction toward compulsivity in humans. We will explore addiction from three interconnected levels: individual personality traits, social factors, and neurobiology. Furthermore, we distinguish between the processes of sensitization and habituation within ST. These nuanced distinctions across various aspects of addiction will contribute to our understanding of the addiction development process and the formulation of targeted preventive strategies.
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Affiliation(s)
- Haodong Su
- College of Humanities, Anhui Science and Technology University, Chuzhou, China
- Psychological Education Research Department, Anhui Science and Technology University, Chuzhou, China
| | - Tongtong Ye
- College of Humanities, Anhui Science and Technology University, Chuzhou, China
- Psychological Education Research Department, Anhui Science and Technology University, Chuzhou, China
| | - Songyan Cao
- College of Humanities, Anhui Science and Technology University, Chuzhou, China
| | - Chunyan Hu
- College of Humanities, Anhui Science and Technology University, Chuzhou, China
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Watson P, Prior K, Ridley N, Monds L, Manning V, Wiers RW, Le Pelley ME. Sign-tracking to non-drug reward is related to severity of alcohol-use problems in a sample of individuals seeking treatment. Addict Behav 2024; 154:108010. [PMID: 38479081 DOI: 10.1016/j.addbeh.2024.108010] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/28/2023] [Revised: 02/28/2024] [Accepted: 03/08/2024] [Indexed: 04/14/2024]
Abstract
BACKGROUND A prominent neuroscientific theory of drug addiction is the incentive sensitization model. Individual differences in the tendency to ascribe motivational salience to cues that predict reward, and involuntary "sign-tracking" (orientation towards) such cues have been identified as potentially important in understanding vulnerability to addiction and relapse. However, to date this behaviour has not been assessed in a treatment-seeking clinical population, who typically represent those most susceptible to alcohol-related harms and episodes of relapse. This highlights a significant gap in the literature pertaining to incentive sensitization and drug dependence. METHODS Individuals accessing inpatient drug and alcohol services with alcohol as primary drug of concern were recruited to participate in a Cognitive Bias Modification (CBM) intervention. At the baseline assessment, participants completed various self-report measures (including the Alcohol Use Disorders Identification Test; AUDIT) in addition to a visual search task measuring sign-tracking to cues signalling monetary reward. At 3-month follow up, abstinence from alcohol was the primary outcome measure. All analyses and hypotheses were pre-registered. RESULTS At baseline (57 participants), AUDIT scores correlated with sign-tracking to signals of monetary reward. In a subsequent regression analysis sign-tracking, gender and self-reported alcohol craving predicted abstinence at 3-month follow up (41 participants). CONCLUSIONS Our work demonstrates that involuntary sign-tracking to cues signalling non-drug reward is associated with problematic alcohol use and return to use at 3-month follow up, in a treatment-seeking sample. Whether this automatic prioritisation of cues signalling reward is a consequence or vulnerability for problematic alcohol use remains to be investigated.
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Affiliation(s)
- Poppy Watson
- University of Technology Sydney, Australia; UNSW Sydney, Australia.
| | - Katrina Prior
- The Matilda Centre for Research in Mental Health and Substance Use, The University of Sydney, Australia
| | - Nicole Ridley
- South Eastern Sydney Local Health District Drug and Alcohol Services, Sydney, Australia
| | - Lauren Monds
- Specialty of Addiction Medicine, Faculty of Medicine and Health, University of Sydney, Australia
| | - Victoria Manning
- Monash Addiction Research Centre, Eastern Health Clinical School, Monash University, Melbourne, Australia; Turning Point, Eastern Health, Melbourne, Australia
| | - Reinout W Wiers
- Developmental Psychology, University of Amsterdam, Netherlands
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Holden JM, Barbaro A, Azure K, Arth M. Acute MK-801 increases measures of both sign-tracking and goal-tracking in male Sprague-Dawley rats. Pharmacol Biochem Behav 2024; 238:173740. [PMID: 38447709 DOI: 10.1016/j.pbb.2024.173740] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/03/2023] [Revised: 02/09/2024] [Accepted: 02/29/2024] [Indexed: 03/08/2024]
Abstract
Sign-tracking is a Pavlovian conditioned approach behavior thought to be important in understanding cue-driven relapse to drug use, and strategies for reducing sign-tracking may have some benefit in preventing relapse. A previous study successfully employed the NMDA receptor antagonist MK-801 in preventing the development of sign-tracking (but not goal-tracking) in a conditioned approach task. In this study, we focused on whether MK-801 would have similar effects on previously established sign-tracking behavior. MK-801 was administered after training in a standard sign-/goal-tracking task using a retractable lever as a conditioned stimulus and a sucrose pellet as unconditioned stimulus. It was found that MK-801 increased measures of both sign- and goal-tracking in subjects who had previously learned the task. The NMDA receptor appears to play a complex role in governing behavior related to sign-tracking.
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Affiliation(s)
| | | | - Kiya Azure
- Winona State University, United States of America.
| | - Megan Arth
- Winona State University, United States of America.
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Pickenhan L, Milton AL. Opening new vistas on obsessive-compulsive disorder with the observing response task. COGNITIVE, AFFECTIVE & BEHAVIORAL NEUROSCIENCE 2024; 24:249-265. [PMID: 38316708 PMCID: PMC11039534 DOI: 10.3758/s13415-023-01153-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Accepted: 12/30/2023] [Indexed: 02/07/2024]
Abstract
Obsessive-compulsive disorder (OCD), a highly prevalent and debilitating disorder, is incompletely understood in terms of underpinning behavioural, psychological, and neural mechanisms. This is attributable to high symptomatic heterogeneity; cardinal features comprise obsessions and compulsions, including clinical subcategories. While obsessive and intrusive thoughts are arguably unique to humans, dysfunctional behaviours analogous to those seen in clinical OCD have been examined in nonhuman animals. Genetic, ethological, pharmacological, and neurobehavioural approaches all contribute to understanding the emergence and persistence of compulsive behaviour. One behaviour of particular interest is maladaptive checking, whereby human patients excessively perform checking rituals despite these serving no purpose. Dysfunctional and excessive checking is the most common symptom associated with OCD and can be readily operationalised in rodents. This review considers animal models of OCD, the neural circuitries associated with impairments in habit-based and goal-directed behaviour, and how these may link to the compulsions observed in OCD. We further review the Observing Response Task (ORT), an appetitive instrumental learning procedure that distinguishes between functional and dysfunctional checking, with translational application in humans and rodents. By shedding light on the psychological and neural bases of compulsive-like checking, the ORT has potential to offer translational insights into the underlying mechanisms of OCD, in addition to being a platform for testing psychological and neurochemical treatment approaches.
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Affiliation(s)
- Luise Pickenhan
- Department of Psychology, University of Cambridge, Downing Site, Cambridge, CB2 3EB, UK
| | - Amy L Milton
- Department of Psychology, University of Cambridge, Downing Site, Cambridge, CB2 3EB, UK.
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Duffer K, Gillis ZS, Morrison SE. Excitatory and Inhibitory Signaling in the Nucleus Accumbens Encode Different Aspects of a Pavlovian Cue in Sign Tracking and Goal Tracking Rats. eNeuro 2023; 10:ENEURO.0196-23.2023. [PMID: 37643864 PMCID: PMC10488220 DOI: 10.1523/eneuro.0196-23.2023] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/07/2023] [Revised: 07/26/2023] [Accepted: 08/08/2023] [Indexed: 08/31/2023] Open
Abstract
When a Pavlovian cue is presented separately from its associated reward, some animals will acquire a sign tracking (ST) response - approach and/or interaction with the cue - while others will acquire a goal tracking response - approach to the site of reward. We have previously shown that cue-evoked excitations in the nucleus accumbens (NAc) encode the vigor of both behaviors; in contrast, reward-related responses diverge over the course of training, possibly reflecting neurochemical differences between sign tracker and goal tracker individuals. However, a substantial subset of neurons in the NAc exhibit inhibitory, rather than excitatory, cue-evoked responses, and the evolution of their signaling during Pavlovian conditioning remains unknown. Using single-neuron recordings in behaving rats, we show that NAc neurons with cue-evoked inhibitions have distinct coding properties from neurons with cue-evoked excitations. Cue-evoked inhibitions become more numerous over the course of training and, like excitations, may encode the vigor of sign tracking and goal tracking behavior. However, the responses of cue-inhibited neurons do not evolve differently between sign tracker and goal tracker individuals. Moreover, cue-evoked inhibitions, unlike excitations, are insensitive to extinction of the cue-reward relationship. Finally, we show that cue-evoked excitations are greatly diminished by reward devaluation, while inhibitory cue responses are virtually unaffected. Overall, these findings converge with existing evidence that cue-excited neurons in NAc, but not cue-inhibited neurons, are profoundly sensitive to the same behavior variations that are often associated with changes in dopamine release.
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Affiliation(s)
- Kyle Duffer
- Department of Neuroscience, University of Pittsburgh, Pittsburgh, PA 15260
| | - Zachary S Gillis
- Department of Neuroscience, University of Pittsburgh, Pittsburgh, PA 15260
| | - Sara E Morrison
- Department of Neuroscience, University of Pittsburgh, Pittsburgh, PA 15260
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8
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Holden JM. Effects of Three Serotonin Reuptake Inhibitors on Sign-Tracking in Male Sprague-Dawley Rats. Physiol Behav 2023; 268:114233. [PMID: 37172639 DOI: 10.1016/j.physbeh.2023.114233] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/14/2023] [Revised: 04/24/2023] [Accepted: 05/09/2023] [Indexed: 05/15/2023]
Abstract
Sign-tracking is a behavior with relevance to cue-triggered relapse addiction, a Pavlovian conditioned approach behavior directed at the conditioned stimulus. The study examined one strategy for reducing the magnetic pull of drug-associated conditioned stimuli, using selective serotonin reuptake inhibitors (SSRIs) citalopram (0, 10, and 20 mg/kg), escitalopram (0, 10, and 20 mg/kg) and fluoxetine (0, 5, and 10 mg/kg). Male Sprague-Dawley rats were first trained in a standard sign-tracking task and then acutely administered these drugs in a series of three experiments. In each study, it was found that measures of sign-tracking were reduced, although effects on goal-tracking were different between drugs. This study provides evidence that administration of serotonergic antidepressants is effective in reducing sign-tracking and may have some efficacy in preventing cue-triggered relapse.
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Holden JM. Effects of bupropion on sign- and goal-tracking in male Sprague Dawley rats. Behav Brain Res 2023; 439:114241. [PMID: 36460126 DOI: 10.1016/j.bbr.2022.114241] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/11/2022] [Revised: 11/16/2022] [Accepted: 11/27/2022] [Indexed: 11/30/2022]
Abstract
Relapse into addiction is often triggered by cues that have a Pavlovian association with drugs and drug-taking. Sign-tracking involves approach of and interaction with Pavlovian conditioned signals for appetitive events (as opposed to goal-tracking, which involves approach of the site of the appetitive events themselves) and may be important in understanding cue-driven relapse. Bupropion is an atypical antidepressant and smoking cessation aid with effects on dopamine and norepinephrine that may have some utility in reducing sign-tracking. Male Sprague-Dawley rats were trained in a task where sign- and goal-tracking were possible and then administered doses of bupropion during a test phase. Bupropion decreased measures of sign-tracking and increased goal-tracking. This suggests that bupropion might be a useful adjunct medication for many kinds of behavioral disorders in which cue-driven behavior is problematic.
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10
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Holden JM. Memantine decreases measures of sign-tracking and increases measures of goal-tracking in male Sprague Dawley rats. LEARNING AND MOTIVATION 2022. [DOI: 10.1016/j.lmot.2022.101851] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
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11
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Acute Caffeine Enhances Sign-Tracking in Male Sprague-Dawley Rats. Behav Processes 2022; 203:104782. [DOI: 10.1016/j.beproc.2022.104782] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/20/2022] [Revised: 11/11/2022] [Accepted: 11/14/2022] [Indexed: 11/18/2022]
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Webber HE, de Dios C, Wardle MC, Suchting R, Green CE, Schmitz JM, Lane SD, Versace F. Electrophysiological responses to emotional and cocaine cues reveal individual neuroaffective profiles in cocaine users. Exp Clin Psychopharmacol 2022; 30:514-524. [PMID: 33630644 PMCID: PMC8406778 DOI: 10.1037/pha0000450] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
Abstract
Smokers with stronger neuroaffective responses to drug-related cues compared to nondrug-related pleasant images (C > P) are more vulnerable to compulsive smoking than individuals with the opposite brain reactivity profile (P > C). However, it is unknown if these neurobehavioral profiles exist in individuals abusing other drugs. We tested whether individuals with cocaine use disorder (CUD) show similar neuroaffective profiles to smokers. We also monitored eye movements to assess attentional bias toward cues and we further performed exploratory analyses on demographics, personality, and drug use between profiles. Participants with CUD (n = 43) viewed pleasant, unpleasant, cocaine, and neutral images while we recorded electroencephalogram. For each picture category, we computed the amplitude of the late positive potential (LPP), an event-related potential component that reflects motivational relevance. k-means clustering classified participants based on their LPP responses. In line with what has been observed in smokers, clustering participants using LPP responses revealed the presence of two groups: one with larger LPPs to pleasant images compared to cocaine images (P > C) and one group with larger LPPs to cocaine images compared to pleasant images (C > P). Individuals with the C > P reactivity profile also had higher attentional bias toward drug cues. The two groups did not differ on demographic and drug use characteristics, however individuals with the C > P profile reported lower distress tolerance, higher anhedonia, and higher posttraumatic stress symptoms compared to the P > C group. This is the first study to report the presence of these neuroaffective profiles in individuals with CUD, indicating that this pattern may cut across addiction populations. (PsycInfo Database Record (c) 2022 APA, all rights reserved).
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Affiliation(s)
- Heather E. Webber
- Faillace Department of Psychiatry and Behavioral Sciences,
McGovern Medical School, University of Texas Health Science Center at Houston,
Houston, TX
| | - Constanza de Dios
- Faillace Department of Psychiatry and Behavioral Sciences,
McGovern Medical School, University of Texas Health Science Center at Houston,
Houston, TX
| | - Margaret C. Wardle
- Department of Psychology, University of Illinois at
Chicago, Chicago, IL
| | - Robert Suchting
- Faillace Department of Psychiatry and Behavioral Sciences,
McGovern Medical School, University of Texas Health Science Center at Houston,
Houston, TX
| | - Charles E. Green
- Department of Pediatrics, McGovern Medical School,
University of Texas Health Science Center at Houston, Houston, TX
| | - Joy M. Schmitz
- Faillace Department of Psychiatry and Behavioral Sciences,
McGovern Medical School, University of Texas Health Science Center at Houston,
Houston, TX
| | - Scott D. Lane
- Faillace Department of Psychiatry and Behavioral Sciences,
McGovern Medical School, University of Texas Health Science Center at Houston,
Houston, TX
| | - Francesco Versace
- Department of Behavioral Science, The University of Texas
MD Anderson Cancer Center, Houston, TX
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Michael Holden J, Salem A. Dextromethorphan Reduces Sign-Tracking but Not Goal-Tracking in Male Sprague-Dawley Rats. Neurobiol Learn Mem 2022; 192:107635. [PMID: 35595027 DOI: 10.1016/j.nlm.2022.107635] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/06/2022] [Revised: 05/11/2022] [Accepted: 05/13/2022] [Indexed: 11/26/2022]
Abstract
Sign-tracking is a well-known phenomenon in appetitive Pavlovian conditioning in which subjects approach the site of a conditioned stimulus (CS) associated with an appetitive unconditioned stimulus (US) even when the two are located separately. Control of sign-tracking may be important in rehabilitation from drug dependence to help ward off relapse. Recent studies have found success in using ketamine to reduce sign-tracking. In this study, we employed a similar but unscheduled drug, dextromethorphan (DXM), which affects many of the same molecular targets as ketamine, in an attempt to reduce sign-tracking in a standard paradigm. DXM was found to reduce sign-tracking at the doses examined in this study, while goal-tracking (approaching the site of the US rather than CS) was relatively unaffected. DXM offers advantages over ketamine in terms of use with patients and may have some utility in rehabilitation.
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Genetic characterization of outbred Sprague Dawley rats and utility for genome-wide association studies. PLoS Genet 2022; 18:e1010234. [PMID: 35639796 PMCID: PMC9187121 DOI: 10.1371/journal.pgen.1010234] [Citation(s) in RCA: 21] [Impact Index Per Article: 10.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/16/2021] [Revised: 06/10/2022] [Accepted: 05/03/2022] [Indexed: 12/30/2022] Open
Abstract
Sprague Dawley (SD) rats are among the most widely used outbred laboratory rat populations. Despite this, the genetic characteristics of SD rats have not been clearly described, and SD rats are rarely used for experiments aimed at exploring genotype-phenotype relationships. In order to use SD rats to perform a genome-wide association study (GWAS), we collected behavioral data from 4,625 SD rats that were predominantly obtained from two commercial vendors, Charles River Laboratories and Harlan Sprague Dawley Inc. Using double-digest genotyping-by-sequencing (ddGBS), we obtained dense, high-quality genotypes at 291,438 SNPs across 4,061 rats. This genetic data allowed us to characterize the variation present in Charles River vs. Harlan SD rats. We found that the two populations are highly diverged (FST > 0.4). Furthermore, even for rats obtained from the same vendor, there was strong population structure across breeding facilities and even between rooms at the same facility. We performed multiple separate GWAS by fitting a linear mixed model that accounted for population structure and using meta-analysis to jointly analyze all cohorts. Our study examined Pavlovian conditioned approach (PavCA) behavior, which assesses the propensity for rats to attribute incentive salience to reward-associated cues. We identified 46 significant associations for the various metrics used to define PavCA. The surprising degree of population structure among SD rats from different sources has important implications for their use in both genetic and non-genetic studies. Outbred Sprague Dawley rats are among the most commonly used rats for neuroscience, physiology and pharmacological research; in the year 2020, 4,188 publications contained the keyword “Sprague Dawley”. Rats identified as “Sprague Dawley” are sold by several commercial vendors, including Charles River Laboratories and Harlan Sprague Dawley Inc. (now Envigo). Despite their widespread use, little is known about the genetic diversity of SD. We genotyped more than 4,000 SD rats, which we used for a genome-wide association study (GWAS) and to characterize genetic differences between SD rats from Charles River Laboratories and Harlan. Our analysis revealed extensive population structure both between and within vendors. The GWAS for Pavlovian conditioned approach (PavCA) identified a number of genome-wide significant loci for that complex behavioral trait. Our results demonstrate that, despite sharing an identical name, SD rats that are obtained from different vendors are very different. Future studies should carefully define the exact source of SD rats being used and may exploit their genetic diversity for genetic studies of complex traits.
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Pribut HJ, Sciarillo XA, Roesch MR. Insula lesions reduce stimulus-driven control of behavior during odor-guided decision-making and autoshaping. Brain Res 2022; 1785:147885. [DOI: 10.1016/j.brainres.2022.147885] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2022] [Revised: 03/14/2022] [Accepted: 03/15/2022] [Indexed: 11/02/2022]
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From skinner box to daily life: Sign-tracker phenotype co-segregates with impulsivity, compulsivity, and addiction tendencies in humans. COGNITIVE, AFFECTIVE & BEHAVIORAL NEUROSCIENCE 2022; 22:1358-1369. [PMID: 35672650 PMCID: PMC9622514 DOI: 10.3758/s13415-022-01014-y] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Accepted: 05/16/2022] [Indexed: 01/27/2023]
Abstract
Pavlovian conditioning holds the potential to incentivize environmental cues, leading to approach behavior toward them, even outside our awareness. Animal models suggest that this is particularly true for the so-called sign-tracker (ST) phenotype, which is considered to reflect a predisposition toward developing addiction-related behaviours. Despite its potential clinical relevance, few studies have demonstrated the translational validity of this model, likely due to difficulties in studying Pavlovian processes in humans. To fill this gap, we combined an ecological momentary assessment with ambulatory peripheral autonomic monitoring to test the hypothesis that traits associated with ST in preclinical studies would be associated with attribution of high incentive salience to reward-related cues. Several times for 2 days, participants were asked to rate the attractiveness of several preselected ecological rewards (e.g., coffee) and the preceding cues (the smell of coffee) while their electrocardiogram was recorded. While no absolute difference in subjective and physiological measures of motivational approach to daily cues compared with rewards emerged, individuals with high levels of impulsivity, obsessive-compulsive, and addiction-prone behaviors rated as more attractive and showed a greater increase in sympathetic arousal to cues versus rewards. The opposite pattern emerged for those with low levels in those dispositional traits, who responded more (both subjectively and physiologically) to rewards compared with their preceding cues. This study represents an attempt to answer the call to parcel complex behaviors into smaller constructs, improving the early detection of those who are vulnerable to develop psychopathological disorders, particularly in the domain of impulse control such as addiction.
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Making sense of strengths and weaknesses observed in adolescent lab rodents. Curr Opin Psychol 2022; 45:101297. [DOI: 10.1016/j.copsyc.2021.12.009] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/24/2021] [Revised: 12/16/2021] [Accepted: 12/28/2021] [Indexed: 11/19/2022]
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Ruffolo J, Frie JA, Thorpe HHA, Talhat MA, Khokhar JY. Alcohol and Vaporized Nicotine Co-Exposure During Adolescence Contribute Differentially to Sex-Specific Behavioral Effects in Adulthood. Nicotine Tob Res 2021; 24:1177-1185. [PMID: 34865152 DOI: 10.1093/ntr/ntab250] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/21/2021] [Revised: 09/25/2021] [Accepted: 11/30/2021] [Indexed: 12/26/2022]
Abstract
INTRODUCTION Co-occurrence of e-cigarette use and alcohol consumption during adolescence is frequent. Here, we examined whether adolescent co-exposure to alcohol drinking and vaporized nicotine would impact reward- and cognition-related behaviors in adult male and female rats during adulthood. METHODS Four groups of male and female Sprague Dawley rats (n=8-11/group/sex) received either nicotine (JUUL 5% nicotine pods) or vehicle vapor for 10 minutes daily between postnatal days 30-46, while having continuous voluntary access to ethanol and water during this time in a two-bottle preference design. Upon reaching adulthood, all rats underwent behavioral testing (i.e., Pavlovian conditioned approach testing, fear conditioning and a two-bottle alcohol preference). RESULTS A sex-dependent effect, not related to adolescent nicotine or alcohol exposure, on alcohol drinking in adulthood was found, such that females had a higher intake and preference for alcohol compared to males; both male and female adult rats also had greater alcohol preference compared to their alcohol preference as adolescents. Male rats exposed to vaporized nicotine with or without alcohol drinking during adolescence exhibited altered reward-related learning in adulthood, evidenced by enhanced levels of sign-tracking behavior. Male rats that drank alcohol with or without nicotine vapor in adolescence showed deficits in associative fear learning and memory as adults. In contrast, these effects were not seen in female rats exposed to alcohol and nicotine vapor during adolescence. CONCLUSIONS The present study provides evidence that co-exposure to alcohol and vaporized nicotine during adolescence in male, but not female, rats produces long-term changes in reward- and cognition-related behaviors. IMPLICATIONS These findings enhance our understanding of the effects of alcohol drinking and nicotine vapor exposure in adolescence. Moreover, they highlight potential sex differences that exist in the response to alcohol and nicotine vapor, underscoring the need for follow-up studies elucidating the neurobiological mechanisms that drive these sex differences, as well as the long-term effects of alcohol and nicotine vapor use.
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Affiliation(s)
- Jessica Ruffolo
- Department of Biomedical Sciences, University of Guelph, Guelph, ON, Canada.,Collaborative Neurosciences Graduate Program, University of Guelph, Guelph, ON, Canada
| | - Jude A Frie
- Department of Biomedical Sciences, University of Guelph, Guelph, ON, Canada.,Collaborative Neurosciences Graduate Program, University of Guelph, Guelph, ON, Canada
| | - Hayley H A Thorpe
- Department of Biomedical Sciences, University of Guelph, Guelph, ON, Canada.,Collaborative Neurosciences Graduate Program, University of Guelph, Guelph, ON, Canada
| | | | - Jibran Y Khokhar
- Department of Biomedical Sciences, University of Guelph, Guelph, ON, Canada.,Collaborative Neurosciences Graduate Program, University of Guelph, Guelph, ON, Canada
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Clueless about cues: the impact of reward-paired cues on decision making under uncertainty. Curr Opin Behav Sci 2021. [DOI: 10.1016/j.cobeha.2021.07.001] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023]
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20
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Sign tracking predicts suboptimal behavior in a rodent gambling task. Psychopharmacology (Berl) 2021; 238:2645-2660. [PMID: 34191111 PMCID: PMC8500220 DOI: 10.1007/s00213-021-05887-8] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/23/2020] [Accepted: 05/27/2021] [Indexed: 10/21/2022]
Abstract
RATIONALE Reward-associated cues can promote maladaptive behavior, including risky decision-making in a gambling setting. A propensity for sign tracking over goal tracking-i.e., interaction with a reward-predictive cue rather than the site of reward-demonstrates an individual's tendency to transfer motivational value to a cue. However, the relationship of sign tracking to risky decision-making remains unclear. OBJECTIVES To determine whether sign tracking predicts risky choice, we used a Pavlovian conditioned approach task to evaluate the tendency of male rats to sign track to a lever cue and then trained rats on a rodent gambling task (rGT) with win-associated cues. We also tested the effects of D-amphetamine, quinpirole (a D2/D3 receptor agonist), and PD128907 (a D3 receptor agonist) on gambling behavior in sign tracker and goal tracker individuals. RESULTS Increased sign tracking relative to goal tracking was associated with suboptimal performance on the rGT, including decreased selection of the optimal choice, increased selection of a high-risk/high-reward option, and increased impulsive premature choices. Amphetamine increased choices of a low-risk/low-reward option at the expense of optimal and high-risk choices, whereas quinpirole and PD128907 had little effect on choice allocation, but reduced impulsivity. Drug effects were similar across sign tracker and goal tracker individuals. CONCLUSIONS Cue reactivity, as measured by sign tracking, is predictive and may be an important driver of risky and impulsive choices in a gambling setting laden with salient audiovisual cues. Evaluating an individual's sign tracking behavior may be an avenue to predict vulnerability to pathological gambling and the efficacy of treatments.
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21
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Maiolati M, Tarmati V, Latagliata C, Cabib S, Orsini C. Opposite genotype-specific effects of serotoninergic treatments on Pavlovian Conditioned Approach in mice of two inbred strains C57 BL/6J and DBA/2J. Behav Pharmacol 2021; 32:392-403. [PMID: 33709985 DOI: 10.1097/fbp.0000000000000629] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/25/2023]
Abstract
Individual variability in the response to pharmacological therapies is a major problem in the treatment of psychiatric disorders. Comparative studies of phenotypes expressed by mice of the C57BL/6J (C57) and DBA/2J (DBA) inbred strains can help identify neurobiological determinants of this variability at preclinical levels. We have recently demonstrated that whereas young adult mice of both strains develop sign-tracking in a Pavlovian Conditioned Approach (PCA), a trait associated with dysfunctional behavior in rat models, in full adult C57 mice acquisition of this phenotype is inhibited by pre-frontal cortical (PFC) serotonin (5HT) transmission. These findings suggest a different role of 5HT transmission on sign-tracking development in mice of the two genotypes. In the present experiments, we tested the effects of the 5-HT synthesis booster 5-hydroxytryptophan (5-HTP) and of the selective 5HT reuptake inhibitor (SSRI) fluoxetine on the development and expression of sign-tracking in young adult mice from both inbred strains. In mice of the C57 strain, administration of 5-HTP before each training session blocked the training-induced shift to positive PCA scores which indicates the development of sign-tracking, whereas the same treatment was ineffective in mice of DBA strain. On the other hand, a single administration of fluoxetine was ineffective in unhandled saline- and 5-HTP-treated C57 mice, whereas it enhanced the expression of positive PCA scores by mice of DBA strain treated with 5-HTP during training. These findings confirm the strain-specific inhibitory role of PFC 5-HT transmission on sign-tracking development by mice of the C57 strain and support the hypothesis that different genotype-specific neurobiological substrates of dysfunctional phenotypes contribute to variable effects of pharmacotherapies.
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Affiliation(s)
- Marzia Maiolati
- PhD Program in Behavioral Neuroscience, Department of Psychology, University of Rome "Sapienza"
| | - Valeria Tarmati
- PhD Program in Behavioral Neuroscience, Department of Psychology, University of Rome "Sapienza"
| | | | - Simona Cabib
- IRCSS Fondazione Santa Lucia, Department of Experimental Neurosciences
- Department of Psychology, University of Rome "Sapienza", Rome, Italy
| | - Cristina Orsini
- IRCSS Fondazione Santa Lucia, Department of Experimental Neurosciences
- Department of Psychology, University of Rome "Sapienza", Rome, Italy
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22
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Warlow SM, Berridge KC. Incentive motivation: 'wanting' roles of central amygdala circuitry. Behav Brain Res 2021; 411:113376. [PMID: 34023307 DOI: 10.1016/j.bbr.2021.113376] [Citation(s) in RCA: 29] [Impact Index Per Article: 9.7] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/03/2021] [Revised: 05/16/2021] [Accepted: 05/18/2021] [Indexed: 12/28/2022]
Abstract
The central nucleus of amygdala (CeA) mediates positively-valenced reward motivation as well as negatively-valenced fear. Optogenetic or neurochemical stimulation of CeA circuitry can generate intense incentive motivation to pursue and consume a paired natural food, sex, or addictive drug reward, and even create maladaptive 'wanting what hurts' such as attraction to a shock rod. Evidence indicates CeA stimulations selectively amplify incentive motivation ('wanting') but not hedonic impact ('liking') of the same reward. Further, valence flips can occur for CeA contributions to motivational salience. That is, CeA stimulation can promote either incentive motivation or fearful motivation, even in the same individual, depending on situation. These findings may carry implications for understanding CeA roles in neuropsychiatric disorders involving aberrant motivational salience, ranging from addiction to paranoia and anxiety disorders.
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Affiliation(s)
- Shelley M Warlow
- Department of Neurosciences, University of California San Diego, La Jolla, CA, USA.
| | - Kent C Berridge
- Department of Psychology, University of Michigan, Ann Arbor, MI, USA
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Abstract
Abstract
Purpose of Review
Current theories of alcohol use disorders (AUD) highlight the importance of Pavlovian and instrumental learning processes mainly based on preclinical animal studies. Here, we summarize available evidence for alterations of those processes in human participants with AUD with a focus on habitual versus goal-directed instrumental learning, Pavlovian conditioning, and Pavlovian-to-instrumental transfer (PIT) paradigms.
Recent Findings
The balance between habitual and goal-directed control in AUD participants has been studied using outcome devaluation or sequential decision-making procedures, which have found some evidence of reduced goal-directed/model-based control, but little evidence for stronger habitual responding. The employed Pavlovian learning and PIT paradigms have shown considerable differences regarding experimental procedures, e.g., alcohol-related or conventional reinforcers or stimuli.
Summary
While studies of basic learning processes in human participants with AUD support a role of Pavlovian and instrumental learning mechanisms in the development and maintenance of drug addiction, current studies are characterized by large variability regarding methodology, sample characteristics, and results, and translation from animal paradigms to human research remains challenging. Longitudinal approaches with reliable and ecologically valid paradigms of Pavlovian and instrumental processes, including alcohol-related cues and outcomes, are warranted and should be combined with state-of-the-art imaging techniques, computational approaches, and ecological momentary assessment methods.
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The synthetically produced predator odor 2,5-dihydro-2,4,5-trimethylthiazoline increases alcohol self-administration and alters basolateral amygdala response to alcohol in rats. Psychopharmacology (Berl) 2021; 238:67-82. [PMID: 32978649 PMCID: PMC7796942 DOI: 10.1007/s00213-020-05659-w] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/15/2020] [Accepted: 09/07/2020] [Indexed: 12/27/2022]
Abstract
Post-traumatic stress disorder (PTSD) is a psychiatric illness that can increase the risk for developing an alcohol use disorder (AUD). While clinical data has been useful in identifying similarities in the neurobiological bases of these disorders, preclinical models are essential for understanding the mechanism(s) by which stressors increase the risk for escalated alcohol consumption. The purpose of these studies was to examine if exposure of male Long-Evans rats to the synthetically derived predator odor 2,5-dihydro-2,4,5-trimethylthiazoline (TMT; a component of fox feces) would increase sweetened alcohol self-administration, potentially by facilitating transfer of salience towards cues, and alter neuronal response to alcohol as measured by the immediate early gene c-Fos. In experiment 1, rats exposed to repeated (4×) TMT showed reductions in port entries in Pavlovian conditioned approach and increases in sweetened alcohol self-administration. In experiment 2, rats exposed to repeated TMT showed blunted basolateral amygdala c-Fos response to alcohol. In experiment 3, rats exposed to single, but not repeated TMT, showed increases in sweetened alcohol self-administration, and no change in anxiety-like behavior or hyperarousal. In experiment 4, rats continued to show a significant corticosterone response to TMT after repeated exposures. In summary, exposure of male rats to TMT can cause escalations in sweetened alcohol self-administration and reduction in BLA response to alcohol. These studies outline and utilize a novel preclinical model that can be used to further neurobiological understanding of the emergence of escalated alcohol consumption following stress exposure.
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25
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Kochli DE, Keefer SE, Gyawali U, Calu DJ. Basolateral Amygdala to Nucleus Accumbens Communication Differentially Mediates Devaluation Sensitivity of Sign- and Goal-Tracking Rats. Front Behav Neurosci 2020; 14:593645. [PMID: 33324182 PMCID: PMC7723965 DOI: 10.3389/fnbeh.2020.593645] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/11/2020] [Accepted: 11/05/2020] [Indexed: 12/02/2022] Open
Abstract
Rats rely on communication between the basolateral amygdala (BLA) and nucleus accumbens (NAc) to express lever directed approach in a Pavlovian lever autoshaping (PLA) task that distinguishes sign- and goal-tracking rats. During PLA, sign-tracking rats preferentially approach an insertable lever cue, while goal-tracking rats approach a foodcup where rewards are delivered. While sign-tracking rats inflexibly respond to cues even after the associated reward is devalued, goal-tracking rats flexibly reduce responding to cues during outcome devaluation. Here, we sought to determine whether BLA-NAc communication, which is necessary for sign, but not goal-tracking, drives a rigid appetitive approach of sign-tracking rats that are insensitive to manipulations of outcome value. Using a contralateral chemogenetic inactivation design, we injected contralateral BLA and NAc core with inhibitory DREADD (hm4Di-mCherry) or control (mCherry) constructs. To determine sign- and goal-tracking groups, we trained rats in five PLA sessions in which brief lever insertion predicts food pellet delivery. We sated rats on training pellets (devalued condition) or chow (valued condition) before systemic clozapine injections (0.1 mg/kg) to inactivate BLA and contralateral NAc during two outcome devaluation probe tests, in which we measured lever and foodcup approach. Contralateral BLA-NAc chemogenetic inactivation promoted a flexible lever approach in sign-tracking rats but disrupted the flexible foodcup approach in goal-tracking rats. Consistent with a prior BLA-NAc disconnection lesion study, we find contralateral chemogenetic inactivation of BLA and NAc core reduces lever, but not the foodcup approach in PLA. Together these findings suggest rigid appetitive associative encoding in BLA-NAc of sign-tracking rats hinders the expression of flexible behavior when outcome value changes.
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Affiliation(s)
- Daniel E. Kochli
- Department of Anatomy and Neurobiology, University of Maryland School of Medicine, Baltimore, MD, United States
| | - Sara E. Keefer
- Department of Anatomy and Neurobiology, University of Maryland School of Medicine, Baltimore, MD, United States
| | - Utsav Gyawali
- Department of Anatomy and Neurobiology, University of Maryland School of Medicine, Baltimore, MD, United States
- Program in Neuroscience, University of Maryland School of Medicine, Baltimore, MD, United States
| | - Donna J. Calu
- Department of Anatomy and Neurobiology, University of Maryland School of Medicine, Baltimore, MD, United States
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26
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Modrak CG, Giesler LP, Vonder Haar C. Traumatic brain injury substantially reduces the conditioned reinforcing effects of environmental cues in rats. Brain Res 2020; 1748:147084. [PMID: 32871136 DOI: 10.1016/j.brainres.2020.147084] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/18/2020] [Revised: 08/21/2020] [Accepted: 08/24/2020] [Indexed: 12/22/2022]
Abstract
Traumatic brain injury affects millions of people each year and is an established risk factor for addiction. Recent animal studies have causally demonstrated that injuries can increase drug self-administration across a variety of substances. One potential behavioral mediator for this finding is an increased responsivity to drug-associated cues. This endophenotype can be identified by profiling non-drug-related behaviors. The current study evaluated several paradigms (conditioned approach, conditioned reinforcement, extinction from variable interval responding, conditioned facilitation) to determine how rats with a frontal TBI differed in their response to Pavlovian conditioning in response to food-paired cues. Surprisingly, rats with a TBI demonstrated increased goal-tracking in a conditioned approach paradigm and exerted less effort for a conditioned reinforcer. Moreover, they had slightly facilitated extinction (as demonstrated by significantly larger interresponse times) in the face of reinforcer-associated cues. Despite these effects, TBI rats still demonstrated conditioned facilitation to an auditory stimulus. Together, these effects suggest a phenotype in the opposite direction of what might be anticipated. Cues still served a strong discriminative function and altered behavior; however, they did not function as strong conditioned reinforcers for TBI animals. One potential reason for this is that substantial changes to the dopamine system after TBI may reduce the conditioned reinforcing effects of cues, but sensitize the brain to potent drugs of abuse. More research will be needed to determine whether this is the case.
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Affiliation(s)
- Cassandra G Modrak
- Injury and Recovery Laboratory, Department of Psychology, West Virginia University, Morgantown, WV, USA
| | - Lauren P Giesler
- Injury and Recovery Laboratory, Department of Psychology, West Virginia University, Morgantown, WV, USA
| | - Cole Vonder Haar
- Injury and Recovery Laboratory, Department of Psychology, West Virginia University, Morgantown, WV, USA; Department of Neuroscience, West Virginia University, Morgantown, WV, USA.
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27
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Huskinson SL. Unpredictability as a modulator of drug self-administration: Relevance for substance-use disorders. Behav Processes 2020; 178:104156. [PMID: 32526314 DOI: 10.1016/j.beproc.2020.104156] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2020] [Revised: 05/14/2020] [Accepted: 05/29/2020] [Indexed: 01/05/2023]
Abstract
Drug self-administration has been regarded as a gold-standard preclinical model of addiction and substance-use disorder (SUD). However, investigators are becoming increasingly aware, that certain aspects of addiction or SUDs experienced by humans are not accurately captured in our preclinical self-administration models. The current review will focus on two such aspects of current preclinical drug self-administration models: 1) Predictable vs. unpredictable drug access in terms of the time and effort put into obtaining drugs (i.e., response requirement) and drug quality (i.e., amount) and 2) rich vs. lean access to drugs. Some behavioral and neurobiological mechanisms that could contribute to excessive allocation of behavior toward drug-seeking and drug-taking at the expense of engaging in nondrug-related activities are discussed, and some directions for future research are identified. Based on the experiments reviewed, lean and unpredictable drug access could worsen drug-seeking and drug-taking behavior in individuals with SUDs. Once more fully explored, this area of research will help determine whether and how unpredictable and lean cost requirements affect drug self-administration in preclinical laboratory studies with nonhuman subjects and will help determine whether incorporating these conditions in current self-administration models will increase their predictive validity.
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Affiliation(s)
- Sally L Huskinson
- Division of Neurobiology and Behavior Research, Department of Psychiatry and Human Behavior, University of Mississippi Medical Center, 2500N. State Street, Jackson, MS, 39216, United States.
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28
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Warlow SM, Naffziger EE, Berridge KC. The central amygdala recruits mesocorticolimbic circuitry for pursuit of reward or pain. Nat Commun 2020; 11:2716. [PMID: 32483118 PMCID: PMC7264246 DOI: 10.1038/s41467-020-16407-1] [Citation(s) in RCA: 42] [Impact Index Per Article: 10.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2019] [Accepted: 05/01/2020] [Indexed: 02/06/2023] Open
Abstract
How do brain mechanisms create maladaptive attractions? Here intense maladaptive attractions are created in laboratory rats by pairing optogenetic channelrhodopsin (ChR2) stimulation of central nucleus of amygdala (CeA) in rats with encountering either sucrose, cocaine, or a painful shock-delivering object. We find that pairings make the respective rats pursue either sucrose exclusively, or cocaine exclusively, or repeatedly self-inflict shocks. CeA-induced maladaptive attractions, even to the painful shock-rod, recruit mesocorticolimbic incentive-related circuitry. Shock-associated cues also gain positive incentive value and are pursued. Yet the motivational effects of paired CeA stimulation can be reversed to negative valence in a Pavlovian fear learning situation, where CeA ChR2 pairing increases defensive reactions. Finally, CeA ChR2 valence can be switched to neutral by pairing with innocuous stimuli. These results reveal valence plasticity and multiple modes for motivation via mesocorticolimbic circuitry under the control of CeA activation.
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Affiliation(s)
- Shelley M Warlow
- Department of Psychology, University of Michigan, 530 Church St., Ann Arbor, MI, 48109, USA.
- Department of Neurosciences, University of California San Diego, La Jolla, CA, 92093, USA.
| | - Erin E Naffziger
- Department of Psychology, University of Michigan, 530 Church St., Ann Arbor, MI, 48109, USA
| | - Kent C Berridge
- Department of Psychology, University of Michigan, 530 Church St., Ann Arbor, MI, 48109, USA
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29
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Kypriotakis G, Cinciripini PM, Versace F. Modeling neuroaffective biomarkers of drug addiction: A Bayesian nonparametric approach using dirichlet process mixtures. J Neurosci Methods 2020; 341:108753. [PMID: 32428623 DOI: 10.1016/j.jneumeth.2020.108753] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/16/2019] [Revised: 02/25/2020] [Accepted: 04/26/2020] [Indexed: 02/07/2023]
Abstract
BACKGROUND The properties of neurophysiological processes related to addiction have received much attention in the literature. However, empirical evidence of meaningful and useful characterization of these processes is limited. Recent studies have found that electrophysiological responses to emotional and drug-related cues can be used to create profiles that reliably predict smoking relapse. NEW METHOD This paper evaluates the validity of classifying electrophysiological responses into distinct profiles using a Bayesian dirichlet process mixture (DPM) model. The DPM is a Bayesian nonparametric (BNP) method to modeling unknown number of profiles characterized by uncertainty in cluster membership and in cluster number. RESULTS The DPM model confirmed previously identified neuroaffective reactivity profiles, but also revealed a finer level of granularity in the clustering. Specifically, in addition to the two clusters previously identified in the literature, the BNP methods identified a cluster of individuals showing similar responses to smoking, pleasant, neutral and unpleasant cues. COMPARISON WITH EXISTING METHODS BNP models provide an alternative to the k-mean clustering approach to modeling EEG-based neuroaffective profiles. Unlike k-means clustering, BNP models compute the probability that a subject belongs to a cluster while taking into consideration uncertainty in the number of clusters. CONCLUSIONS Our results confirm the reliability of the two clusters previously identified in these data, but also provide new insights by revealing a cluster that presented similar responses to stimuli with different contents. This finding may be related to the uncertainty in classification or overlapping brain-reactivity profiles.
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Affiliation(s)
- George Kypriotakis
- Department of Behavioral Science, The University of Texas MD Anderson Cancer Center, Houston, TX, United States.
| | - Paul M Cinciripini
- Department of Behavioral Science, The University of Texas MD Anderson Cancer Center, Houston, TX, United States
| | - Francesco Versace
- Department of Behavioral Science, The University of Texas MD Anderson Cancer Center, Houston, TX, United States
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30
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Peterson VL, Richards JB, Meyer PJ, Cabrera-Rubio R, Tripi JA, King CP, Polesskaya O, Baud A, Chitre AS, Bastiaanssen TFS, Woods LS, Crispie F, Dinan TG, Cotter PD, Palmer AA, Cryan JF. Sex-dependent associations between addiction-related behaviors and the microbiome in outbred rats. EBioMedicine 2020; 55:102769. [PMID: 32403084 PMCID: PMC7218262 DOI: 10.1016/j.ebiom.2020.102769] [Citation(s) in RCA: 32] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/11/2018] [Revised: 04/06/2020] [Accepted: 04/14/2020] [Indexed: 12/11/2022] Open
Abstract
BACKGROUND Multiple factors contribute to the etiology of addiction, including genetics, sex, and a number of addiction-related behavioral traits. One behavioral trait where individuals assign incentive salience to food stimuli ("sign-trackers", ST) are more impulsive compared to those that do not ("goal-trackers", GT), as well as more sensitive to drugs and drug stimuli. Furthermore, this GT/ST phenotype predicts differences in other behavioral measures. Recent studies have implicated the gut microbiota as a key regulator of brain and behavior, and have shown that many microbiota-associated changes occur in a sex-dependent manner. However, few studies have examined how the microbiome might influence addiction-related behaviors. To this end, we sought to determine if gut microbiome composition was correlated with addiction-related behaviors determined by the GT/ST phenotype. METHODS Outbred male (N=101) and female (N=101) heterogeneous stock rats underwent a series of behavioral tests measuring impulsivity, attention, reward-learning, incentive salience, and locomotor response. Cecal microbiome composition was estimated using 16S rRNA gene amplicon sequencing. Behavior and microbiome were characterized and correlated with behavioral phenotypes. Robust sex differences were observed in both behavior and microbiome; further analyses were conducted within sex using the pre-established goal/sign-tracking (GT/ST) phenotype and partial least squares differential analysis (PLS-DA) clustered behavioral phenotype. RESULTS Overall microbiome composition was not associated to the GT/ST phenotype. However, microbial alpha diversity was significantly decreased in female STs. On the other hand, a measure of impulsivity had many significant correlations to microbiome in both males and females. Several measures of impulsivity were correlated with the genus Barnesiella in females. Female STs had notable correlations between microbiome and attentional deficient. In both males and females, many measures were correlated with the bacterial families Ruminocococcaceae and Lachnospiraceae. CONCLUSIONS These data demonstrate correlations between several addiction-related behaviors and the microbiome specific to sex.
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Affiliation(s)
- Veronica L Peterson
- APC Microbiome Ireland, University College Cork, Cork, Ireland; Department of Anatomy and Neuroscience, University College Cork, Room 2.33, 2nd Floor, Western Gateway Building, Cork, Ireland
| | - Jerry B Richards
- Department of Pharmacology and Toxicology, University at Buffalo, Buffalo, NY, USA
| | - Paul J Meyer
- Department of Psychology, University at Buffalo, Buffalo, NY, USA
| | - Raul Cabrera-Rubio
- APC Microbiome Ireland, University College Cork, Cork, Ireland; Teagasc Food Research Centre, Moorepark, Fermoy, Cork, Ireland
| | - Jordan A Tripi
- Department of Psychology, University at Buffalo, Buffalo, NY, USA
| | | | - Oksana Polesskaya
- Department of Psychiatry, University of California San Diego, CA, USA
| | - Amelie Baud
- Department of Psychiatry, University of California San Diego, CA, USA
| | - Apurva S Chitre
- Department of Psychiatry, University of California San Diego, CA, USA
| | - Thomaz F S Bastiaanssen
- APC Microbiome Ireland, University College Cork, Cork, Ireland; Department of Anatomy and Neuroscience, University College Cork, Room 2.33, 2nd Floor, Western Gateway Building, Cork, Ireland
| | | | - Fiona Crispie
- APC Microbiome Ireland, University College Cork, Cork, Ireland; Teagasc Food Research Centre, Moorepark, Fermoy, Cork, Ireland
| | - Timothy G Dinan
- APC Microbiome Ireland, University College Cork, Cork, Ireland; Department of Psychiatry and Neurobehavioural Science, University College Cork, Cork, Ireland
| | - Paul D Cotter
- APC Microbiome Ireland, University College Cork, Cork, Ireland; Teagasc Food Research Centre, Moorepark, Fermoy, Cork, Ireland
| | - Abraham A Palmer
- Department of Psychiatry, University of California San Diego, CA, USA; Institute for Genomic Medicine, University of California San Diego, CA, USA; Center for Microbiome Innovation, University of California San Diego, CA, USA
| | - John F Cryan
- APC Microbiome Ireland, University College Cork, Cork, Ireland; Department of Anatomy and Neuroscience, University College Cork, Room 2.33, 2nd Floor, Western Gateway Building, Cork, Ireland.
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31
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From sign-tracking to attentional bias: Implications for gambling and substance use disorders. Prog Neuropsychopharmacol Biol Psychiatry 2020; 99:109861. [PMID: 31931091 DOI: 10.1016/j.pnpbp.2020.109861] [Citation(s) in RCA: 17] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/12/2019] [Revised: 01/07/2020] [Accepted: 01/08/2020] [Indexed: 01/11/2023]
Abstract
Sign-tracking behavior in Pavlovian autoshaping is known to be a relevant index of the incentive salience attributed to reward-related cues. Evidence has accumulated to suggest that animals that exhibit a sign-tracker phenotype are especially vulnerable to addiction and relapse due to their proneness to attribute incentive salience to drug cues, and their relatively weak cognitive and attentional control over their behavior. Interestingly, sign-tracking is also influenced by reward uncertainty in a way that may promote gambling disorder. Research indicates that reward uncertainty sensitizes sign-tracking responses and favors the development of a sign-tracker phenotype, compatible with the conditioned attractiveness of lights and sounds in casinos for problem gamblers. The study of attentional biases in humans (an effect akin to sign-tracking in animals) leads to similar observations, notably that the propensity to develop attraction for conditioned stimuli (CSs) is predictive of addictive behavior. Here we review the literature on drug addiction and gambling disorder, highlighting the similarities between studies of sign-tracking and attentional biases.
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Colaizzi JM, Flagel SB, Joyner MA, Gearhardt AN, Stewart JL, Paulus MP. Mapping sign-tracking and goal-tracking onto human behaviors. Neurosci Biobehav Rev 2020; 111:84-94. [PMID: 31972203 PMCID: PMC8087151 DOI: 10.1016/j.neubiorev.2020.01.018] [Citation(s) in RCA: 54] [Impact Index Per Article: 13.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2019] [Revised: 01/16/2020] [Accepted: 01/18/2020] [Indexed: 12/17/2022]
Abstract
As evidenced through classic Pavlovian learning mechanisms, environmental cues can become incentivized and influence behavior. These stimulus-outcome associations are relevant in everyday life but may be particularly important for the development of impulse control disorders including addiction. Rodent studies have elucidated specific learning profiles termed 'sign-tracking' and 'goal-tracking' which map onto individual differences in impulsivity and other behaviors associated with impulse control disorders' etiology, course, and relapse. Whereas goal-trackers are biased toward the outcome, sign-trackers fixate on features that are associated with but not necessary for achieving an outcome; a pattern of behavior that often leads to escalation of reward-seeking that can be maladaptive. The vast majority of the sign- and goal-tracking research has been conducted using rodent models and very few have bridged this concept into the domain of human behavior. In this review, we discuss the attributes of sign- and goal-tracking profiles, how these are manifested neurobiologically, and how these distinct learning styles could be an important tool for clinical interventions in human addiction.
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Affiliation(s)
- Janna M Colaizzi
- Laureate Institute for Brain Research, 6655 S Yale Ave, Tulsa, OK, USA.
| | - Shelly B Flagel
- University of Michigan Molecular and Behavioral Neuroscience Institute, 205 Zina Pitcher Pl, Ann Arbor, MI, 48109, USA
| | - Michelle A Joyner
- University of Michigan, Department of Psychology, 530 Church St, Ann Arbor, MI, 48109, USA
| | - Ashley N Gearhardt
- University of Michigan, Department of Psychology, 530 Church St, Ann Arbor, MI, 48109, USA
| | | | - Martin P Paulus
- Laureate Institute for Brain Research, 6655 S Yale Ave, Tulsa, OK, USA
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Datta U, Schoenrock SE, Bubier JA, Bogue MA, Jentsch JD, Logan RW, Tarantino LM, Chesler EJ. Prospects for finding the mechanisms of sex differences in addiction with human and model organism genetic analysis. GENES, BRAIN, AND BEHAVIOR 2020; 19:e12645. [PMID: 32012419 PMCID: PMC7060801 DOI: 10.1111/gbb.12645] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/19/2019] [Revised: 01/26/2020] [Accepted: 01/27/2020] [Indexed: 02/06/2023]
Abstract
Despite substantial evidence for sex differences in addiction epidemiology, addiction-relevant behaviors and associated neurobiological phenomena, the mechanisms and implications of these differences remain unknown. Genetic analysis in model organism is a potentially powerful and effective means of discovering the mechanisms that underlie sex differences in addiction. Human genetic studies are beginning to show precise risk variants that influence the mechanisms of addiction but typically lack sufficient power or neurobiological mechanistic access, particularly for the discovery of the mechanisms that underlie sex differences. Our thesis in this review is that genetic variation in model organisms are a promising approach that can complement these investigations to show the biological mechanisms that underlie sex differences in addiction.
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Affiliation(s)
- Udita Datta
- Center for Systems Neurogenetics of Addiction, The Jackson LaboratoryBar HarborMaine
| | - Sarah E. Schoenrock
- Center for Systems Neurogenetics of Addiction, Department of GeneticsUniversity of North Carolina at Chapel HillChapel HillNorth Carolina
| | - Jason A. Bubier
- Center for Systems Neurogenetics of Addiction, The Jackson LaboratoryBar HarborMaine
| | - Molly A. Bogue
- Center for Systems Neurogenetics of Addiction, The Jackson LaboratoryBar HarborMaine
| | - James D. Jentsch
- Center for Systems Neurogenetics of Addiction, PsychologyState University of New York at BinghamtonBinghamtonNew York
| | - Ryan W. Logan
- Center for Systems Neurogenetics of Addiction, PsychiatryUniversity of Pittsburgh School of MedicinePittsburghPennsylvania
| | - Lisa M. Tarantino
- Center for Systems Neurogenetics of Addiction, Department of GeneticsUniversity of North Carolina at Chapel HillChapel HillNorth Carolina
| | - Elissa J. Chesler
- Center for Systems Neurogenetics of Addiction, The Jackson LaboratoryBar HarborMaine
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Courtney AL, Casey BJ, Rapuano KM. A Neurobiological Model of Alcohol Marketing Effects on Underage Drinking. J Stud Alcohol Drugs Suppl 2020:68-80. [PMID: 32079563 PMCID: PMC7064001 DOI: 10.15288/jsads.2020.s19.68] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/21/2018] [Accepted: 01/29/2019] [Indexed: 12/21/2022] Open
Abstract
OBJECTIVE Although an association between exposure to alcohol advertising and underage drinking is well documented, the underlying neurobiological contributions to this association remain largely unexplored. From an epidemiological perspective, identifying the neurobiological plausibility of this exposure-outcome association is a crucial step toward establishing marketing as a contributor to youth drinking and informing public policy interventions to decrease this influence. METHOD We conducted a critical review of the literature on neurobiological risk factors and adolescent brain development, social influences on drinking, and neural contributions to reward sensitization and risk taking. By drawing from these separate areas of research, we propose a unified, neurobiological model of alcohol marketing effects on underage drinking. RESULTS We discuss and extend the literature to suggest that responses in prefrontal-reward circuitry help establish alcohol advertisements as reward-predictive cues that may reinforce consumption upon exposure. We focus on adolescence as a sensitive window of development during which youth are particularly susceptible to social and reward cues, which are defining characteristics of many alcohol advertisements. As a result, alcohol marketing may promote positive associations early in life that motivate social drinking, and corresponding neurobiological changes may contribute to later patterns of alcohol abuse. CONCLUSIONS The neurobiological model proposed here, which considers neurodevelopmental risk factors, social influences, and reward sensitization to alcohol cues, suggests that exposure to alcohol marketing could plausibly influence underage drinking by sensitizing prefrontal-reward circuitry.
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Affiliation(s)
| | - B. J. Casey
- Department of Psychology, Yale University, New Haven, Connecticut
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Watson P, Pearson D, Most SB, Theeuwes J, Wiers RW, Le Pelley ME. Attentional capture by Pavlovian reward-signalling distractors in visual search persists when rewards are removed. PLoS One 2019; 14:e0226284. [PMID: 31830126 PMCID: PMC6907814 DOI: 10.1371/journal.pone.0226284] [Citation(s) in RCA: 23] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/08/2019] [Accepted: 11/24/2019] [Indexed: 12/23/2022] Open
Abstract
Existing research indicates that learning about the Pavlovian 'signal value' of stimuli can induce attentional biases: findings suggest that our attentional system prioritises detection of stimuli that have previously signalled availability of high reward. These findings potentially provide a human analogue of sign-tracking behaviour previously reported in studies of non-human animals. Here we examine a visual search task that has been developed to demonstrate the Pavlovian influence of reward on attention, in which the critical reward-signalling stimuli are never explicit targets of search. This procedure has previously yielded robust effects of reward on attention; however it remains unclear whether this pattern reflects a persistent and automatic bias in attentional capture based on prior experience of stimulus-reward pairings, or whether it results from participants strategically attending to reward-signalling distractors because they provide useful information about reward magnitude. To investigate this issue, in the current study participants initially completed a rewarded visual search task, in which colours of distractor stimuli signalled availability of high or low reward. Participants then completed a test phase in which rewards were no longer available, such that distractor colours no longer provided useful information on reward availability. Performance during the initial rewarded phase was impaired by the presence of a distractor signalling availability of high relative to low reward. Crucially, the magnitude of this reward-related distraction effect did not reduce in the subsequent unrewarded test phase. This suggests that participants' experience of differences in reward value signalled by distractor stimuli in this task can induce persistent biases in the extent to which these stimuli involuntarily capture attention, even when they are entirely task-irrelevant.
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Affiliation(s)
| | | | | | - Jan Theeuwes
- Department of Experimental and Applied Psychology, Vrije Universiteit, Amsterdam, The Netherlands
| | - Reinout W. Wiers
- Department of Psychology, University of Amsterdam, Amsterdam, The Netherlands
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Serrano-Barroso A, Vargas JP, Diaz E, O’Donnell P, López JC. Sign and goal tracker rats process differently the incentive salience of a conditioned stimulus. PLoS One 2019; 14:e0223109. [PMID: 31568533 PMCID: PMC6768469 DOI: 10.1371/journal.pone.0223109] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/03/2019] [Accepted: 09/13/2019] [Indexed: 01/27/2023] Open
Abstract
Sign and goal tracker animals show different behavioral patterns in response to conditioned stimuli, which may be driven by different neural circuits involved in processing stimuli. Here, we explored whether sign and goal-tracker profiles implicated different brain regions and responses to incentive salience of stimuli. We performed three experiments using male Wistar rats. Experiment 1 showed that lesioning the medial prefrontal cortex increased the prevalence of the goal-tracker phenotype. Experiment 2 assessed the developmental trajectory of the salience incentive attribution to a conditioned stimulus, showing that increased incentive salience of stimuli increased the prevalence of the sign-tracker phenotype in mature, but not preadolescent rats. In experiment 3, the functional impact of the medial prefrontal cortex circuits was analyzed with a latent inhibition procedure. Sign tracker rats showed a reduced latent inhibition to stimuli previously exposed when compared to goal tracker or intermediate rats. The overall results of this study highlight a key role of the medial prefrontal cortex for sign tracking behavior. The expression of sign and goal tracker phenotypes changed after lesion to the medial prefrontal cortex (experiment 1), differed across development (experiment 2), and showed differences in the attentional processes to previously exposed stimuli, as preexposure to CS was ineffective in sign tracker animals (experiment 3). These data indicate that the responses to the incentive salience of stimuli in sign tracker and goal tracker profiles are likely driven by different neural circuitry, with a different role of prefrontal cortical function.
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Affiliation(s)
| | - Juan Pedro Vargas
- Departamento de Psicología Experimental, Universidad de Sevilla, Seville, Spain
| | - Estrella Diaz
- Departamento de Psicología Experimental, Universidad de Sevilla, Seville, Spain
| | - Patricio O’Donnell
- Translational Research and Experimental Medicine, Takeda Pharmaceuticals, Cambridge, Massachusetts, United States of America
| | - Juan Carlos López
- Departamento de Psicología Experimental, Universidad de Sevilla, Seville, Spain
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Killeen PR. Timberlake’s theories dissolve anomalies. Behav Processes 2019; 166:103894. [DOI: 10.1016/j.beproc.2019.103894] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/20/2018] [Revised: 06/10/2019] [Accepted: 06/24/2019] [Indexed: 12/25/2022]
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Enkel T, Bartsch D, Bähner F. Sign- and goal-tracking rats show differences in various executive functions: Authors. Behav Brain Res 2019; 371:111979. [PMID: 31141726 DOI: 10.1016/j.bbr.2019.111979] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/27/2019] [Revised: 05/10/2019] [Accepted: 05/25/2019] [Indexed: 12/22/2022]
Abstract
Sign tracking (ST) is a complex Pavlovian trait that is known to impact instrumental behaviour. Recent work suggests that this trait also correlates with altered top-down executive control relative to goal tracking (GT) rats. This raises the question as to the extent to which both phenotypes differ in executive functions. Moreover, it is unclear which cognitive processes might cause potential differences between ST and GT rats. We therefore compared the behaviour of ST and GT rats in several assays, such as outcome devaluation, attentional set shifting and reversal learning, conditional responding, as well as delayed alternation to measure different aspects of executive functioning. Goal-directed behaviour per se was not different between ST and GT rats in the outcome devaluation task. ST rats performed slightly better than GT rats in one condition of the set shifting task (place->cue shift) and the delayed alternation task, but did not perform as well in the conditional responding task. Thus, differential behavioural performance between ST and GT rats was dependent on the specific task context. Further, we found evidence that the differences in executive functions are likely related to increased incentive salience attribution and impulsive action in ST rats.
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Affiliation(s)
- Thomas Enkel
- Department of Molecular Biology, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany; Institute of Psychopharmacology, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany.
| | - Dusan Bartsch
- Department of Molecular Biology, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Florian Bähner
- Department of Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany; Department of Theoretical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
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Watson P, Pearson D, Wiers RW, Le Pelley ME. Prioritizing pleasure and pain: attentional capture by reward-related and punishment-related stimuli. Curr Opin Behav Sci 2019. [DOI: 10.1016/j.cobeha.2018.12.002] [Citation(s) in RCA: 27] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
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Versace F, Frank DW, Stevens EM, Deweese MM, Guindani M, Schembre SM. The reality of "food porn": Larger brain responses to food-related cues than to erotic images predict cue-induced eating. Psychophysiology 2019; 56:e13309. [PMID: 30556253 PMCID: PMC6446735 DOI: 10.1111/psyp.13309] [Citation(s) in RCA: 21] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/23/2017] [Revised: 11/02/2018] [Accepted: 11/05/2018] [Indexed: 11/28/2022]
Abstract
While some individuals can defy the lure of temptation, many others find appetizing food irresistible. The goal of this study was to investigate the neuropsychological mechanisms that increase individuals' vulnerability to cue-induced eating. Using ERPs, a direct measure of brain activity, we showed that individuals with larger late positive potentials in response to food-related cues than to erotic images are more susceptible to cue-induced eating and, in the presence of a palatable food option, eat more than twice as much as individuals with the opposite brain reactivity profile. By highlighting the presence of individual brain reactivity profiles associated with susceptibility to cue-induced eating, these findings contribute to the understanding of the neurobiological basis of vulnerability to obesity.
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Affiliation(s)
- Francesco Versace
- Department of Behavioral ScienceThe University of Texas MD Anderson Cancer CenterHoustonTexas
| | - David W. Frank
- Department of Behavioral ScienceThe University of Texas MD Anderson Cancer CenterHoustonTexas
| | - Elise M. Stevens
- Oklahoma Tobacco Research CenterThe University of Oklahoma Health Sciences CenterOklahoma CityOklahoma
| | - Menton M. Deweese
- Department of Teaching and LearningVanderbilt UniversityNashvilleTennessee
| | - Michele Guindani
- Department of StatisticsThe University of California, IrvineIrvineCalifornia
| | - Susan M. Schembre
- Department of Family and Community MedicineUniversity of Arizona, College of Medicine–TucsonTucsonArizona
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Ferland JMN, Hynes TJ, Hounjet CD, Lindenbach D, Vonder Haar C, Adams WK, Phillips AG, Winstanley CA. Prior Exposure to Salient Win-Paired Cues in a Rat Gambling Task Increases Sensitivity to Cocaine Self-Administration and Suppresses Dopamine Efflux in Nucleus Accumbens: Support for the Reward Deficiency Hypothesis of Addiction. J Neurosci 2019; 39:1842-1854. [PMID: 30626700 PMCID: PMC6407298 DOI: 10.1523/jneurosci.3477-17.2018] [Citation(s) in RCA: 25] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/08/2017] [Revised: 12/10/2018] [Accepted: 12/21/2018] [Indexed: 11/21/2022] Open
Abstract
Rats trained to perform a version of the rat gambling task (rGT) in which salient audiovisual cues accompany reward delivery, similar to commercial gambling products, show greater preference for risky options. Given previous demonstrations that probabilistic reinforcement schedules can enhance psychostimulant-induced increases in accumbal DA and locomotor activity, we theorized that performing this cued task could perpetuate a proaddiction phenotype. Significantly more rats developed a preference for the risky options in the cued versus uncued rGT at baseline, and this bias was further exacerbated by cocaine self-administration, whereas the choice pattern of optimal decision-makers was unaffected. The addition of reward-paired cues therefore increased the proportion of rats exhibiting a maladaptive cognitive response to cocaine self-administration. Risky choice was not associated with responding for conditioned reinforcement or a marker of goal/sign-tracking, suggesting that reward-concurrent cues precipitate maladaptive choice via a unique mechanism unrelated to simple approach toward, or responding for, conditioned stimuli. Although "protected" from any resulting decision-making impairment, optimal decision-makers trained on the cued rGT nevertheless self-administered more cocaine than those trained on the uncued task. Collectively, these data suggest that repeated engagement with heavily cued probabilistic reward schedules can drive addiction vulnerability through multiple behavioral mechanisms. Rats trained on the cued rGT also exhibited blunted locomotor sensitization and lower basal accumbal DA levels, yet greater cocaine-induced increases in accumbal DA efflux. Gambling in the presence of salient cues may therefore result in an adaptive downregulation of the mesolimbic DA system, rendering individuals more sensitive to the deleterious effects of taking cocaine.SIGNIFICANCE STATEMENT Impaired cost/benefit decision making, exemplified by preference for the risky, disadvantageous options on the Iowa Gambling Task, is associated with greater risk of relapse and treatment failure in substance use disorder. Understanding factors that enhance preference for risk may help elucidate the neurobiological mechanisms underlying maladaptive decision making in addiction, thereby improving treatment outcomes. Problem gambling is also highly comorbid with substance use disorder, and many commercial gambling products incorporate salient win-paired cues. Here we show that adding reward-concurrent cues to a rat analog of the IGT precipitates a hypodopaminergic state, characterized by blunted accumbal DA efflux and attenuated locomotor sensitization, which may contribute to the enhanced responsivity to uncertain rewards or the reinforcing effects of cocaine we observed.
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Affiliation(s)
| | | | | | - David Lindenbach
- Department of Psychiatry, Djavad Mowafaghian Centre for Brain Health, University of British Columbia, Vancouver, British Columbia V6T 1Z3, Canada
| | | | | | - Anthony G Phillips
- Department of Psychiatry, Djavad Mowafaghian Centre for Brain Health, University of British Columbia, Vancouver, British Columbia V6T 1Z3, Canada
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Gillis ZS, Morrison SE. Sign Tracking and Goal Tracking Are Characterized by Distinct Patterns of Nucleus Accumbens Activity. eNeuro 2019; 6:ENEURO.0414-18.2019. [PMID: 30886890 PMCID: PMC6419996 DOI: 10.1523/eneuro.0414-18.2019] [Citation(s) in RCA: 15] [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: 10/26/2018] [Revised: 02/11/2019] [Accepted: 02/18/2019] [Indexed: 01/17/2023] Open
Abstract
During Pavlovian conditioning, if a cue (e.g., lever extension) predicts reward delivery in a different location (e.g., a food magazine), some individuals will come to approach and interact with the cue, a behavior known as sign tracking (ST), and others will approach the site of reward, a behavior known as goal tracking (GT). In rats, the acquisition of ST versus GT behavior is associated with distinct profiles of dopamine release in the nucleus accumbens (NAc), but it is unknown whether it is associated with different patterns of accumbens neural activity. Therefore, we recorded from individual neurons in the NAc core during the acquisition, maintenance, and extinction of ST and GT behavior. Even though NAc dopamine is specifically important for the acquisition and expression of ST, we found that cue-evoked excitatory responses encode the vigor of both ST and GT behavior. In contrast, among sign trackers only, there was a prominent decrease in reward-related activity over the course of training, which may reflect the decreasing reward prediction error encoded by phasic dopamine. Finally, both behavior and cue-evoked activity were relatively resistant to extinction in sign trackers, as compared with goal trackers, although a subset of neurons in both groups retained their cue-evoked responses. Overall, the results point to the convergence of multiple forms of reward learning in the NAc.
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Affiliation(s)
- Zachary S. Gillis
- Department of Neuroscience, University of Pittsburgh, Pittsburgh, PA 15260
| | - Sara E. Morrison
- Department of Neuroscience, University of Pittsburgh, Pittsburgh, PA 15260
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Hilz EN, Lewis SM, Park S, Monfils MH, Lee HJ. Extinction to amphetamine-associated context in female rats is dependent upon conditioned orienting. Psychopharmacology (Berl) 2019; 236:507-515. [PMID: 30343363 DOI: 10.1007/s00213-018-5073-7] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/04/2018] [Accepted: 10/10/2018] [Indexed: 02/08/2023]
Abstract
RATIONALE Females are considered more susceptible to the reinforcing effects of drugs and subsequently at increased risk for drug abuse and relapse after treatment. Estrogen is known to facilitate drug effects in females. However, other factors which contribute to the incidence of drug abuse are important to identify in order to recognize early risk factors and develop effective prevention and treatment schemes. Cue-directed behavior (aka sign tracking) has been implicated as a behavioral phenotype which identifies populations susceptible to drug abuse, partly due to its association with impulsivity and heightened dopamine function. OBJECTIVES AND METHODS In this study, we investigate the viability of conditioned orienting (a form of cue-directed behavior) as a potential phenotype which predicts drug proclivity in female rats. In addition, we examine any influence endogenous female hormones across the estrous cycle may have on conditioned orienting and drug proclivity. RESULTS AND CONCLUSIONS Utilizing an amphetamine-conditioned place preference task, results suggest that the orienting phenotype is an effective predictor of drug proclivity in females. Rats exhibiting enhanced orienting behavior show more robust preference for an amphetamine-associated context and are more resistant to extinction of this preference than nonorienting counterparts. Furthermore, both conditioned orienting behavior and conditioned place preference are minimally influenced by the estrous cycle.
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Affiliation(s)
- E N Hilz
- Department of Psychology, The University of Texas at Austin, 108 E. Dean Keeton Stop A8000, Austin, TX, 78712-1043, USA
| | - S M Lewis
- Department of Psychology, University of Washington, Seattle, WA, USA
| | - S Park
- Institute for Neuroscience, The University of Texas at Austin, Austin, TX, USA
| | - M H Monfils
- Department of Psychology, The University of Texas at Austin, 108 E. Dean Keeton Stop A8000, Austin, TX, 78712-1043, USA.,Institute for Neuroscience, The University of Texas at Austin, Austin, TX, USA.,Institute for Mental Health Research, The University of Texas at Austin, Austin, TX, USA
| | - H J Lee
- Department of Psychology, The University of Texas at Austin, 108 E. Dean Keeton Stop A8000, Austin, TX, 78712-1043, USA. .,Institute for Neuroscience, The University of Texas at Austin, Austin, TX, USA.
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Smedley EB, Smith KS. Evidence for a shared representation of sequential cues that engage sign-tracking. Behav Processes 2018; 157:489-494. [DOI: 10.1016/j.beproc.2018.06.010] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/26/2018] [Revised: 06/11/2018] [Accepted: 06/18/2018] [Indexed: 10/28/2022]
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Derman RC, Schneider K, Juarez S, Delamater AR. Sign-tracking is an expectancy-mediated behavior that relies on prediction error mechanisms. Learn Mem 2018; 25:550-563. [PMID: 30224558 PMCID: PMC6149955 DOI: 10.1101/lm.047365.118] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2018] [Accepted: 06/29/2018] [Indexed: 01/04/2023]
Abstract
When discrete localizable stimuli are used during appetitive Pavlovian conditioning, "sign-tracking" and "goal-tracking" responses emerge. Sign-tracking is observed when conditioned responding is directed toward the CS, whereas goal-tracking manifests as responding directed to the site of expected reward delivery. These behaviors seem to rely on distinct, though overlapping neural circuitries, and, possibly, distinct psychological processes as well, and are thought to be related to addiction vulnerability. One currently popular view is that sign-tracking reflects an incentive motivational process, whereas goal-tracking reflects the influence of more top-down cognitive processes. To test these ideas, we used illness-induced outcome-devaluation and Kamin blocking procedures to determine whether these behaviors rely on similar or distinct underlying associative mechanisms. In Experiments 1 and 2 we showed that outcome-devaluation reduced sign-tracking responses, demonstrating that sign-tracking is controlled by reward expectancies. We also observed that post-CS goal-tracking in these animals is also devaluation sensitive. To test whether these two types of behaviors rely on similar or different prediction error mechanisms, we next tested whether Kamin blocking effects could be observed across these two classes of behaviors. In Experiment 3 we asked if sign-tracking to a lever CS could block the development of goal-tracking to a tone CS; whereas in Experiment 4, we examined whether goal-tracking to a tone CS could block sign-tracking to a lever CS. In both experiments blocking effects were observed suggesting that both sign- and goal-tracking emerge via a common prediction error mechanism. Collectively, the studies reported here suggest that the psychological mechanisms mediating sign- and goal-tracking are more similar than is commonly acknowledged.
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Affiliation(s)
- Rifka C Derman
- Department of Neuroscience Graduate Program, University of Michigan, Ann Arbor, Michigan, 48109, USA
| | - Kevin Schneider
- Neuroscience and Cognitive Science, University of Maryland, Maryland, 20742, USA
| | - Shaina Juarez
- Department of Applied Mathematics and Statistics, Stony Brook University, Stony Brook, New York 11794, USA
| | - Andrew R Delamater
- Department of Psychology, Brooklyn College and Graduate Center of the City University of New York, Brooklyn, New York 11210, USA
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Rice BA, Eaton SE, Prendergast M, Akins CK. A glucocorticoid receptor antagonist reduces sign-tracking behavior in male Japanese quail. Exp Clin Psychopharmacol 2018; 26:329-334. [PMID: 29878800 PMCID: PMC6072577 DOI: 10.1037/pha0000195] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
Addiction is characterized as a chronic debilitating disease. One devastating feature of addiction is the susceptibility of relapse (40-60%) after stretches of abstinence. One theory that may account for relapse suggests that drug cues (e.g., paraphernalia) may increase stress hormones, and this may prompt relapse. Repeatedly pairing a neutral cue with a reward is commonly utilized to measure what subjects learn about a cue that is predictive of reward. Research has shown that animals that attend to a cue more than to the reward (sign trackers) may be more vulnerable to drug addiction. Additionally, research has shown that sign tracking is associated with an increase in corticosterone, a primary stress hormone. PT150 is a novel glucocorticoid receptor antagonist that moderates the release of corticosterone. In the current experiment, it was hypothesized that subjects given repeated administration of PT150 would reduce sign tracking compared to subjects given placebo. Time spent (in seconds) near a cue that predicts reward (conditional stimulus) served as a measure of sign tracking, and PT150 or placebo was administered following sign tracking. An independent-samples t test revealed that subjects that received PT150 had reduced time spent near the conditioned stimulus compared to controls. Given the devastating effects of drug addiction, identification of a potential pharmacological intervention in the reduction of relapse would be of great value. Therefore, future research is needed to validate the use of PT150 in reducing behaviors associated with drug addiction. (PsycINFO Database Record
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Potts CA, Callahan-Flintoft C, Rosenbaum DA. How do reaching and walking costs affect movement path selection? Exp Brain Res 2018; 236:2727-2737. [DOI: 10.1007/s00221-018-5327-y] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2018] [Accepted: 07/02/2018] [Indexed: 10/28/2022]
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Batten SR, Pomerleau F, Quintero J, Gerhardt GA, Beckmann JS. The role of glutamate signaling in incentive salience: second-by-second glutamate recordings in awake Sprague-Dawley rats. J Neurochem 2018; 145:276-286. [PMID: 29315659 DOI: 10.1111/jnc.14298] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/16/2017] [Revised: 01/02/2018] [Accepted: 01/04/2018] [Indexed: 11/29/2022]
Abstract
The attribution of incentive salience to reward-predictive stimuli has been shown to be associated with substance abuse-like behavior such as increased drug taking. Evidence suggests that glutamate neurotransmission and sequential N-methyl-D-aspartate (NMDA) activation are involved in the attribution of incentive salience. Here, we further explore the role of second-by-second glutamate neurotransmission in the attribution of incentive salience to reward-predictive stimuli by measuring sign-tracking behavior during a Pavlovian conditioned approach procedure using ceramic-based microelectrode arrays configured for sensitive measures of extracellular glutamate in awake behaving Sprague-Dawley rats. Specifically, we show that there is an increase in extracellular glutamate levels in the prelimbic cortex (PrL) and the nucleus accumbens core (NAcC) during sign-tracking behavior to a food-predictive conditioned stimulus (CS+) compared to the presentation of a non-predictive conditioned stimulus (CS-). Furthermore, the results indicate greater increases in extracellular glutamate levels in the PrL compared to NAcC in response to the CS+, including differences in glutamate release and signal decay. Taken together, the present research suggests that there is differential glutamate signaling in the NAcC and PrL during sign-tracking behavior to a food-predictive CS+.
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Affiliation(s)
- Seth R Batten
- Department of Psychology, University of Kentucky, College of Arts and Sciences, Lexington, Kentucky, USA
| | - Francois Pomerleau
- Department of Neuroscience, University of Kentucky, College of Medicine, Lexington, Kentucky, USA
| | - Jorge Quintero
- Department of Neuroscience, University of Kentucky, College of Medicine, Lexington, Kentucky, USA
| | - Greg A Gerhardt
- Department of Neuroscience, University of Kentucky, College of Medicine, Lexington, Kentucky, USA
| | - Joshua S Beckmann
- Department of Psychology, University of Kentucky, College of Arts and Sciences, Lexington, Kentucky, USA
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Patitucci E, Nelson AJD, Dwyer DM, Honey RC. The origins of individual differences in how learning is expressed in rats: A general-process perspective. JOURNAL OF EXPERIMENTAL PSYCHOLOGY-ANIMAL LEARNING AND COGNITION 2018; 42:313-324. [PMID: 27732045 PMCID: PMC5058353 DOI: 10.1037/xan0000116] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Abstract
Laboratory rats can exhibit marked, qualitative individual differences in the form of acquired behaviors. For example, when exposed to a signal-reinforcer relationship some rats show marked and consistent changes in sign-tracking (interacting with the signal; e.g., a lever) and others show marked and consistent changes in goal-tracking (interacting with the location of the predicted reinforcer; e.g., the food well). Here, stable individual differences in rats’ sign-tracking and goal-tracking emerged over the course of training, but these differences did not generalize across different signal-reinforcer relationships (Experiment 1). This selectivity suggests that individual differences in sign- and goal-tracking reflect differences in the value placed on individual reinforcers. Two findings provide direct support for this interpretation: the palatability of a reinforcer (as measured by an analysis of lick-cluster size) was positively correlated with goal-tracking (and negatively correlated with sign-tracking); and sating rats with a reinforcer affected goal-tracking but not sign-tracking (Experiment 2). These results indicate that the observed individual differences in sign- and goal-tracking behavior arise from the interaction between the palatability or value of the reinforcer and processes of association as opposed to dispositional differences (e.g., in sensory processes, “temperament,” or response repertoire).
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Affiliation(s)
- E Patitucci
- School of Psychology and Education Sciences, University of Bologna
| | | | | | - R C Honey
- School of Psychology, Cardiff University
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Overby PF, Daniels CW, Del Franco A, Goenaga J, Powell GL, Gipson CD, Sanabria F. Effects of nicotine self-administration on incentive salience in male Sprague Dawley rats. Psychopharmacology (Berl) 2018; 235:1121-1130. [PMID: 29374305 DOI: 10.1007/s00213-018-4829-4] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/10/2017] [Accepted: 01/03/2018] [Indexed: 12/26/2022]
Abstract
RATIONALE Prolonged use of nicotine appears to enhance incentive salience, a motivational-cognitive process that transforms an otherwise neutral stimulus into a "wanted" stimulus. It has been suggested that nicotinic enhancement of incentive salience contributes to the potential of relapse in individuals with tobacco addiction. However, there are two main limitations of prior research that caution this claim: (a) the use of passive experimentally delivered nicotine and (b) the use of sign-tracking as an index of incentive salience, without acknowledging the competing nature of goal- and sign-tracking responses. OBJECTIVES To determine whether nicotinic enhancement of incentive salience attributed to non-nicotinic stimuli occurs when rats self-administer nicotine, and whether it is facilitated by a prior history of nicotine self-administration. METHODS Twenty-three male rats were trained daily, for 24 days, on a nicotine self-administration (SA) paradigm in the morning, and on a four-conditioned-stimuli Pavlovian conditioned approach (4-CS PCA) task in the afternoon. Self-administration was followed by extinction and cue reinstatement. A subcutaneous nicotine challenge was performed during the last 7 days of the study. RESULTS Nicotine self-administration selectively enhanced sign-tracking in the 4-CS PCA. Upon extinction, sign-tracking quickly declined to control levels. Experimenter-administered nicotine enhanced sign-tracking similarly regardless of nicotine history. CONCLUSIONS The results suggest that nicotinic enhancement of incentive salience is transient, and a previous history of nicotine use does not cause further sensitization. Taken together, these results suggest that nicotine enhances incentive salience, particularly-and perhaps exclusively-while onboard.
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Affiliation(s)
- Paula F Overby
- Department of Psychology, Arizona State University, P.O. Box 871104, Tempe, AZ, 85287-1104, USA
| | - Carter W Daniels
- Department of Psychology, Arizona State University, P.O. Box 871104, Tempe, AZ, 85287-1104, USA
| | - Armani Del Franco
- School of Life Sciences, Arizona State University, P.O. Box 871104, Tempe, AZ, 85287-1104, USA
| | - Julianna Goenaga
- Department of Psychology, Arizona State University, P.O. Box 871104, Tempe, AZ, 85287-1104, USA
| | - Gregory L Powell
- Department of Psychology, Arizona State University, P.O. Box 871104, Tempe, AZ, 85287-1104, USA
- School of Life Sciences, Arizona State University, P.O. Box 871104, Tempe, AZ, 85287-1104, USA
| | - Cassandra D Gipson
- Department of Psychology, Arizona State University, P.O. Box 871104, Tempe, AZ, 85287-1104, USA
| | - Federico Sanabria
- Department of Psychology, Arizona State University, P.O. Box 871104, Tempe, AZ, 85287-1104, USA.
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