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Rzeszutek MJ, Gipson-Reichardt CD, Kaplan BA, Koffarnus MN. Using crowdsourcing to study the differential effects of cross-drug withdrawal for cigarettes and opioids in a behavioral economic demand framework. Exp Clin Psychopharmacol 2022; 30:452-465. [PMID: 35201826 PMCID: PMC9308700 DOI: 10.1037/pha0000558] [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: 11/08/2022]
Abstract
Smoking rates among those who use prescribed or recreational opioids are significantly higher than the general population. Hypothesized neuropharmacological interactions between opioids and nicotine may contribute to this pattern of polysubstance use, especially during withdrawal. However, little research has examined how the withdrawal of one substance may affect the consumption of the other (i.e., cross-drug withdrawal effects). Behavioral economic demand tasks (e.g., hypothetical purchase tasks) can be used to quickly assess the value of a drug. Crowdsourcing can be a convenient tool to gain preliminary insight into different processes in substance valuation that may otherwise be impossible or prohibitively difficult to study. The purpose of the present study was to provide a preliminary examination of the effects of hypothetical withdrawal of cigarettes and opioids on the consumption of those drugs among polysubstance users. Amazon Mechanical Turk workers who reported daily smoking and at least monthly opioid use completed a series of hypothetical purchase tasks for doses of opioids and cigarettes under various withdrawal conditions. Sensitivity to the price of both drugs decreased when under withdrawal for either, indicating a higher drug value of cigarettes and opioids due to effects of cross-drug withdrawal. Nicotine and opioid dependence severity, impulsive choice, and riskiness were also positively related to drug purchasing. (PsycInfo Database Record (c) 2022 APA, all rights reserved).
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2
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Strickland JC, Bolin BL, Marks KR. (Non-) impact of task experience on behavioral economic decision-making. Exp Clin Psychopharmacol 2022; 30:338-350. [PMID: 33617281 PMCID: PMC8610096 DOI: 10.1037/pha0000438] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [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
Behavioral economic research has been widely conducted via crowdsourcing resources to evaluate novel task designs or pilot interventions. One under recognized and yet-to-be tested concern is the impact of non-naïvety (i.e., prior task exposure) on behavioral economic task performance. We evaluated the influence of non-naïvety on task performance in two popular areas of behavioral economic research: behavioral economic demand and delay discounting. Participants (N = 485) recruited using Amazon Mechanical Turk (mTurk) completed alcohol and soda purchase tasks and delay discounting tasks for monetary and alcohol outcomes. Equivalence of responding and effect sizes with clinical variables were compared based on prior task experience. Over one quarter of participants reported demand task experience (26.9%) and nearly half endorsed delay discounting task experience (48.6%). Statistically equivalent responding was observed for alcohol purchase task data with less-than-small effect size differences based on task experience (d = 0.01-0.13). Similar results were observed for a soda purchase task thereby supporting generalization to a non-alcohol commodity. Measures of convergent and discriminant validity for behavioral economic demand indicated medium-to-large and stimulus-specific effect sizes with little variation based on prior task exposure. Delay discounting for money and alcohol showed some sensitivity to prior task experience (i.e., less steep discounting for non-naïve participants), however these effects were attenuated after accounting for group differences in alcohol use. These findings support the fidelity of behavioral economic task outcomes and emphasize that participant non-naïvety in crowdsourcing settings may minimally impact performance on behavioral economic assays commonly used in behavioral and addiction science. (PsycInfo Database Record (c) 2022 APA, all rights reserved).
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3
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Green R, MacKillop J, Hartwell EE, Lim AC, Baskerville WA, Karno M, Ray LA. Behavioral Economic Demand for Alcohol and Cigarettes in Heavy Drinking Smokers: Evidence of Asymmetric Cross-commodity Reinforcing Value. Nicotine Tob Res 2021; 23:748-755. [PMID: 33247757 DOI: 10.1093/ntr/ntaa049] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/21/2019] [Accepted: 11/24/2020] [Indexed: 12/12/2022]
Abstract
INTRODUCTION Previous studies have highlighted a strong bidirectional relationship between cigarette and alcohol consumption. To advance our understanding of this relationship the present study uses a behavioral economic approach in a community sample (N = 383) of nontreatment seeking heavy drinking smokers. AIMS AND METHODS The aims were to examine same-substance and cross-substance relationships between alcohol and cigarette use, and latent factors of demand. A community sample of nontreatment seeking heavy drinking smokers completed an in-person assessment battery including measures of alcohol and tobacco use as well as the Cigarette Purchase Task and the Alcohol Purchase Task. Latent factors of demand were derived from these hypothetical purchase tasks. RESULTS Results revealed a positive correlation between paired alcohol and cigarette demand indices (eg, correlation between alcohol intensity and cigarette intensity) (rs = 0.18-0.46, p ≤ .003). Over and above alcohol factors, cigarette use variables (eg, Fagerström Test for Nicotine Dependence and cigarettes per smoking day) significantly predicted an additional 4.5% (p < .01) of the variance in Persistence values but not Amplitude values for alcohol. Over and above cigarette factors, alcohol use variables predicted cigarette Persistence values (ΔR2 = .013, p = .05), however, did not predict Amplitude values. CONCLUSIONS These results advance our understanding of the overlap between cigarette and alcohol by demonstrating that involvement with one substance was associated with demand for the other substance. This asymmetric profile-from smoking to alcohol demand, but not vice versa-suggests that it is not simply tapping into a generally higher reward sensitivity and warrants further investigation. IMPLICATIONS To our knowledge, no study to date has examined alcohol and cigarette demand, via hypothetical purchase tasks, in a clinical sample of heavy drinking smokers. This study demonstrates that behavioral economic indices may be sensitive to cross-substance relationships and specifically that such relationships are asymmetrically stronger for smoking variables affecting alcohol demand, not the other way around.
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Affiliation(s)
- ReJoyce Green
- Department of Psychology, University of California, Los Angeles, Los Angeles, CA
| | - James MacKillop
- Department of Psychiatry and Behavioral Neurosciences, McMaster University, Hamilton, ON, Canada
| | - Emily E Hartwell
- Mental Illness Research, Education and Clinical Center, Corporal Michael J Crescenz VA Medical Center, Philadelphia, PA.,Department of Psychiatry, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA
| | - Aaron C Lim
- Department of Psychology, University of California, Los Angeles, Los Angeles, CA
| | | | - Mitchell Karno
- Department of Psychiatry and Biobehavioral Sciences, University of California, Los Angeles, Los Angeles, CA
| | - Lara A Ray
- Department of Psychology, University of California, Los Angeles, Los Angeles, CA.,Department of Psychiatry and Biobehavioral Sciences, University of California, Los Angeles, Los Angeles, CA
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4
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Swain Y, Gewirtz JC, Harris AC. Behavioral predictors of individual differences in opioid addiction vulnerability as measured using i.v. self-administration in rats. Drug Alcohol Depend 2021; 221:108561. [PMID: 33588371 PMCID: PMC8048102 DOI: 10.1016/j.drugalcdep.2021.108561] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/10/2020] [Revised: 01/02/2021] [Accepted: 01/04/2021] [Indexed: 12/22/2022]
Abstract
BACKGROUND Like other forms of psychopathology, vulnerability to opioid addiction is subject to wide individual differences. Animal behavioral models are valuable in advancing our understanding of mechanisms underlying vulnerability to the disorder's development and amenability to treatment. METHODS This review provides an overview of preclinical work on behavioral predictors of opioid addiction vulnerability as measured using the intravenous (i.v.) self-administration (SA) model in rats. We also highlight several new approaches to studying individual differences in opioid addiction vulnerability in preclinical models that could have greater sensitivity and lead to more clinically relevant findings. RESULTS AND CONCLUSIONS Evidence for the relationship between various behavioral traits and opioid SA in the preclinical literature is limited. With the possible exceptions of sensitivity to opioid agonist/withdrawal effects and stress reactivity, predictors of individual differences in SA of other drugs of abuse (e.g. sensation-seeking, impulsivity) do not predict vulnerability to opioid SA in rats. Refinement of SA measures and the use of multivariate designs and statistics could help identify predictors of opioid SA and lead to more clinically relevant studies on opioid addiction vulnerability.
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Affiliation(s)
- Yayi Swain
- Departments of Psychology, University of Minnesota, United States; Hennepin Healthcare Research Institute, United States
| | | | - Andrew C Harris
- Departments of Psychology, University of Minnesota, United States; Hennepin Healthcare Research Institute, United States; Departments of Medicine, University of Minnesota, United States.
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5
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Vapers exhibit similar subjective nicotine dependence but lower nicotine reinforcing value compared to smokers. Addict Behav 2021; 115:106737. [PMID: 33360443 DOI: 10.1016/j.addbeh.2020.106737] [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: 05/04/2020] [Revised: 11/03/2020] [Accepted: 11/11/2020] [Indexed: 11/24/2022]
Abstract
INTRODUCTION E-cigarette use has increased rapidly over the last 10 years, mostly among smokers and ex-smokers. Although there may be some degree of dependency on nicotine via e-cigarette use, the nature of this dependency is poorly understood. The aim of this paper is to use tasks from behavioural economics to compare the value that smokers place on tobacco cigarettes to the value that vapers place on e-cigarettes. METHOD Exclusive current smokers (n = 25) and vapers (n = 20) attended one session where they completed the Cigarette/e-cigarette Dependence Scale, the Cigarette/e-cigarette Purchasing Task (CPT) and the Concurrent Choice Task (CCT). The CPT requires participants to indicate how many puffs of their chosen product they would purchase at increasing price points. The CCT requires participants to choose between earning a money point or a point towards a cigarette/e-cigarette after being presented with a neutral, money or cigarette/e-cigarette cue. RESULTS Overall scores on the self-report scales suggest a comparable level of dependency between smokers and vapers. The CPT revealed that vapers are more sensitive than smokers to escalating costs as consumption declined as costs increased. On the CCT, when primed with money, vapers showed a decrease in choosing e-cigarettes. CONCLUSION These findings suggest that, on behavioural economic tasks, tobacco cigarettes have a higher relative value than e-cigarettes. Vapers appear to place a lower limit on what they will spend to access e-cigarettes and more readily choose money over e-cigarette puffs when primed by money cues.
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6
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Aston ER, Smith JE, DiBello AM, Farris SG. Effects of acute distress and tobacco cues on tobacco demand. Drug Alcohol Depend 2021; 221:108522. [PMID: 33582490 PMCID: PMC8026530 DOI: 10.1016/j.drugalcdep.2021.108522] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/14/2020] [Revised: 11/18/2020] [Accepted: 12/24/2020] [Indexed: 12/26/2022]
Abstract
INTRODUCTION Cigarette demand, or relative value, can be assessed via analysis of performance on a hypothetical behavioral economic cigarette purchase task (CPT). Substance purchase tasks are highly amenable to manipulation, namely, external stimuli, instructional changes, or acute stressors. In this regard, the current secondary analysis evaluates the role a novel, computerized stress induction paradigm, the Contextual-Frustration Intolerance Typing Task (C-FiTT), plays in eliciting varying levels of stress and resulting demand. METHOD Daily smokers (n = 484) completed the C-FiTT wherein they were randomly assigned to one of five distress conditions: combination of task difficulty (low or high difficulty) with neutral or withdrawal cues, and a neutral control group. Tobacco demand was assessed immediately following the distress task using the hypothetical CPT. RESULTS The C-FiTT distress-induction task significantly increased key cigarette demand indices, including price at maximum expenditure (Pmax) and first price where consumption was suppressed to zero (breakpoint). Moreover, demand increased with severity of C-FiTT condition, with the high-difficulty condition resulting in significantly higher breakpoint and Pmax, compared to other conditions. C-FiTT condition was not related to a significant increase in Omax, intensity, or elasticity. DISCUSSION The novel C-FiTT paradigm produced comparable effects on tobacco demand relative to in vivo withdrawal induction, indicating that the C-FiTT is a viable procedure by which to influence demand. Reduction of internal and external stressors may be effective in lowering motivation for tobacco. These results highlight the importance of state distress in tobacco demand, and offer a potential avenue for intervention.
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Affiliation(s)
- Elizabeth R Aston
- Brown University School of Public Health, Center for Alcohol and Addiction Studies, Providence, RI USA.
| | - Jacqueline E Smith
- Brown University School of Public Health, Center for Alcohol and Addiction Studies, Providence, RI USA
| | - Angelo M DiBello
- Brown University School of Public Health, Center for Alcohol and Addiction Studies, Providence, RI USA; City University of New York (CUNY), Brooklyn College, Brooklyn, NY USA
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7
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Schwartz LP, Blank L, Hursh SR. Behavioral economic demand in opioid treatment: Predictive validity of hypothetical purchase tasks for heroin, cocaine, and benzodiazepines. Drug Alcohol Depend 2021; 221:108562. [PMID: 33556658 DOI: 10.1016/j.drugalcdep.2021.108562] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/22/2020] [Revised: 11/30/2020] [Accepted: 12/21/2020] [Indexed: 12/29/2022]
Abstract
BACKGROUND Behavioral economics provides a framework in which to understand choice and motivation in the field of substance use disorders. Hypothetical purchase tasks (HPT), which indicate the amount or probability of purchasing substances at different prices, have been suggested as a clinical tool that can help predict future substance use and identify targets for intervention. METHODS Hypothetical demand for heroin, cocaine, and benzodiazepines was assessed at baseline and after six-months in 52 opioid-agonist treatment patients. The results were analyzed using a novel exponential demand equation (normalized zero-bounded exponential model [ZBEn]) that uses a log-like transform that accommodates zero consumption values. RESULTS Demand for these drugs was well described by the ZBEn model. After six months, demand intensity for heroin was decreased and demand metrics for cocaine and benzodiazepines increased. Multiple demand curve indices at baseline predicted the percentage of drug-positive urinalysis results at follow-up, even after controlling for covariates. Additionally, participants were divided into High and Low baseline demand groups for each drug based on demand indices. Participants with High demand at baseline for 8 out of 9 groups had significantly more drug-positive urine samples in the subsequent 6-month period. CONCLUSIONS This report provides evidence that demand assessment is predictive of future substance use and could help guide treatment planning at intake. These results also demonstrated that the ZBEn model provides good fits to consumption data and allows for sensitive statistical analyses.
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Affiliation(s)
- Lindsay P Schwartz
- Applied Behavioral Research, Institutes for Behavior Resources, Baltimore, MD, USA.
| | | | - Steven R Hursh
- Applied Behavioral Research, Institutes for Behavior Resources, Baltimore, MD, USA; Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, Baltimore, MD, USA
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8
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Correspondence between Responses on an Internet Purchase Task and a Laboratory Progressive Ratio Task. PSYCHOLOGICAL RECORD 2021. [DOI: 10.1007/s40732-021-00463-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
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9
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Schwartz LP, Silberberg A, Hursh SR. Purchase task sensitivity to drug and nondrug reinforcers in opioid-agonist treatment patients. J Exp Anal Behav 2021; 115:717-728. [PMID: 33586194 DOI: 10.1002/jeab.681] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/28/2020] [Revised: 12/29/2020] [Accepted: 01/19/2021] [Indexed: 11/11/2022]
Abstract
The behavioral economics of substance abuse has been increasingly recognized as a method of determining the value of abused substances for individuals who use those substances. It has been hypothesized that such analyses could serve as a clinical tool and that demand functions can be targeted predictors for the level of intervention necessary. This study evaluated the sensitivity of a demand task in 2 patient groups in a medication assisted treatment program (methadone maintenance), those who had used opioids in the last 2 months and those who had not used opioids in at least 18 months. Demand for 7 drugs and a control was assessed using hypothetical purchase tasks. Participants maintaining long-term abstinence had significantly higher α (sensitivity to price) and lower Q0 (intensity of demand) for heroin than participants who had recently used opioids. Further research is necessary to illustrate if treatment is responsible for this reduction in demand. If so, demand analyses may provide clinical utility as an aid for treatment planning or as a target for treatment.
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Affiliation(s)
- Lindsay P Schwartz
- Applied Behavioral Research, Institutes for Behavior Resources, Baltimore, MD
| | - Alan Silberberg
- Department of Psychology, American University, Washington, DC
| | - Steven R Hursh
- Applied Behavioral Research, Institutes for Behavior Resources, Baltimore, MD.,Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, Baltimore, MD
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10
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Aston ER, Metrik J, Rosen RK, Swift R, MacKillop J. Refining the marijuana purchase task: Using qualitative methods to inform measure development. Exp Clin Psychopharmacol 2021; 29:23-35. [PMID: 32105138 PMCID: PMC7483201 DOI: 10.1037/pha0000355] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/17/2023]
Abstract
Behavioral economic demand for cannabis (i.e., relative reinforcing value) can be measured via marijuana purchase tasks (MPTs). However, commodity ambiguities pose challenges and design concerns exist regarding current MPTs. The aim of this 2-phase study was to modify and improve a MPT using qualitative methods. Phase I: Focus groups were conducted with regular (i.e., average use ≥ once/week) cannabis users (n = 31; 6-7 per group M[SD] age = 26 [7]; 28% female). Focus groups followed a semistructured agenda, and executive summaries were made concerning key MPT themes. Feedback was used to refine the MPT. Phase II: Cognitive interviews using the refined MPT were conducted with regular cannabis users (n = 20; M[SD] age = 28 [8]; 50% female). Phase I: Focus group analyses highlighted 4 critical areas for MPT improvement: (a) unit of purchase, (b) cannabis quality, (c) time duration specified for use episode, and (d) price. Participants suggested using grams as the unit of purchase, tailoring cannabis quality to the individual, and clarifying intended episode length. Phase II: Cognitive interviewing indicated additional areas for task refinement, resulting in a second iteration of the MPT based on the 2 phases. Qualitative research in both phases suggested a number of substantive modifications to the MPT format. MPT modifications are expected to improve comprehension, ecological validity, and general construct validity. Findings highlight the importance of careful instructional set development for drug purchase tasks for heterogeneous products that do not have standard units of consumption. (PsycInfo Database Record (c) 2021 APA, all rights reserved).
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Affiliation(s)
- Elizabeth R. Aston
- Center for Alcohol and Addiction Studies, Brown University School of Public Health, Providence, RI, 02912,Department of Behavioral and Social Sciences, Brown University School of Public Heath, Providence, RI, 02912
| | - Jane Metrik
- Center for Alcohol and Addiction Studies, Brown University School of Public Health, Providence, RI, 02912,Department of Behavioral and Social Sciences, Brown University School of Public Heath, Providence, RI, 02912,Providence Veterans Affairs Medical Center, Providence, RI, 02908
| | - Rochelle K. Rosen
- Department of Behavioral and Social Sciences, Brown University School of Public Heath, Providence, RI, 02912
| | - Robert Swift
- Center for Alcohol and Addiction Studies, Brown University School of Public Health, Providence, RI, 02912,Providence Veterans Affairs Medical Center, Providence, RI, 02908,Department of Psychiatry and Human Behavior, Brown University Alpert School of Medicine, Providence, RI, 02912
| | - James MacKillop
- Center for Alcohol and Addiction Studies, Brown University School of Public Health, Providence, RI, 02912,Peter Boris Centre for Addictions Research, McMaster University/St. Joseph’s Healthcare Hamilton, Hamilton, ON, L8N 3K7 Canada,Homewood Research Institute, Guelph, ON, N1E 6K9 Canada
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11
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Reed DD, Naudé GP, Salzer AR, Peper M, Monroe-Gulick AL, Gelino BW, Harsin JD, Foster RNS, Nighbor TD, Kaplan BA, Koffarnus MN, Higgins ST. Behavioral economic measurement of cigarette demand: A descriptive review of published approaches to the cigarette purchase task. Exp Clin Psychopharmacol 2020; 28:688-705. [PMID: 31961164 PMCID: PMC8428680 DOI: 10.1037/pha0000347] [Citation(s) in RCA: 31] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/04/2023]
Abstract
The cigarette purchase task (CPT) is a behavioral economic method for assessing demand for cigarettes. Growing interest in behavioral correlates of tobacco use in clinical and general populations as well as empirical efforts to inform policy has seen an increase in published articles employing the CPT. Accordingly, an examination of the published methods and procedures for obtaining these behavioral economic metrics is timely. The purpose of this investigation was to provide a review of published approaches to using the CPT. We searched specific Boolean operators (["behavioral economic" AND "purchase task"] OR ["demand" AND "cigarette"]) and identified 49 empirical articles published through the year 2018 that reported administering a CPT. Articles were coded for participant characteristics (e.g., sample size, population type, age), CPT task structure (e.g., price framing, number and sequence of prices; vignettes, contextual factors), and data analytic approach (e.g., method of generating indices of cigarette demand). Results of this review indicate no standard approach to administering the CPT and underscore the need for replicability of these behavioral economic measures for the purpose of guiding clinical and policy decisions. (PsycInfo Database Record (c) 2020 APA, all rights reserved).
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Affiliation(s)
- Derek D. Reed
- University of Kansas and Cofrin Logan Center for Addiction Research and Treatment, Lawrence, Kansas
| | - Gideon P. Naudé
- University of Kansas and Cofrin Logan Center for Addiction Research and Treatment, Lawrence, Kansas
| | - Allyson R. Salzer
- University of Kansas and Cofrin Logan Center for Addiction Research and Treatment, Lawrence, Kansas
| | | | | | - Brett W. Gelino
- University of Kansas and Cofrin Logan Center for Addiction Research and Treatment, Lawrence, Kansas
| | - Joshua D. Harsin
- University of Kansas and Cofrin Logan Center for Addiction Research and Treatment, Lawrence, Kansas
| | - Rachel N. S. Foster
- University of Kansas and Cofrin Logan Center for Addiction Research and Treatment, Lawrence, Kansas
| | - Tyler D. Nighbor
- Vermont Center on Behavior and Health, Burlington, Vermont, and University of Vermont
| | | | | | - Stephen T. Higgins
- Vermont Center on Behavior and Health, Burlington, Vermont, and University of Vermont
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12
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Cassidy RN, Long V, Tidey JW, Colby SM. Validation of an E-cigarette Purchase Task in Advanced Generation Device Users. Nicotine Tob Res 2020; 22:1851-1859. [PMID: 32267947 PMCID: PMC7542643 DOI: 10.1093/ntr/ntaa060] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/02/2019] [Accepted: 04/07/2020] [Indexed: 12/30/2022]
Abstract
INTRODUCTION Behavioral economic purchase tasks are used to estimate the reinforcing value of drugs by asking participants how much they would purchase across a range of increasing prices. We sought to validate such a task for e-cigarettes in experienced users of advanced generation, tank-style devices. METHODS Dual users of cigarettes and e-cigarettes (N = 54) and exclusive e-cigarette users (N = 59) attended one session during which they completed assessments including two versions of the E-cigarette Purchase Task: one that asked how many puffs of their e-cigarette they would purchase in 24 hours at varying prices and one that asked how many mLs of e-liquid they would purchase. We correlated purchase task outcomes with other measures of e-cigarette use. We also compared the tasks across dual and exclusive users. RESULTS Indices derived from the mLs-based task were more likely to be correlated with self-reported use rates, e-cigarette dependence, and cotinine levels than the puffs-based task. Exclusive users showed greater demand on than dual users only on the mLs version when using an F-test comparison method, while multivariate analysis of variance (MANOVA) results showed that dual users showed greater demand only on the puffs task. CONCLUSIONS Results indicate that the mLs version had greater validity than the puffs version in terms of clinical indices. Dual users may still be on a trajectory to fully switching to e-cigarettes; thus, puffs as a measure may be more intuitive, as this measure is shared by cigarettes and e-cigarettes. For exclusive users, the unit they purchase their e-liquid in may be the most relevant unit and better capture their demand for that product. IMPLICATIONS Behavioral economic purchase tasks have been widely used to understand nicotine use. We have developed two versions of a purchase task for e-cigarette use and compared the two versions in users of advanced generation e-cigarette devices. We found that the mLs version of the task better-reflected use patterns relative to a puffs version, which suggests that participants struggle to place monetary value on a unit of consumption (ie, puffs). Validated measures of e-cigarette reinforcement will be important as researchers and regulators determine which features of these products contribute to reinforcing efficacy.
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Affiliation(s)
- Rachel N Cassidy
- Center for Alcohol and Addiction Studies, Brown University, Providence, RI
| | - Victoria Long
- Center for Alcohol and Addiction Studies, Brown University, Providence, RI
| | - Jennifer W Tidey
- Center for Alcohol and Addiction Studies, Brown University, Providence, RI
| | - Suzanne M Colby
- Center for Alcohol and Addiction Studies, Brown University, Providence, RI
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13
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Smith TT, Wahlquist AE, Heckman BW, Cummings KM, Carpenter MJ. Impact of E-cigarette Sampling on Cigarette Dependence and Reinforcement Value. Nicotine Tob Res 2020; 22:297-301. [PMID: 30500925 DOI: 10.1093/ntr/nty258] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2018] [Accepted: 11/27/2018] [Indexed: 11/13/2022]
Abstract
INTRODUCTION E-cigarettes have risen in prevalence in recent years, and most public health experts agree they deliver fewer toxicants than combustible tobacco products such as cigarettes. Thus, it is important to understand how use of e-cigarettes by current smokers impacts dependence on combustible cigarettes. METHODS The present study is a secondary analysis of a randomized pilot trial of e-cigarette sampling. Nontreatment seeking current smokers were randomized in a 2:1 ratio to either receive or not receive a weekly supply of e-cigarettes for 3 weeks. Participants completed the Brief Wisconsin Inventory of Smoking Dependence Motives (WISDM) scale and the cigarette purchase task before and after the sampling period and at monthly follow-up visits for 3 months. RESULTS Individuals assigned to receive an e-cigarette had significantly lower mean WISDM scores at the end of sampling and the end of the follow-up period compared with those in the control group. Both frequency of e-cigarette use as well as nicotine concentration of the e-cigarette given to smokers were significant predictors of changes in the mean WISDM score. E-cigarette sampling significantly reduced the demand parameter Omax, which measures the maximum amount of money participants estimate they would spend on cigarettes in a single day. CONCLUSIONS These data suggest that current smokers who try using an e-cigarette may experience reductions in dependence on combustible cigarettes. IMPLICATIONS The present analysis suggests that providing an e-cigarette to current cigarette smokers is likely to reduce cigarette dependence, especially if the e-cigarette delivers sufficient nicotine and is used frequently.
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Affiliation(s)
- Tracy T Smith
- Department of Psychiatry and Behavioral Sciences, Medical University of South Carolina (MUSC), Charleston, SC.,Cancer Control and Prevention, Hollings Cancer Center, MUSC, Charleston, SC
| | - Amy E Wahlquist
- Cancer Control and Prevention, Hollings Cancer Center, MUSC, Charleston, SC.,Department of Public Health Sciences, MUSC, Charleston, SC
| | - Bryan W Heckman
- Department of Psychiatry and Behavioral Sciences, Medical University of South Carolina (MUSC), Charleston, SC.,Cancer Control and Prevention, Hollings Cancer Center, MUSC, Charleston, SC
| | - K Michael Cummings
- Department of Psychiatry and Behavioral Sciences, Medical University of South Carolina (MUSC), Charleston, SC.,Cancer Control and Prevention, Hollings Cancer Center, MUSC, Charleston, SC.,Department of Public Health Sciences, MUSC, Charleston, SC
| | - Matthew J Carpenter
- Department of Psychiatry and Behavioral Sciences, Medical University of South Carolina (MUSC), Charleston, SC.,Cancer Control and Prevention, Hollings Cancer Center, MUSC, Charleston, SC.,Department of Public Health Sciences, MUSC, Charleston, SC
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14
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Swain Y, Muelken P, Skansberg A, Lanzdorf D, Haave Z, LeSage MG, Gewirtz JC, Harris AC. Higher anhedonia during withdrawal from initial opioid exposure is protective against subsequent opioid self-administration in rats. Psychopharmacology (Berl) 2020; 237:2279-2291. [PMID: 32388620 PMCID: PMC7354901 DOI: 10.1007/s00213-020-05532-w] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/29/2019] [Accepted: 04/17/2020] [Indexed: 12/15/2022]
Abstract
RATIONALE Understanding factors contributing to individual differences in vulnerability to opioid addiction is essential for developing more effective preventions and treatments, yet few reliable behavioral predictors of subsequent opioid self-administration have been identified in rodents. Sensitivity to the acute effects of initial drug exposure predicts later addiction vulnerability in both humans and animals, but the relationship between sensitivity to withdrawal from initial drug exposure and later drug use vulnerability is unclear. OBJECTIVE The goal of the current study was to evaluate whether the degree of anhedonia experienced during withdrawal from early opioid exposure predicts subsequent vulnerability to opioid self-administration. METHODS Rats were first tested for withdrawal sensitivity following acute injections of morphine (i.e., "acute dependence"), measured as elevations in intracranial self-stimulation (ICSS) thresholds (anhedonia-like behavior) during naloxone-precipitated and spontaneous withdrawal. Rats were then tested for addiction-like behavior using various measures of i.v. morphine self-administration (MSA) including acquisition, demand, extinction, and reinstatement induced by morphine, stress, and/or drug-associated cues. RESULTS Greater naloxone-precipitated withdrawal across repeated morphine injections and greater peak spontaneous withdrawal severity following a single morphine injection were associated with lower addiction-like behavior on multiple MSA measures. Withdrawal-induced anhedonia predicted a wider range of MSA measures than did any individual measure of MSA itself. CONCLUSIONS Our data establish WIA as one of the first behavioral measures to predict individual differences in opioid SA in rodents. This model promises to be useful for furthering our understanding of behavioral and neurobiological mechanisms underlying vulnerability to opioid addiction.
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Affiliation(s)
- Yayi Swain
- Hennepin Healthcare Research Institute,,University of Minnesota Department of Psychology
| | | | - Annika Skansberg
- Hennepin Healthcare Research Institute,,University of Minnesota Department of Psychology
| | - Danielle Lanzdorf
- Hennepin Healthcare Research Institute,,University of Minnesota Department of Psychology
| | - Zachary Haave
- Hennepin Healthcare Research Institute,,University of Minnesota Department of Neuroscience
| | - Mark G. LeSage
- Hennepin Healthcare Research Institute,,University of Minnesota Department of Psychology,,University of Minnesota Department of Medicine
| | - Jonathan C. Gewirtz
- University of Minnesota Department of Psychology,,University of Minnesota Department of Neuroscience
| | - Andrew C. Harris
- Hennepin Healthcare Research Institute,,University of Minnesota Department of Psychology,,University of Minnesota Department of Medicine
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15
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Hogarth L, Field M. Relative expected value of drugs versus competing rewards underpins vulnerability to and recovery from addiction. Behav Brain Res 2020; 394:112815. [PMID: 32707138 PMCID: PMC7495042 DOI: 10.1016/j.bbr.2020.112815] [Citation(s) in RCA: 35] [Impact Index Per Article: 8.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2020] [Revised: 07/13/2020] [Accepted: 07/17/2020] [Indexed: 12/13/2022]
Abstract
Behavioural economic theories of addiction contend that greater expected value of drug relative to alternative non-drug rewards is the core mechanism underpinning vulnerability to and recovery from addiction. To evaluate this claim, we exhaustively review studies with human drug users that have measured concurrent choice between drugs vs. alternative rewards, and explored individual differences. These studies show that drug choice can be modulated by drug cues, drug devaluation, imposition of costs/punishment and negative mood induction. Regarding individual differences, dependence severity was reliably associated with overall drug preference, and self-reported drug use to cope with negative affect was reliably associated with greater sensitivity to mood induced increases in drug choice. By contrast, there were no reliable individual differences in sensitivity to the effect of drug cues, drug devaluation or punishment on drug choice. These findings provide insight into the mechanisms that underpin vulnerability to dependence: vulnerability is conferred by greater relative value ascribed to drugs, and relative drug value is further augmented by negative affective states in those who report drug use coping motives. However, dependence does not appear to be characterised by abnormal cue-reactivity, habit learning or compulsion. We then briefly review emerging literature which demonstrates that therapeutic interventions and recovery from addiction might be attributed to changes in the expected relative value of drug versus alternative rewards. Finally, we outline a speculative computational account of the distortions in decision-making that precede action selection in addiction, and we explain how this account provides a blueprint for future research on the determinants of drug choice, and mechanisms of treatment and recovery from addiction. We conclude that a unified economic decision-making account of addiction has great promise in reconciling diverse addiction theories, and neuropsychological evaluation of the underlying decision mechanisms is a fruitful area for future research and treatment.
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Affiliation(s)
- Lee Hogarth
- Lee Hogarth, School of Psychology, University of Exeter, Washington Singer Building, Perry Road, Exeter EX4 4QG, UK.
| | - Matt Field
- Department of Psychology, University of Sheffield
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16
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Strickland JC, Bergeria CL. Contribution of alcohol- and cigarette-related cues to concurrent reinforcer choice in humans. Behav Processes 2020; 176:104124. [PMID: 32305455 PMCID: PMC7283006 DOI: 10.1016/j.beproc.2020.104124] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/02/2020] [Revised: 03/26/2020] [Accepted: 04/07/2020] [Indexed: 12/16/2022]
Abstract
Drug-related cues have been extensively studied for their contributions to decision-making processes involving drug consumption. Less studied is how drug-related stimuli may impact decisions involving outcomes not directly related to substance use. Studies using concurrent choice tasks have demonstrated that cocaine and cannabis cues result in robust and selective biases for monetary reinforcers contiguous with those cues. The purpose of this study was to provide a conceptual replication of these findings with alcohol and cigarettes. Participants recruited using crowdsourcing completed a cued concurrent choice task involving presentation of two cues (one drug and one neutral) followed by concurrent monetary offers below each image. Alcohol (Experiment 1; N = 103) and cigarette (Experiment 2; N = 256) visual cues were evaluated. Participants with hazardous alcohol use and current cigarette use showed greater-than-indifference selection for the alcohol- (p = .004) and cigarette-cued (p = .02) monetary choices, respectively. Qualitative responses indicated that the most popular rationale for responding was "image quality" despite images having no explicit impact on the reinforcer received. Low alcohol use (p = .03) and non-cigarette using controls (p < .001) showed an avoidance bias with lower-than-indifference selection for drug-cued choices. These findings replicate and extend observations that spatially contiguous drug-related cues can bias decisions involving concurrently presented non-drug reinforcers.
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Affiliation(s)
- Justin C Strickland
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, 5510 Nathan Shock Drive, Baltimore, MD 21224, USA.
| | - Cecilia L Bergeria
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, 5510 Nathan Shock Drive, Baltimore, MD 21224, USA
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17
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Lawn W, Mithchener L, Freeman TP, Benattayallah A, Bisby JA, Wall MB, Dodds CM, Curran HV, Morgan CJA. Value-based decision-making of cigarette and nondrug rewards in dependent and occasional cigarette smokers: An FMRI study. Addict Biol 2020; 25:e12802. [PMID: 31328850 DOI: 10.1111/adb.12802] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/24/2018] [Revised: 04/22/2019] [Accepted: 05/29/2019] [Indexed: 11/27/2022]
Abstract
Little is known about the neural functioning that underpins drug valuation and choice in addiction, including nicotine dependence. Following ad libitum smoking, 19 dependent smokers (smoked≥10/day) and 19 occasional smokers (smoked 0.5-5/week) completed a decision-making task. First, participants stated how much they were willing-to-pay for various amounts of cigarettes and shop vouchers. Second, during functional magnetic resonance imaging, participants decided if they wanted to buy these cigarettes and vouchers for a set amount of money. We examined decision-making behaviour and brain activity when faced with cigarette and voucher decisions, purchasing (vs not purchasing) cigarettes and vouchers, and "value signals" where brain activity correlated with cigarette and voucher value. Dependent smokers had a higher willingness-to-pay for cigarettes and greater activity in the bilateral middle temporal gyrus when faced with cigarette decisions than occasional smokers. Across both groups, the decision to buy cigarettes was associated with activity in the left paracingulate gyrus, right nucleus accumbens, and left amygdala. The decision to buy vouchers was associated with activity in the left superior frontal gyrus, but dependent smokers showed weaker activity in the left posterior cingulate gyrus than occasional smokers. Across both groups, cigarette value signals were observed in the left striatum and ventromedial prefrontal cortex. To summarise, nicotine dependence was associated with greater behavioural valuation of cigarettes and brain activity during cigarette decisions. When purchasing cigarettes and vouchers, reward and decision-related brain regions were activated in both groups. For the first time, we identified value signals for cigarettes in the brain.
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Affiliation(s)
- Will Lawn
- Clinical Psychopharmacology Unit, University College London, UK
| | - Ludo Mithchener
- Clinical Psychopharmacology Unit, University College London, UK
| | - Tom P Freeman
- Clinical Psychopharmacology Unit, University College London, UK
- National Addiction Centre, Institute of Psychiatry, Psychology and Neuroscience, King's College London, UK
- Addiction and Mental Health Group (AIM), University of Bath, UK
| | | | - James A Bisby
- Institute of Cognitive Neuroscience, University College London, UK
| | - Matt B Wall
- Clinical Psychopharmacology Unit, University College London, UK
- Invicro, Invicro London, UK
| | | | - Helen V Curran
- Clinical Psychopharmacology Unit, University College London, UK
| | - Celia J A Morgan
- Clinical Psychopharmacology Unit, University College London, UK
- Psychopharmacology and Addiction Research Centre, University of Exeter, UK
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18
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Hogarth L. Addiction is driven by excessive goal-directed drug choice under negative affect: translational critique of habit and compulsion theory. Neuropsychopharmacology 2020; 45:720-735. [PMID: 31905368 PMCID: PMC7265389 DOI: 10.1038/s41386-020-0600-8] [Citation(s) in RCA: 127] [Impact Index Per Article: 31.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/05/2019] [Revised: 12/09/2019] [Accepted: 12/18/2019] [Indexed: 01/21/2023]
Abstract
Drug addiction may be a goal-directed choice driven by excessive drug value in negative affective states, a habit driven by strong stimulus-response associations, or a compulsion driven by insensitivity to costs imposed on drug seeking. Laboratory animal and human evidence for these three theories is evaluated. Excessive goal theory is supported by dependence severity being associated with greater drug choice/economic demand. Drug choice is demonstrably goal-directed (driven by the expected value of the drug) and can be augmented by stress/negative mood induction and withdrawal-effects amplified in those with psychiatric symptoms and drug use coping motives. Furthermore, psychiatric symptoms confer risk of dependence, and coping motives mediate this risk. Habit theory of addiction has weaker support. Habitual behaviour seen in drug-exposed animals often does not occur in complex decision scenarios, or where responding is rewarded, so habit is unlikely to explain most human addictive behaviour where these conditions apply. Furthermore, most human studies have not found greater propensity to habitual behaviour in drug users or as a function of dependence severity, and the minority that have can be explained by task disengagement producing impaired explicit contingency knowledge. Compulsion theory of addiction also has weak support. The persistence of punished drug seeking in animals is better explained by greater drug value (evinced by the association with economic demand) than by insensitivity to costs. Furthermore, human studies have provided weak evidence that propensity to discount cost imposed on drug seeking is associated with dependence severity. These data suggest that human addiction is primarily driven by excessive goal-directed drug choice under negative affect, and less by habit or compulsion. Addiction is pathological because negative states powerfully increase expected drug value acutely outweighing abstinence goals.
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Affiliation(s)
- Lee Hogarth
- School of Psychology, University of Exeter, Washington Singer Building, Perry Road, Exeter, EX4 4QG, UK.
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19
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Strickland JC, Campbell EM, Lile JA, Stoops WW. Utilizing the commodity purchase task to evaluate behavioral economic demand for illicit substances: a review and meta-analysis. Addiction 2020; 115:393-406. [PMID: 31454109 DOI: 10.1111/add.14792] [Citation(s) in RCA: 32] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/06/2019] [Revised: 05/17/2019] [Accepted: 08/20/2019] [Indexed: 12/15/2022]
Abstract
BACKGROUND ANDAIMS The commodity purchase task is a simulated demand procedure that is easy and quick to complete (< 5 minutes) as well as adaptable for remote delivery and use with varied study populations. The purpose of this meta-analysis was to synthesize research using the commodity purchase task with illicit substances to evaluate the magnitude of omnibus effects sizes and moderators of the correlation of demand indices with quantity-frequency (QF) and severity measures. DESIGN Random-effects meta-analyses and meta-regressions involving studies with cross-sectional correlational designs. SETTING AND PARTICIPANTS Eleven studies, 10 outcomes and 2146 participants from two countries (USA and UK) published up to 1 October 2018. MEASUREMENTS Omnibus effect sizes (correlation coefficients) of five demand indices from the commodity purchase task [intensity (unconstrained consumption), elasticity (price sensitivity), Omax (maximum expenditure), Pmax (price at maximum expenditure) and breakpoint (first price of zero consumption)] with QF and severity measures. Meta-regression models tested moderators of effect sizes (i.e. sample age and sex composition, commodity type and number of prices used in the commodity purchase task). FINDINGS Significant omnibus effect sizes were observed with QF and severity measures for intensity (r = 0.32/0.28, QF/severity, respectively), elasticity (r = -0.14/-0.18), Omax (r = 0.30/0.29) and breakpoint (r = 0.17/0.22) values. Pmax was only significantly associated with severity measures (r = 0.15). The percentage of female participants and number of prices used in the purchase task significantly moderated Pmax and breakpoint effect-size estimates in that stronger associations were observed in samples with a greater percentage of women and in studies using tasks with more price points. Commodity type (cannabis versus cocaine) did not significantly moderate associations involving any demand index. CONCLUSIONS Behavioral economic demand as measured by the commodity purchase task is consistently correlated with measures of illicit substance use quantity-frequency and severity.
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Affiliation(s)
- Justin C Strickland
- Department of Psychology, University of Kentucky College of Arts and Sciences, Lexington, KY, USA
| | - Ethan M Campbell
- Department of Behavioral Science, University of Kentucky College of Medicine, Lexington, KY, USA
| | - Joshua A Lile
- Department of Psychology, University of Kentucky College of Arts and Sciences, Lexington, KY, USA.,Department of Behavioral Science, University of Kentucky College of Medicine, Lexington, KY, USA.,Department of Psychiatry, University of Kentucky College of Medicine, Lexington, KY, USA
| | - William W Stoops
- Department of Psychology, University of Kentucky College of Arts and Sciences, Lexington, KY, USA.,Department of Behavioral Science, University of Kentucky College of Medicine, Lexington, KY, USA.,Department of Psychiatry, University of Kentucky College of Medicine, Lexington, KY, USA.,Center on Drug and Alcohol Research, University of Kentucky College of Medicine, Lexington, KY, USA
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20
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Aston ER, Cassidy RN. Behavioral economic demand assessments in the addictions. Curr Opin Psychol 2019; 30:42-47. [PMID: 30807957 PMCID: PMC6661217 DOI: 10.1016/j.copsyc.2019.01.016] [Citation(s) in RCA: 31] [Impact Index Per Article: 6.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/01/2018] [Revised: 01/18/2019] [Accepted: 01/21/2019] [Indexed: 12/14/2022]
Abstract
Behavioral economics in the addictions is the application of both economics and psychology to study multifaceted components of substance use decision-making behavior. One such component is demand: the relative value of a substance for a user (i.e., the association between drug use and cost). The degree to which a user values a substance can be measured via performance on hypothetical purchase tasks which replicate drug purchase and consumption. Demand has been evaluated across substances, including alcohol, marijuana, tobacco, and alternative tobacco products. Recent advances in the study of demand have greatly improved the assessment of drug value, including application to novel products, selection of optimal task unit, assessment of demand in naïve or potential future users, and the importance of instructional set specificity.
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Affiliation(s)
- Elizabeth R Aston
- Center for Alcohol and Addiction Studies, Brown University School of Public Health, Providence, RI, 02912, United States; Department of Behavioral and Social Sciences, Brown University School of Public Heath, Providence, RI, 02912, United States.
| | - Rachel N Cassidy
- Center for Alcohol and Addiction Studies, Brown University School of Public Health, Providence, RI, 02912, United States; Department of Behavioral and Social Sciences, Brown University School of Public Heath, Providence, RI, 02912, United States
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21
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González-Roz A, Jackson J, Murphy C, Rohsenow DJ, MacKillop J. Behavioral economic tobacco demand in relation to cigarette consumption and nicotine dependence: a meta-analysis of cross-sectional relationships. Addiction 2019; 114:1926-1940. [PMID: 31313403 PMCID: PMC7837316 DOI: 10.1111/add.14736] [Citation(s) in RCA: 42] [Impact Index Per Article: 8.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/10/2018] [Revised: 02/13/2019] [Accepted: 06/28/2019] [Indexed: 12/29/2022]
Abstract
BACKGROUND AND AIMS A cigarette purchase task (CPT) aims to characterize individual variation in the reinforcing value of tobacco. This meta-analysis estimated the associations between cigarette demand, tobacco consumption and nicotine dependence using this task. DESIGN A meta-analysis of cross-sectional studies identified by PubMed and PsycINFO databases was conducted. Fixed- and random-effects models were used. The study also examined the model used to derive elasticity of demand (exponential or exponentiated) as a potential moderator. Publication bias was assessed using 'fail-safe N', Begg-Mazumdar test, Egger's test, Tweedie's trim-and-fill approach and meta-regression of publication year with effect size. SETTING Studies from any setting that reported coefficient correlations on the tested associations. PARTICIPANTS Daily cigarette users (i.e. 5 to 38 cigarettes per day; n = 7649). MEASUREMENTS Cigarette consumption, nicotine dependence and five tobacco demand indicators: intensity (i.e. consumption at no cost), elasticity (i.e. sensitivity to rises in costs), Omax (maximum expenditure), Pmax (i.e. price at which consumption becomes elastic) and breakpoint (i.e. price at which consumption ceases). FINDINGS Twenty-three studies met inclusion criteria. All the CPT indices were significantly correlated with smoking behavior (rs = 0.044-0.572, Ps = 0.012-10-8 ). Medium-to-large effect size associations were present for intensity, Omax, and elasticity, whereas small effects were obtained for breakpoint and Pmax . Evidence of a moderating effect of the different elasticity modeling approaches was not present. There was limited evidence of publication bias. CONCLUSIONS All five demand indices derived from the cigarette purchase task by (CPT) were robustly associated with cigarette consumption and tobacco dependence. Of the demand indices, maximum expenditure, intensity and elasticity exhibited the largest magnitude associations.
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Affiliation(s)
- Alba González-Roz
- Faculty of Psychology, University of Oviedo
- Peter Boris Centre for Addictions Research, McMaster University & St. Joseph’s Healthcare Hamilton
| | - Jacob Jackson
- Peter Boris Centre for Addictions Research, McMaster University & St. Joseph’s Healthcare Hamilton
| | - Cara Murphy
- Center for Alcohol and Addiction Studies, Brown University
| | | | - James MacKillop
- Peter Boris Centre for Addictions Research, McMaster University & St. Joseph’s Healthcare Hamilton
- Center for Alcohol and Addiction Studies, Brown University
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22
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Zvorsky I, Nighbor TD, Kurti AN, DeSarno M, Naudé G, Reed DD, Higgins ST. Sensitivity of hypothetical purchase task indices when studying substance use: A systematic literature review. Prev Med 2019; 128:105789. [PMID: 31400376 PMCID: PMC6879840 DOI: 10.1016/j.ypmed.2019.105789] [Citation(s) in RCA: 85] [Impact Index Per Article: 17.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/06/2019] [Revised: 07/30/2019] [Accepted: 08/06/2019] [Indexed: 01/09/2023]
Abstract
Hypothetical Purchase Tasks (HPTs) simulate demand for a substance as a function of escalating price. HPTs are increasingly used to examine relationships between substance-related correlates and outcomes and demand typically characterized using a common battery of indices (Intensity, Omax, Pmax, Breakpoint, Elasticity). This review examines the relative sensitivity of the HPT indices. Reports were identified using the search term "purchase task" in PubMed and Web of Science. For inclusion, reports had to be original studies in English, examine relationships between HPT indices and substance-related correlates or outcomes, and appear in a peer-reviewed journal through December 2017. Indices were compared using effect sizes (Cohen's d) and the proportion of studies in which statistically significant relationships were observed. The search identified 1274 reports with 114 (9%) receiving full-text review and 82 (6%) meeting inclusion criteria. 41 reports examined alcohol, 34 examined cigarettes/nicotine products, and 10 examined other substances. Overall, statistically significant relationships between HPT indices and substance-related correlates and outcomes were most often reported for Intensity (88.61%, 70/79), followed by Omax (81.16%, 56/69), Elasticity (72.15%, 57/59), Breakpoint (62.12%, 41/66), and Pmax (48.08%; 25/52). The largest effect sizes were observed for Intensity (0.75 ± 0.04, CI 0.67-0.84) and Omax (0.64 ± 0.04, CI 0.56-0.71), followed by Elasticity (0.44 ± 0.04, CI 0.37-0.51), Breakpoint (0.30 ± 0.03, CI 0.25-0.36), and Pmax (0.25 ± 0.04, CI 0.18-0.33). Patterns were largely consistent across substances. In conclusion, HPTs can be highly effective in revealing relationships between demand and substance-related correlates and outcomes, with Intensity and Omax exhibiting the greatest sensitivity.
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Affiliation(s)
- Ivori Zvorsky
- Vermont Center on Behavior and Health, United States of America; Department of Psychiatry, University of Vermont, United States of America; Department of Psychological Science, University of Vermont, United States of America
| | - Tyler D Nighbor
- Vermont Center on Behavior and Health, United States of America; Department of Psychiatry, University of Vermont, United States of America
| | - Allison N Kurti
- Vermont Center on Behavior and Health, United States of America; Department of Psychiatry, University of Vermont, United States of America; Department of Psychological Science, University of Vermont, United States of America
| | - Michael DeSarno
- Department of Biomedical Statistics, University of Vermont, United States of America
| | - Gideon Naudé
- Cofrin Logan Center for Addiction Research and Treatment, University of Kansas, United States of America
| | - Derek D Reed
- Cofrin Logan Center for Addiction Research and Treatment, University of Kansas, United States of America
| | - Stephen T Higgins
- Vermont Center on Behavior and Health, United States of America; Department of Psychiatry, University of Vermont, United States of America; Department of Psychological Science, University of Vermont, United States of America.
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23
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Tucker MR, Laugesen M, Grace RC. Estimating Demand and Cross-Price Elasticity for Very Low Nicotine Content (VLNC) Cigarettes Using a Simulated Demand Task. Nicotine Tob Res 2019; 20:843-850. [PMID: 28340034 DOI: 10.1093/ntr/ntx051] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2016] [Accepted: 03/01/2017] [Indexed: 11/13/2022]
Abstract
Introduction Very Low Nicotine Content (VLNC) cigarettes might be useful as part of a tobacco control strategy, but relatively little is known about their acceptability as substitutes for regular cigarettes. We compared subjective effects and demand for regular cigarettes and VLNC cigarettes, and estimated cross-price elasticity for VLNC cigarettes, using simulated demand tasks. Method Forty New Zealand smokers sampled a VLNC cigarette and completed Cigarette Purchase Tasks to indicate their demand for regular cigarettes and VLNC cigarettes at a range of prices, and a cross-price task indicating how many regular cigarettes and VLNC cigarettes they would purchase at 0.5x, 1x, and 2x the current market price for regular cigarettes, assuming the price of VLNC cigarettes remained constant. They also rated the subjective effects of the VLNC cigarette and their usual-brand regular cigarettes. Results Cross-price elasticity for VLNC cigarettes was estimated as 0.32 and was significantly positive, indicating that VLNC cigarettes are partially substitutable for regular cigarettes. VLNC cigarettes were rated as less satisfying and psychologically rewarding than regular cigarettes, but this was unrelated to demand or substitutability. Conclusion VLNC cigarettes are potentially substitutable for regular cigarettes. Their availability may reduce tobacco consumption, nicotine intake and addiction; making it easier for smokers to quit. Implications VLNC cigarettes share the behavioral and sensory components of smoking while delivering negligible levels of nicotine. Although smokers rated VLNCs as less satisfying than regular cigarettes, smokers said they would increase their consumption of VLNCs as the price of regular cigarettes increased, if VLNCs were available at a lower price. This suggests that VLNCs are partially substitutable for regular cigarettes. VLNCs can be part of an effective tobacco control strategy, by reducing nicotine dependence and improving health and financial outcomes for smokers.
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Affiliation(s)
- Megan R Tucker
- University of Canterbury, Department of Psychology, Christchurch, New Zealand
| | - Murray Laugesen
- University of Canterbury, Department of Psychology, Christchurch, New Zealand.,Health New Zealand Ltd., Christchurch, New Zealand
| | - Randolph C Grace
- University of Canterbury, Department of Psychology, Christchurch, New Zealand
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24
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Strickland JC, Lile JA, Stoops WW. Evaluating non-medical prescription opioid demand using commodity purchase tasks: test-retest reliability and incremental validity. Psychopharmacology (Berl) 2019; 236:2641-2652. [PMID: 30927021 PMCID: PMC6990908 DOI: 10.1007/s00213-019-05234-y] [Citation(s) in RCA: 37] [Impact Index Per Article: 7.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/13/2018] [Accepted: 03/19/2019] [Indexed: 10/27/2022]
Abstract
RATIONALE Non-medical prescription opioid use and opioid use disorder (OUD) present a significant public health concern. Identifying behavioral mechanisms underlying OUD will assist in developing improved prevention and intervention approaches. Behavioral economic demand has been extensively evaluated as a measure of reinforcer valuation for alcohol and cigarettes, whereas prescription opioids have received comparatively little attention. OBJECTIVES Utilize a purchase task procedure to measure the incremental validity and test-retest reliability of opioid demand. METHODS Individuals reporting past year non-medical prescription opioid use were recruited using the crowdsourcing platform Amazon Mechanical Turk (mTurk). Participants completed an opioid purchase task as well as measures of cannabis demand, delay discounting, and self-reported pain. A 1-month follow-up was used to evaluate test-retest reliability. RESULTS More intense and inelastic opioid demand was associated with OUD and more intense cannabis demand was associated with cannabis use disorder. Multivariable models indicated that higher opioid intensity and steeper opioid delay discounting rates each significantly and uniquely predicted OUD. Increased opioid demand intensity, but not elasticity, was associated with higher self-reported pain, and no relationship was observed with perceived pain relief from opioids. Opioid demand showed acceptable-to-good test-retest reliability (e.g., intensity rxx = .75; elasticity rxx = .63). Temporal reliability was lower for cannabis demand (e.g., intensity rxx = .53; elasticity rxx = .58) and discounting rates (rxx = .42-.61). CONCLUSIONS Opioid demand was incrementally valid and test-retest reliable as measured by purchase tasks. These findings support behavioral economic demand as a clinically useful measure of drug valuation that is sensitive to individual difference variables.
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Affiliation(s)
- Justin C Strickland
- Department of Psychology, University of Kentucky College of Arts and Sciences, 171 Funkhouser Drive, Lexington, KY, 40506-0044, USA.
| | - Joshua A Lile
- Department of Psychology, University of Kentucky College of Arts and Sciences, 171 Funkhouser Drive, Lexington, KY, 40506-0044, USA
- Department of Behavioral Science, University of Kentucky College of Medicine, 1100 Veterans Drive, Medical Behavioral Science Building Room 140, Lexington, KY, 40536, USA
- Department of Psychiatry, University of Kentucky College of Medicine, 3470 Blazer Parkway, Lexington, KY, 40509, USA
| | - William W Stoops
- Department of Psychology, University of Kentucky College of Arts and Sciences, 171 Funkhouser Drive, Lexington, KY, 40506-0044, USA
- Department of Behavioral Science, University of Kentucky College of Medicine, 1100 Veterans Drive, Medical Behavioral Science Building Room 140, Lexington, KY, 40536, USA
- Department of Psychiatry, University of Kentucky College of Medicine, 3470 Blazer Parkway, Lexington, KY, 40509, USA
- Center on Drug and Alcohol Research, University of Kentucky College of Medicine, 845 Angliana Ave, Lexington, KY, 40508, USA
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25
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A concurrent pictorial drug choice task marks multiple risk factors in treatment-engaged smokers and drinkers. Behav Pharmacol 2019; 29:716-725. [PMID: 30169375 DOI: 10.1097/fbp.0000000000000421] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Abstract
Concurrent choice tasks, where participants choose between a drug versus natural reward, predict dependence vulnerability in animals and humans. However, the sensitivity of concurrent choice tasks to multiple risk factors in treatment-engaged drug users has not been comprehensively tested. In experiment 1, 33 recently hospitalized smokers who were engaged with the smoking cessation service made forced choices between enlarging pictures of people smoking versus not smoking. In experiment 2, 48 drinkers who were engaged in an outpatient alcohol treatment service made forced choices between enlarging pictures of alcohol versus food. In these experiments, percent drug picture choice was significantly associated with dependence severity, craving, self-reported reasons for drug use (negative coping and cued craving), depression, anxiety, withdrawal intolerance, drug use frequency prior to treatment, and current abstinence status (coefficients ranged from r=0.39 to 0.66). The concurrent pictorial drug choice task is sensitive to multiple risk factors in clinical, treatment-engaged drug users, and may be used to identify individuals requiring more support, to test experimental treatment manipulations, and to translate to animal concurrent self-administration procedures.
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Strickland JC, Alcorn JL, Stoops WW. Using behavioral economic variables to predict future alcohol use in a crowdsourced sample. J Psychopharmacol 2019; 33:779-790. [PMID: 30789298 DOI: 10.1177/0269881119827800] [Citation(s) in RCA: 21] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/12/2023]
Abstract
BACKGROUND Theoretical perspectives at the intersection of behavioral economics and operant theory have resulted in numerous advances for addiction science. Three mechanisms (i.e. behavioral economic demand [consumption-price relationships], delay discounting [reinforcer devaluation with delay], and proportionate alcohol-related reinforcement [relative reinforcement attributable to alcohol]) are proposed to contribute to problematic alcohol use. Limited research has evaluated the unique contribution of these mechanisms for predicting future alcohol consumption. AIM The purpose of this study was to evaluate the predictive relationship between these mechanisms and self-reported alcohol use frequency, quantity, and severity. METHODS Participants (n=223) sampled from the crowdsourcing website Amazon Mechanical Turk completed a survey containing behavioral economic measures. Weekly reports of daily alcohol use were then collected for 18 weeks. Unadjusted and adjusted models determined the association between behavioral economic variables and alcohol use. RESULTS/OUTCOMES Behavioral economic measures were associated with alcohol and soda use at baseline in a stimulus-selective manner (e.g. alcohol demand associated with alcohol, but not soda, variables). Predictive models adjusted for Alcohol Use Disorder Identification Test scores indicated that increased proportionate alcohol-related reinforcement and behavioral economic demand were uniquely and incrementally associated with frequency (e.g. adjusted odds ratio (AOR)=5.54 for proportionate alcohol-related reinforcement, p<0.05) and quantity-severity measures (e.g. AOR=7.58 for alcohol demand intensity, p<0.001), respectively. Test-retest reliability was generally acceptable (rxx=0.42-0.76) with the exception of proportionate alcohol-related reinforcement (rxx=0.29). CONCLUSION/INTERPRETATION These findings indicate the unique, predictive, and incremental validity of behavioral economic measures for evaluating future alcohol consumption, supporting their continued use in addiction science research.
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Affiliation(s)
- Justin C Strickland
- 1 Department of Psychology, University of Kentucky College of Arts and Sciences, Lexington, KY, USA
| | - Joseph L Alcorn
- 2 Department of Behavioral Science, University of Kentucky College of Medicine, Lexington, KY, USA
| | - William W Stoops
- 1 Department of Psychology, University of Kentucky College of Arts and Sciences, Lexington, KY, USA.,4 Center on Drug and Alcohol Research, University of Kentucky College of Medicine, Lexington, KY, USA
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Strickland JC, Lile JA, Stoops WW. Contribution of cannabis-related cues to concurrent reinforcer choice in humans. Drug Alcohol Depend 2019; 199:85-91. [PMID: 31029879 PMCID: PMC6615729 DOI: 10.1016/j.drugalcdep.2019.02.022] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/07/2018] [Revised: 01/22/2019] [Accepted: 02/09/2019] [Indexed: 01/16/2023]
Abstract
BACKGROUND Drug-related cues play a critical role in the development and persistence of substance use disorder. Few human laboratory studies have evaluated how these cues contribute to decisions between concurrently presented reinforcers, and none have examined the specific role of cannabis cues. This study evaluated the contribution of cannabis-related cues to concurrent monetary reinforcer choice in humans. METHODS Participants with a cannabis use history (i.e., use in the past two weeks and 50 or more lifetime uses; n = 71) and controls without this history (i.e., 5 or less lifetime uses; n = 79) were recruited using Amazon Mechanical Turk. A cued concurrent choice task was used in which cannabis trials presented two cues (one cannabis and one neutral) side-by-side followed by concurrent monetary offers below each image. The primary dependent measure was choice for cannabis-cued monetary reinforcers on equal value trials. Secondary analyses evaluated individual difference variables related to choice bias. RESULTS Participants in the cannabis group showed a significant bias for cannabis-cued choices (mean 76.0%) whereas participants in the control group showed a significant bias against cannabis-cued choices (mean 30.3%). Reaction times on cannabis trials were faster than neutral filler trials and did not differ by group. Cannabis-cued choice was significantly associated with more frequent cannabis use (r = .44), higher cannabis demand intensity (r = .28), and lower cannabis elasticity (r = -.30). CONCLUSIONS These findings suggest that cannabis-related cues can influence reinforcer choice and potentially promote disadvantageous decision-making related to non-drug reinforcers.
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Affiliation(s)
- Justin C Strickland
- Department of Psychology, University of Kentucky College of Arts and Sciences, 171 Funkhouser Drive, Lexington, KY, 40506, USA.
| | - Joshua A Lile
- Department of Psychology, University of Kentucky College of Arts and Sciences, 171 Funkhouser Drive, Lexington, KY, 40506, USA; Department of Behavioral Science, University of Kentucky College of Medicine, 1100 Veterans Drive, Medical Behavioral Science Building Room 140, Lexington, KY, 40536, USA; Department of Psychiatry, University of Kentucky College of Medicine, 3470 Blazer Parkway, Lexington, KY, 40509, USA
| | - William W Stoops
- Department of Psychology, University of Kentucky College of Arts and Sciences, 171 Funkhouser Drive, Lexington, KY, 40506, USA; Department of Behavioral Science, University of Kentucky College of Medicine, 1100 Veterans Drive, Medical Behavioral Science Building Room 140, Lexington, KY, 40536, USA; Department of Psychiatry, University of Kentucky College of Medicine, 3470 Blazer Parkway, Lexington, KY, 40509, USA; Center on Drug and Alcohol Research, University of Kentucky College of Medicine, 845 Angliana Ave, Lexington, KY, 40508, USA
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Schwartz LP, Roma PG, Henningfield JE, Hursh SR, Cone EJ, Buchhalter AR, Fant RV, Schnoll SH. Behavioral economic demand metrics for abuse deterrent and abuse potential quantification. Drug Alcohol Depend 2019; 198:13-20. [PMID: 30861390 DOI: 10.1016/j.drugalcdep.2019.01.022] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/04/2018] [Revised: 12/14/2018] [Accepted: 01/27/2019] [Indexed: 12/29/2022]
Abstract
INTRODUCTION Behavioral economics provides a framework for quantifying drug abuse potential that can inform public health risk, clinical treatment, and research. Hypothetical purchase task (HPT) questionnaires may provide a low-cost and sensitive method by which to measure and predict the appeal of pharmaceutical drugs that differ by formulation. However, the validity of this type of analysis must be empirically established by comparing the "essential value" (EV) of different drugs across subgroups. PROCEDURES This pilot study used HPT assessments and the Exponential Model of Demand to quantify the EV of opioid medications-specifically, easily tampered formulations versus (vs.) abuse-deterrent formulations-in patients with a history of opioid abuse. MAIN FINDINGS Participants had more inelastic demand for opioid pills than for cigarettes and alcohol. Participants with experience manipulating pills (M group) had more inelastic demand for standard pills vs. participants with no manipulation experience (NM group), and the M group had a more elastic demand for the abuse-deterrent opioid pill than for the standard pill. There was no effect of formulation in the NM group and there was no difference in demand elasticity for abuse-deterrent pills between the two groups. There was a positive correlation between the EVs of different drugs, and between some behavioral economic indices and treatment variables. CONCLUSIONS Our results suggest that HPTs may provide a sensitive measure of abuse potential that can distinguish between different formulations in at-risk populations.
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Affiliation(s)
- Lindsay P Schwartz
- Institutes for Behavior Resources, 2104 Maryland Ave, Baltimore, MD, 21218, USA.
| | - Peter G Roma
- Behavioral Health and Performance Laboratory, Biomedical Research and Environmental Sciences Division, KBRwyle/NASA Johnson Space Center, Houston, TX, USA; Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, 1800 Orleans St., Baltimore, MD, 21287, USA
| | - Jack E Henningfield
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, 1800 Orleans St., Baltimore, MD, 21287, USA; Pinney Associates, 4800 Montgomery Ln #400, Bethesda, MD, 20814, USA
| | - Steven R Hursh
- Institutes for Behavior Resources, 2104 Maryland Ave, Baltimore, MD, 21218, USA; Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, 1800 Orleans St., Baltimore, MD, 21287, USA
| | - Edward J Cone
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, 1800 Orleans St., Baltimore, MD, 21287, USA; Pinney Associates, 4800 Montgomery Ln #400, Bethesda, MD, 20814, USA
| | | | - Reginald V Fant
- Pinney Associates, 4800 Montgomery Ln #400, Bethesda, MD, 20814, USA
| | - Sidney H Schnoll
- Pinney Associates, 4800 Montgomery Ln #400, Bethesda, MD, 20814, USA
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Bergeria CL, Heil SH, Davis DR, Streck JM, Sigmon SC, Bunn JY, Tidey JW, Arger CA, Reed DD, Gallagher T, Hughes JR, Gaalema DE, Stitzer ML, Higgins ST. Evaluating the utility of the modified cigarette evaluation questionnaire and cigarette purchase task for predicting acute relative reinforcing efficacy of cigarettes varying in nicotine content. Drug Alcohol Depend 2019; 197:56-64. [PMID: 30776572 PMCID: PMC6440849 DOI: 10.1016/j.drugalcdep.2019.01.004] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/16/2018] [Revised: 01/03/2019] [Accepted: 01/05/2019] [Indexed: 11/19/2022]
Abstract
BACKGROUND Nicotine is the addictive component in cigarettes that maintain cigarette smoking that subsequently leads to morbidity and mortality. Methods for assessing the abuse liability of cigarettes are essential to inform new tobacco product standards. This secondary analysis evaluated the utility of one subjective effects measure, the modified Cigarette Evaluation Questionnaire (mCEQ), and one behavioral economic task, the Cigarette Purchase Task (CPT), for predicting acute relative reinforcing efficacy measured by concurrent choice Self-Administration (SA). METHODS Smokers (N = 169) belonging to one of three vulnerable populations participated in a multi-site, double-blind study evaluating research cigarettes with varying levels of nicotine (0.4, 2.4, 5.2, 15.8 mg/g). Participants sampled cigarettes and completed the mCEQ and CPT. In subsequent sessions, cigarette preference was assessed using a concurrent choice SA procedure. Mixed-model repeated measures analysis of variance tests were used to evaluate the utility of the mCEQ subscales and CPT indices for predicting preference for the higher compared to lower nicotine content cigarettes. In addition, stepwise regressions were used to determine which subscales and indices independently predicted concurrent choice SA. RESULTS Greater increases on the Satisfaction and Enjoyment of Respiratory Tract Sensations mCEQ subscales independently predicted higher dose preference in concurrent choice testing. Elasticity was the only CPT index that predicted choice. However, its predictive utility differed by dose among opioid-maintained individuals. CONCLUSION The mCEQ and CPT predict behavioral measures of relative reinforcing efficacy as assessed in concurrent choice SA, with the mCEQ Satisfaction and Enjoyment of Respiratory Tract Sensations subscales being the strongest independent predictors.
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Affiliation(s)
- Cecilia L Bergeria
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Sarah H Heil
- Departments of Psychiatry and Psychological Science, Vermont Center on Behavior and Health, University of Vermont, Burlington, VT, USA.
| | - Danielle R Davis
- Departments of Psychiatry and Psychological Science, Vermont Center on Behavior and Health, University of Vermont, Burlington, VT, USA
| | - Joanna M Streck
- Departments of Psychiatry and Psychological Science, Vermont Center on Behavior and Health, University of Vermont, Burlington, VT, USA
| | - Stacey C Sigmon
- Departments of Psychiatry and Psychological Science, Vermont Center on Behavior and Health, University of Vermont, Burlington, VT, USA
| | - Janice Y Bunn
- Departments of Psychiatry and Psychological Science, Vermont Center on Behavior and Health, University of Vermont, Burlington, VT, USA
| | - Jennifer W Tidey
- Center for Alcohol and Addiction Studies, Brown University, Providence, RI, USA
| | - Chris A Arger
- Departments of Psychiatry and Psychological Science, Vermont Center on Behavior and Health, University of Vermont, Burlington, VT, USA
| | - Derek D Reed
- Department of Applied Behavioral Science, Cofrin Logan Center for Addiction Research and Treatment, University of Kansas, Lawrence, KS, USA
| | - Thomas Gallagher
- Departments of Psychiatry and Psychological Science, Vermont Center on Behavior and Health, University of Vermont, Burlington, VT, USA
| | - John R Hughes
- Departments of Psychiatry and Psychological Science, Vermont Center on Behavior and Health, University of Vermont, Burlington, VT, USA
| | - Diann E Gaalema
- Departments of Psychiatry and Psychological Science, Vermont Center on Behavior and Health, University of Vermont, Burlington, VT, USA
| | - Maxine L Stitzer
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Stephen T Higgins
- Departments of Psychiatry and Psychological Science, Vermont Center on Behavior and Health, University of Vermont, Burlington, VT, USA
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Abstract
The overarching goal of the present study was to determine whether a behavioral economic framework of demand analysis is applicable to texting while driving. To this end, we developed a novel hypothetical task designed to quantify the intensity and elasticity of the demand for social interaction from texting while driving. This task involved a scenario in which participants receive a text message while driving, and they rated the likelihood of replying to a text message immediately versus waiting to reply until arriving at a destination when the amounts of a fine for texting while driving ranged from $1 to $300. To assess the construct validity of the task, the scenario presented two delays to a destination (15 min and 60 min). The demand for social interaction from texting was more intense (greater at the lowest amount of the fine) and less elastic (less sensitive to the increase in the amounts of the fine) for drivers who self-reported a higher frequency of texting while driving than for those who self-reported a lower frequency of texting while driving. Demand was also more intense and less elastic under the 60-min delay condition than under the 15-min condition. The results of this proof-of-concept study suggest that behavioral economic demand analyses are potentially useful for understanding and predicting texting while driving.
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MacKillop J, Goldenson NI, Kirkpatrick MG, Leventhal AM. Validation of a behavioral economic purchase task for assessing drug abuse liability. Addict Biol 2019; 24:303-314. [PMID: 29314376 DOI: 10.1111/adb.12592] [Citation(s) in RCA: 21] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/30/2017] [Revised: 10/17/2017] [Accepted: 11/26/2017] [Indexed: 12/18/2022]
Abstract
Behavioral economic purchase tasks quantify drug demand (i.e. reinforcing value of a drug) and have been used extensively to assess the value of various drugs among current users. However, purchase tasks have been rarely used with unfamiliar drugs to address a compound's abuse liability, and the current study sought to validate the paradigm in this capacity. Using a double-blind placebo-controlled within-subjects drug challenge design, the study evaluated differential drug demand on an experimental drug purchase task for a 20 mg dose of oral D-amphetamine (versus placebo), a prototypic psychostimulant, in 98 stimulant-naïve participants. Compared with placebo, amphetamine significantly increased intensity, breakpoint and Omax , and significantly decreased elasticity. Mechanistic analyses revealed that Omax and breakpoint mediated the relationship between subjective drug effects and 'willingness to take again', a putative indicator of liability via motivation for future drug-seeking behavior. These findings validate the purchase task paradigm for quantifying the reinforcing value and, in turn, abuse liability of unfamiliar compounds, providing a foundation for a variety of future applications.
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Affiliation(s)
- James MacKillop
- Peter Boris Centre for Addictions Research; McMaster University/St. Joseph's Healthcare Hamilton; Hamilton Canada
| | - Nicholas I. Goldenson
- Department of Preventive Medicine; University of Southern California Keck School of Medicine; Los Angeles CA USA
| | - Matthew G. Kirkpatrick
- Department of Preventive Medicine; University of Southern California Keck School of Medicine; Los Angeles CA USA
| | - Adam M. Leventhal
- Department of Preventive Medicine; University of Southern California Keck School of Medicine; Los Angeles CA USA
- Department of Psychology; University of Southern California; Los Angeles CA USA
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Acuff SF, MacKillop J, Murphy JG. Applying behavioral economic theory to problematic Internet use: An initial investigation. PSYCHOLOGY OF ADDICTIVE BEHAVIORS 2019; 32:846-857. [PMID: 30451521 DOI: 10.1037/adb0000404] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/04/2023]
Abstract
The widespread availability of the Internet has had profound social, educational, and economic benefits. Yet, for some, Internet use can become compulsive and problematic. The current study seeks to apply a behavioral economic framework to Internet use, testing the hypothesis that, similar to other addictive behaviors, problematic Internet use is a reinforcer pathology, reflecting an overvaluation of an immediately acquirable reward relative to prosocial and delayed rewards. Data were collected through Amazon's Mechanical Turk data collection platform. A total of 256 adults (Mage = 27.87, SD = 4.79; 58.2% White, 23% Asian; 65.2% had an associate degree or greater) completed the survey. Measures of delay discounting, consideration of future consequences, Internet demand, and alternative reinforcement all contributed unique variance in predicting both problematic Internet use and Internet craving. In aggregate models controlling for all significant predictors, alternative reinforcement and future valuation variables contributed unique variance. Individuals with elevated demand and discounting were at greatest risk for problematic Internet use. Consistent with behavioral economic research among substance abusing samples, individuals engaging in heavy Internet use report elevated motivation for the target behavior coupled with diminished motivation for other potentially rewarding activities, especially those associated with delayed reward. (PsycINFO Database Record (c) 2018 APA, all rights reserved).
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Affiliation(s)
| | - James MacKillop
- Peter Boris Centre for Addictions Research, Department of Psychiatry and Behavioural Neurosciences, McMaster University/St Joseph's Healthcare Hamilton
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Hogarth L, Lam‐Cassettari C, Pacitti H, Currah T, Mahlberg J, Hartley L, Moustafa A. Intact goal‐directed control in treatment‐seeking drug users indexed by outcome‐devaluation and Pavlovian to instrumental transfer: critique of habit theory. Eur J Neurosci 2018; 50:2513-2525. [DOI: 10.1111/ejn.13961] [Citation(s) in RCA: 36] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2018] [Revised: 04/16/2018] [Accepted: 04/17/2018] [Indexed: 12/17/2022]
Affiliation(s)
- Lee Hogarth
- School of Psychology University of Exeter Exeter UK
- School of Psychology University of New South Wales Sydney NSW Australia
| | - Christa Lam‐Cassettari
- MARCS Institute for Brain, Behaviour and Development Western Sydney University Sydney NSW Australia
| | - Helena Pacitti
- School of Psychology University of New South Wales Sydney NSW Australia
| | - Tara Currah
- School of Psychology University of Exeter Exeter UK
| | - Justin Mahlberg
- School of Social Sciences and Psychology Western Sydney University Sydney NSW Australia
| | | | - Ahmed Moustafa
- MARCS Institute for Brain, Behaviour and Development Western Sydney University Sydney NSW Australia
- School of Social Sciences and Psychology Western Sydney University Sydney NSW Australia
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Weidberg S, Vallejo-Seco G, González-Roz A, García-Pérez Á, Secades-Villa R. In-treatment cigarette demand among treatment-seeking smokers with depressive symptoms. Addict Behav 2018; 82:35-43. [PMID: 29482033 DOI: 10.1016/j.addbeh.2018.02.022] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2017] [Revised: 02/15/2018] [Accepted: 02/15/2018] [Indexed: 10/18/2022]
Abstract
INTRODUCTION Despite previous evidence supporting the use of the Cigarette Purchase Task (CPT) as a valid tool for assessing smoking reinforcement, research assessing how environmental changes affect CPT performance is scarce. AIMS This study addressed for the first time the differential effect of treatment condition [Cognitive Behavioral Treatment (CBT) + Behavioral Activation (BA) versus CBT + BA + Contingency Management (CM)] on cigarette demand among treatment seeking smokers with depressive symptoms. It also sought to assess whether reductions in smoking consumption arranged over the course of an intervention for smoking cessation impact on in-treatment cigarette demand. METHOD Participants were 92 smokers with depressive symptoms from a randomized clinical trial that received eight weeks of either CBT + BA or CBT + BA + CM. Individuals completed the CPT 8 times; the first during the intake visit and the remaining 7 scheduled once a week in midweek sessions. Cotinine samples were collected in each session. RESULTS Participants receiving CBT + BA + CM showed higher reduction in cigarette demand across sessions than participants receiving CBT + BA, although this comparison was only significant for the intensity index (p = .004). Cotinine was positively related to cigarette demand (all p values < .001), although this association became less prominent across sessions. In-treatment cotinine decreases were associated with demand reductions (all p values < .001), but this association was not significant for elasticity. CONCLUSIONS Reductions in nicotine intake arranged over the course of an intervention for smoking cessation impact in-treatment cigarette demand.
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Stoops WW, Hardy L, Mathew AR, Hitsman B. Negative mood-induced alcohol-seeking is greater in young adults who report depression symptoms, drinking to cope, and subjective reactivity. Exp Clin Psychopharmacol 2018; 26:138-146. [PMID: 29389212 PMCID: PMC5896502 DOI: 10.1037/pha0000177] [Citation(s) in RCA: 41] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
Acute negative mood powerfully motivates alcohol-seeking behavior, but it remains unclear whether sensitivity to this effect is greater in drinkers who report depression symptoms, drinking to cope, and subjective reactivity. To examine these questions, 128 young adult alcohol drinkers (ages 18-25) completed questionnaires of alcohol use disorder symptoms, depression symptoms, and drinking to cope with negative affect. Baseline alcohol choice was measured by preference to enlarge alcohol versus food thumbnail images in two-alternative forced-choice trials. Negative mood was then induced by depressive statements and music, before alcohol choice was tested. Subjective reactivity was indexed by increased sadness pre- to post-mood induction. Baseline alcohol choice correlated with alcohol dependence symptoms (p = .001), and drinking coping motives (ps ≤ .01). Mood induction increased alcohol choice and subjective sadness overall (ps < .001). The mood-induced increase in alcohol choice was associated with depression symptoms (p = .007), drinking to cope (ps ≤ .03), and subjective reactivity (p = .007). The relationship between mood-induced alcohol choice and drinking to cope remained significant after covarying for other drinking motives. Furthermore, the three predictors (depression, drinking to cope, and subjective reactivity) accounted for unique variance in mood-induced alcohol choice (ps ≥ .03), and collectively accounted for 18% of the variance (p < .001). These findings validate the pictorial alcohol choice task as sensitive to the relative value of alcohol and acute negative mood. The findings also accord with the core prediction of negative reinforcement theory that sensitivity to the motivational impact of negative mood on alcohol-seeking behavior may be an important mechanism that links depression and alcohol dependence. (PsycINFO Database Record
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Affiliation(s)
| | | | - Amanda R Mathew
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine
| | - Brian Hitsman
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine
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Secades-Villa R, Weidberg S, González-Roz A, Reed DD, Fernández-Hermida JR. Cigarette demand among smokers with elevated depressive symptoms: an experimental comparison with low depressive symptoms. Psychopharmacology (Berl) 2018; 235:719-728. [PMID: 29143193 DOI: 10.1007/s00213-017-4788-1] [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] [Received: 07/12/2017] [Accepted: 11/08/2017] [Indexed: 11/25/2022]
Abstract
RATIONALE Individuals with depression smoke more than smokers without depression. Research has shown that cigarette demand is a useful tool for quantifying tobacco reinforcement and supposes a clinical predictor of treatment outcomes. Despite previous studies examining the relative reinforcing efficacy of nicotine among different populations of smokers, to date, no study has assessed cigarette demand among individuals with elevated depressive symptoms. OBJECTIVE The aim of this study was to compare cigarette demand among samples of smokers with low and elevated depressive symptoms. Further, it also sought to examine the relationship between depressive symptomatology and the individual CPT demand indices. METHODS Participants (80 non-depressed smokers and 85 depressed smokers) completed the 19-item version of the Cigarette Purchase Task (CPT). Depression symptomatology was assessed using the Beck Depression Inventory-Second Edition (BDI-II). Depressed smokers needed to present at least moderate depressive symptoms as indicated by scoring ≥ 20 on the BDI-II. RESULTS Depressive symptomatology and nicotine dependence were significantly associated with elasticity of demand (R 2 = 0.112; F(2, 155) = 9.756, p = ≤ 0.001). Depressive symptoms, cigarettes per day, and years of regular smoking also predicted breakpoint scores (R 2 = 0.088; F(4, 153) = 3.697, p = 0.007). CONCLUSION As smokers with elevated depressive symptoms are less sensitive to increases in cigarette prices than those with low depressive symptomatology, future studies should consider these cigarette demand indices when designing depression-focused smoking cessation treatments. Providing this difficult-to-treat population with interventions that promote both pleasurable and alternative reinforcing activities is highly encouraged.
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Affiliation(s)
- Roberto Secades-Villa
- Department of Psychology, University of Oviedo, Plaza Feijóo s/n, 33003, Oviedo, Spain.
| | - Sara Weidberg
- Department of Psychology, University of Oviedo, Plaza Feijóo s/n, 33003, Oviedo, Spain
| | - Alba González-Roz
- Department of Psychology, University of Oviedo, Plaza Feijóo s/n, 33003, Oviedo, Spain
| | - Derek D Reed
- Department of Applied Behavioral Science, University of Kansas, 1000 Sunnyside Avenue, Lawrence, KS, 66045, USA
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Cancer Patients Enrolled in a Smoking Cessation Clinical Trial: Characteristics and Correlates of Smoking Rate and Nicotine Dependence. JOURNAL OF ADDICTION 2018; 2018:2438161. [PMID: 29682394 PMCID: PMC5846375 DOI: 10.1155/2018/2438161] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 10/27/2017] [Revised: 12/28/2017] [Accepted: 01/23/2018] [Indexed: 12/02/2022]
Abstract
Introduction A substantial proportion of cancer patients continue to smoke after their diagnosis but few studies have evaluated correlates of nicotine dependence and smoking rate in this population, which could help guide smoking cessation interventions. Aim This study evaluated correlates of smoking rate and nicotine dependence among 207 cancer patients. Methods A cross-sectional analysis using multiple linear regression evaluated disease, demographic, affective, and tobacco-seeking correlates of smoking rate and nicotine dependence. Smoking rate was assessed using a timeline follow-back method. The Fagerström Test for Nicotine Dependence measured levels of nicotine dependence. Results A multiple linear regression predicting nicotine dependence showed an association with smoking to alleviate a sense of addiction from the Reasons for Smoking scale and tobacco-seeking behavior from the concurrent choice task (p < .05), but not with affect measured by the HADS and PANAS (p > .05). Multiple linear regression predicting prequit showed an association with smoking to alleviate addiction (p < .05). ANOVA showed that Caucasian participants reported greater rates of smoking compared to other races. Conclusions The results suggest that behavioral smoking cessation interventions that focus on helping patients to manage tobacco-seeking behavior, rather than mood management interventions, could help cancer patients quit smoking.
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Amlung M, MacKillop J, Monti PM, Miranda R. Elevated Behavioral Economic Demand for Alcohol in a Community Sample of Heavy Drinking Smokers. J Stud Alcohol Drugs 2018; 78:623-628. [PMID: 28728645 DOI: 10.15288/jsad.2017.78.623] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022] Open
Abstract
OBJECTIVE Cigarette smokers are more likely to consume alcohol at higher levels and experience poorer response to treatment for alcohol problems than are nonsmokers. One previous study in university students suggests that a potential reason for the high overlap between alcohol and tobacco use is that concurrent smoking is associated with overvaluation of alcohol, as reflected in elevated behavioral economic demand. The present study sought to extend these initial findings in a community sample with heavier levels of alcohol and tobacco use. METHOD Participants were 111 non-treatment-seeking heavy drinkers(defined as 18+/14+ drinks per week for men/women) from a larger study on alcohol pharmacotherapy mechanisms. Forty-nine participants (44%) reported regular smoking (≥5 cigarettes/day). Participants completed a hypothetical alcohol purchase task assessing alcohol consumption at escalating levels of price. Covariates included demographics, drinking quantity, alcohol use disorder severity, depression, and delay discounting. RESULTS In covariate-adjusted models, smokers reported significantly higher maximum alcohol expenditures (Omax) and breakpoint price (first price suppressing consumption to zero) compared with nonsmokers. Elevated alcohol demand correlated with drinking quantity and severity in the entire sample, but not with smoking frequency or nicotine dependence among smokers only. CONCLUSIONS This study offers further evidence of increased reinforcing value of alcohol among smokers in a sample of heavy drinkers from the community. Clinical implications and potential mechanisms underlying this relationship are discussed.
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Affiliation(s)
- Michael Amlung
- Peter Boris Centre for Addictions Research, Department of Psychiatry and Behavioural Neurosciences, McMaster University, Hamilton,Ontario, Canada
| | - James MacKillop
- Peter Boris Centre for Addictions Research, Department of Psychiatry and Behavioural Neurosciences, McMaster University, Hamilton,Ontario, Canada.,Homewood Research Institute, Homewood Health Centre, Guelph, Ontario, Canada.,Center for Alcohol and Addiction Studies, Brown University, Providence, Rhode Island
| | - Peter M Monti
- Center for Alcohol and Addiction Studies, Brown University, Providence, Rhode Island
| | - Robert Miranda
- Center for Alcohol and Addiction Studies, Brown University, Providence, Rhode Island
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Hogarth L, Hardy L. Alcohol use disorder symptoms are associated with greater relative value ascribed to alcohol, but not greater discounting of costs imposed on alcohol. Psychopharmacology (Berl) 2018; 235:2257-2266. [PMID: 29744556 PMCID: PMC6061772 DOI: 10.1007/s00213-018-4922-8] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/08/2018] [Accepted: 04/29/2018] [Indexed: 01/13/2023]
Abstract
RATIONALE Alcohol dependence is characterised by persistent drinking despite health, social and economic costs. Behavioural economics has proposed two explanations for the persistence of alcohol use despite costs. Dependent individuals may (a) ascribe excessively high value to alcohol, such that costs associated with alcohol are exceeded, and/or (b) they may discount (neglect) the costs associated with alcohol. METHODS To test these predictions, the current study recruited 127 student drinkers who reported varied alcohol use disorder symptom severity in the Alcohol Use Disorders Inventory Test (AUDIT; mean = 11.17, 69% above the hazardous cutoff). Participants made concurrent forced choices between alcohol and food points under conditions that manipulated the magnitude of points (1, 2 or 3) and the delay to receive points (0 or 3 s). Alcohol value was indexed by preferential choice of alcohol versus food points, whereas sensitivity to costs was indexed by the decrease in alcohol choice when food points were of greater magnitude (sensitivity to opportunity costs) and when alcohol points were delayed (sensitivity to delay costs). RESULTS Percent choice of alcohol over food varied consistently with the relative magnitude of reward points offered (p < .001) and with time delays imposed on reward points (p < .001). AUDIT scores were associated with greater alcohol versus food choice across all conditions (p = .001). As alcohol use disorder symptom severity increased, the sensitivity of alcohol choice to the relative magnitude of points (p = .29) and time delays (p = .62) remained unchanged, suggesting no differential discounting of opportunity or delay costs imposed on alcohol. In contrasts of AUDIT categories, there was comparable sensitivity to costs across groups defined as low-risk (N = 39), hazardous (n = 57), harmful (n = 20) and possible dependent drinkers (n = 11). CONCLUSIONS Alcohol use disorder symptom severity is associated with greater relative value ascribed to alcohol, but not with greater discounting of opportunity or delay costs imposed on alcohol. Despite limitations of the current study, it may be concluded that cost discounting plays a lesser role in dependence than previously thought.
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Affiliation(s)
- Lee Hogarth
- School of Psychology, University of Exeter, Washington Singer Building, Perry Road, Exeter, EX4 4QG, UK.
| | - Lorna Hardy
- School of Psychology, University of Exeter, Washington Singer Building, Perry Road, Exeter, EX4 4QG, UK
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Bickel WK, Mellis AM, Snider SE, Athamneh LN, Stein JS, Pope DA. 21st century neurobehavioral theories of decision making in addiction: Review and evaluation. Pharmacol Biochem Behav 2018; 164:4-21. [PMID: 28942119 PMCID: PMC5747999 DOI: 10.1016/j.pbb.2017.09.009] [Citation(s) in RCA: 82] [Impact Index Per Article: 13.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/16/2017] [Revised: 08/24/2017] [Accepted: 09/12/2017] [Indexed: 01/21/2023]
Abstract
This review critically examines neurobehavioral theoretical developments in decision making in addiction in the 21st century. We specifically compare each theory reviewed to seven benchmarks of theoretical robustness, based on their ability to address: why some commodities are addictive; developmental trends in addiction; addiction-related anhedonia; self-defeating patterns of behavior in addiction; why addiction co-occurs with other unhealthy behaviors; and, finally, means for the repair of addiction. We have included only self-contained theories or hypotheses which have been developed or extended in the 21st century to address decision making in addiction. We thus review seven distinct theories of decision making in addiction: learning theories, incentive-sensitization theory, dopamine imbalance and systems models, opponent process theory, strength models of self-control failure, the competing neurobehavioral decision systems theory, and the triadic systems theory of addiction. Finally, we have directly compared the performance of each of these theories based on the aforementioned benchmarks, and highlighted key points at which several theories have coalesced.
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Affiliation(s)
- Warren K Bickel
- Addiction Recovery Research Center, Virginia Tech Carilion Research Institute, Roanoke, VA, United States; Graduate Program in Translational Biology, Medicine, and Health, Roanoke, VA, United States; Department of Psychology, Virginia Polytechnic Institute and State University, Blacksburg, VA, United States; Department of Neuroscience, Virginia Polytechnic Institute and State University, United States; Faculty of Health Sciences, Virginia Polytechnic Institute and State University, United States; Department of Psychiatry and Behavioral Medicine, Virginia Tech Carilion School of Medicine, United States.
| | - Alexandra M Mellis
- Addiction Recovery Research Center, Virginia Tech Carilion Research Institute, Roanoke, VA, United States; Graduate Program in Translational Biology, Medicine, and Health, Roanoke, VA, United States
| | - Sarah E Snider
- Addiction Recovery Research Center, Virginia Tech Carilion Research Institute, Roanoke, VA, United States
| | - Liqa N Athamneh
- Addiction Recovery Research Center, Virginia Tech Carilion Research Institute, Roanoke, VA, United States; Graduate Program in Translational Biology, Medicine, and Health, Roanoke, VA, United States
| | - Jeffrey S Stein
- Addiction Recovery Research Center, Virginia Tech Carilion Research Institute, Roanoke, VA, United States
| | - Derek A Pope
- Addiction Recovery Research Center, Virginia Tech Carilion Research Institute, Roanoke, VA, United States
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Bentzley BS, Aston-Jones G. Inhibiting subthalamic nucleus decreases cocaine demand and relapse: therapeutic potential. Addict Biol 2017; 22:946-957. [PMID: 26935125 PMCID: PMC5010790 DOI: 10.1111/adb.12380] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2015] [Revised: 01/31/2016] [Accepted: 02/02/2016] [Indexed: 11/28/2022]
Abstract
Preclinical evidence indicates that inactivation of subthalamic nucleus (STN) may be effective for treating cocaine addiction, and therapies that target STN, e.g. deep brain stimulation, are available indicating that this may have clinical promise. Here, we assessed the therapeutic potential of STN inactivation using a translationally relevant economic approach that quantitatively describes drug-taking behavior, and tested these results with drug-seeking tasks. Economic demand for cocaine was assessed in rats (n = 11) using a within-session threshold procedure in which cocaine price (responses/mg cocaine) was sequentially increased throughout the session. Cocaine demand was assessed in this manner immediately after bilateral microinfusions into STN of either vehicle (artificial cerebrospinal fluid) or the GABAA receptor agonist muscimol. A separate group of animals (n = 8) was tested for changes in cocaine seeking either during extinction or in response to cocaine-associated cues. Muscimol-induced inhibition of STN significantly attenuated cocaine consumption at high prices, drug seeking during extinction and cued reinstatement of cocaine seeking. In contrast, STN inhibition did not reduce cocaine consumption at low prices or locomotor activity. Thus, STN inactivation reduced economic demand for cocaine and multiple measures of drug seeking during extinction. In view of the association between economic demand and addiction severity in both rat and human, these results indicate that STN inactivation has substantial clinical potential for treatment of cocaine addiction.
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Affiliation(s)
- Brandon S. Bentzley
- Medical University of South Carolina, Department of Neurosciences, Charleston, SC, USA
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Progress of and Prospects for Hypothetical Purchase Task Questionnaires in Consumer Behavior Analysis and Public Policy. THE BEHAVIOR ANALYST 2017; 40:329-342. [PMID: 31976945 DOI: 10.1007/s40614-017-0100-2] [Citation(s) in RCA: 25] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
Abstract
Based on the conceptual, methodological, and analytical framework of operant behavioral economics, hypothetical purchase task (HPT) questionnaires provide a low cost, scalable, and quantitatively rich source of empirical insights on consumer motivation, preferences, and decision-making. Here, we briefly summarize the history of HPT development and validation in clinically oriented research in addiction through to recent work with more conventional consumer goods and services. We discuss several possible novel applications of HPT methods to consumer behavior analysis for business, marketing, and public policy formulation and evaluation, as well as emerging best practices, limitations, and additional directions for future research and development.
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Abstract
OBJECTIVES Behavioral economic purchase tasks, which estimate demand for drugs, have been successfully developed for cigarettes and are widely used. However, a validated purchase task does not yet exist for e-cigarettes. The aim of this project was to identify the relevant units for an e-cigarette purchase task (E-CPT). METHODS Focus groups (N=28 participants in 7 groups, 2-7 participants per group) consisting of current e-cigarette users were conducted. Participants discussed their daily use patterns, completed a preliminary E-CPT which asked how many puffs of their e-cigarette they would consume per day at escalating prices, and discussed the extent to which the task accurately reflected their real-world behavior. Groups were recorded and transcribed; analysis focused on statements related to daily consumption and the E-CPT. RESULTS Participants were unlikely to quantify their daily use in terms of puffs, and perceptions about the appropriate unit for an E-CPT varied across device type. Users of first-generation devices (eg, cigalikes) reported that the relevant unit was the individual device/cartridge; however, participants who purchased nicotine liquid for their device emphasized that e-liquid volume in milliliters would better reflect their use. CONCLUSIONS Multiple versions of the E-CPT may be necessary to provide valid measures of e-cigarette demand.
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Acuff SF, Murphy JG. Further examination of the temporal stability of alcohol demand. Behav Processes 2017; 141:33-41. [PMID: 28373056 DOI: 10.1016/j.beproc.2017.03.020] [Citation(s) in RCA: 34] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/10/2016] [Revised: 02/27/2017] [Accepted: 03/28/2017] [Indexed: 11/29/2022]
Abstract
Demand, or the amount of a substance consumed as a function of price, is a central dependent measure in behavioral economic research and represents the relative valuation of a substance. Although demand is often utilized as an index of substance use severity and is assumed to be relatively stable, recent experimental and clinical research has identified conditions in which demand can be manipulated, such as through craving and stress inductions, and treatment. Our study examines the 1-month reliability of the alcohol purchase task in a sample of heavy drinking college students. We also analyzed reliability in subgroup of individuals whose consumption decreased, increased, or stayed the same over the 1-month period, and in individuals with moderate/severe Alcohol Use Disorder (AUD) vs. those with no/mild AUD. Reliability was moderate in the full sample, high in the group with stable consumption, and did not differ appreciably between AUD groups. Observed indices and indices derived from an exponentiated equation (Koffarnus et al., 2015) were generally comparable, although Pmax observed had very low reliability. Area under the curve, Omax derived, and essential value showed the greatest reliability in the full sample (rs=0.75-0.77). These results provide evidence for the relative stability over time of demand and across AUD groups, particularly in those whose consumption remains stable.
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Affiliation(s)
- Samuel F Acuff
- Department of Psychology, The University of Memphis, 400 Innovation Drive, Memphis, TN, 38152, United States.
| | - James G Murphy
- Department of Psychology, The University of Memphis, 400 Innovation Drive, Memphis, TN, 38152, United States.
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Smith TT, Cassidy RN, Tidey JW, Luo X, Le CT, Hatsukami DK, Donny EC. Impact of smoking reduced nicotine content cigarettes on sensitivity to cigarette price: further results from a multi-site clinical trial. Addiction 2017; 112:349-359. [PMID: 27741367 PMCID: PMC5233558 DOI: 10.1111/add.13636] [Citation(s) in RCA: 41] [Impact Index Per Article: 5.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/01/2016] [Revised: 06/29/2016] [Accepted: 09/27/2016] [Indexed: 01/02/2023]
Abstract
AIMS To assess the impact of a reduction in the nicotine content of cigarettes on estimated consumption of reduced nicotine cigarettes and usual brand cigarettes at a variety of hypothetical prices. DESIGN Double-blind study with participants assigned randomly to receive cigarettes for 6 weeks that were either usual brand or an investigational cigarette with one of five nicotine contents. SETTING Ten sites across the United States. PARTICIPANTS A total of 839 eligible adult smokers randomized from 2013 to 2014. INTERVENTION AND COMPARATOR Participants received their usual brand or an investigational cigarette with one of five nicotine contents: 15.8 (primary control), 5.2, 2.4, 1.3, or 0.4 mg/g. MEASUREMENTS The Cigarette Purchase Task was completed at baseline and at the week 6 post-randomization visit. FINDINGS Compared with normal nicotine content controls, the lowest nicotine content (0.4 mg/g) reduced the number of study cigarettes participants estimated they would smoke at a range of prices [mean reduction relative to 15.8 mg/g at a price of $4.00/pack: 9.50, 95% confidence interval (CI) = 6.81,12.19]. The lowest nicotine content also reduced the maximum amount of money allocated to study cigarettes and the price at which participants reported they would stop buying study cigarettes [median reduction relative to 15.8 mg/g, 95% CI = $8.21 (4.27,12.15) per day and $0.44 (0.17,0.71) per cigarette, respectively]. A reduction in nicotine content to the lowest level also reduced the maximum amount of money allocated to usual brand cigarettes (median reduction relative to 15.8 mg/g: $4.39 per day, 95% CI = 1.88,6.90). CONCLUSIONS In current smokers, a reduction in nicotine content may reduce cigarette consumption, reduce the reinforcement value of cigarettes and increase cessation if reduced nicotine content cigarettes were the only cigarette available for purchase.
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Affiliation(s)
- Tracy T Smith
- University of Pittsburgh Cancer Institute, Pittsburgh, PA, USA
| | - Rachel N Cassidy
- Center for Alcohol and Addiction Studies, Brown University, Providence, RI, USA
| | - Jennifer W Tidey
- Center for Alcohol and Addiction Studies, Brown University, Providence, RI, USA
| | - Xianghua Luo
- Division of Biostatistics, School of Public Health, University of Minnesota, Minneapolis, MN, USA
| | - Chap T Le
- Division of Biostatistics, School of Public Health, University of Minnesota, Minneapolis, MN, USA
| | | | - Eric C Donny
- Department of Psychology, University of Pittsburgh, Pittsburgh, PA, USA
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Individual and combined effects of cannabis and tobacco on drug reward processing in non-dependent users. Psychopharmacology (Berl) 2017; 234:3153-3163. [PMID: 28733813 PMCID: PMC5660839 DOI: 10.1007/s00213-017-4698-2] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/25/2017] [Accepted: 07/11/2017] [Indexed: 12/18/2022]
Abstract
RATIONALE Cannabis and tobacco are often smoked simultaneously in joints, and this practice may increase the risks of developing tobacco and/or cannabis use disorders. Currently, there is no human experimental research on how these drugs interact on addiction-related measures. OBJECTIVES This study aimed to investigate how cannabis and tobacco, each alone and combined together in joints, affected individuals' demand for cannabis puffs and cigarettes, explicit liking of drug and non-drug-related stimuli and craving. METHOD A double-blind, 2 (active cannabis, placebo cannabis) × 2 (active tobacco, placebo tobacco) crossover design was used with 24 non-dependent cannabis and tobacco smokers. They completed a pleasantness rating task (PRT), a marijuana purchase task (MPT) and a cigarette purchase task (CPT) alongside measures of craving pre- and post-drug administration. RESULTS Relative to placebo cannabis, active cannabis reduced liking of cannabis-associated stimuli and increased response time to all stimuli except cigarette-related stimuli. Relative to placebo cannabis, active cannabis decreased demand for cannabis puffs (trends for breakpoint and elasticity) and cigarettes (breakpoint, P max, O max) on several characteristics of the purchase tasks. We found no evidence that active tobacco, both alone or combined with cannabis, had an effect on liking, demand or craving. CONCLUSIONS Acutely, cannabis reduced liking of cannabis-related stimuli and demand for cannabis itself. Acute cannabis also reduced demand for cigarettes on the CPT. Acute tobacco administration did not affect demand or pleasantness ratings for cigarettes themselves or cannabis. In non-dependent cannabis and tobacco co-users, tobacco did not influence the rewarding effects of cannabis.
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Aston ER, Metrik J, Amlung M, Kahler CW, MacKillop J. Interrelationships between marijuana demand and discounting of delayed rewards: Convergence in behavioral economic methods. Drug Alcohol Depend 2016; 169:141-147. [PMID: 27810657 PMCID: PMC5140845 DOI: 10.1016/j.drugalcdep.2016.10.014] [Citation(s) in RCA: 45] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/30/2016] [Revised: 10/09/2016] [Accepted: 10/10/2016] [Indexed: 10/20/2022]
Abstract
BACKGROUND Distinct behavioral economic domains, including high perceived drug value (demand) and delay discounting (DD), have been implicated in the initiation of drug use and the progression to dependence. However, it is unclear whether frequent marijuana users conform to a "reinforcer pathology" addiction model wherein marijuana demand and DD jointly increase risk for problematic marijuana use and cannabis dependence (CD). METHODS Participants (n=88, 34% female, 14% cannabis dependent) completed a marijuana purchase task at baseline. A delay discounting task was completed following placebo marijuana cigarette (0% THC) administration during a separate experimental session. RESULTS Marijuana demand and DD were quantified using area under the curve (AUC). In multiple regression models, demand uniquely predicted frequency of marijuana use while DD did not. In contrast, DD uniquely predicted CD symptom count while demand did not. There were no significant interactions between demand and DD in either model. CONCLUSIONS These findings suggest that frequent marijuana users exhibit key constituents of the reinforcer pathology model: high marijuana demand and steep discounting of delayed rewards. However, demand and DD appear to be independent rather than synergistic risk factors for elevated marijuana use and risk for progression to CD. Findings also provide support for using AUC as a singular marijuana demand metric, particularly when also examining other behavioral economic constructs that apply similar statistical approaches, such as DD, to support analytic methodological convergence.
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Affiliation(s)
- Elizabeth R. Aston
- Center for Alcohol and Addiction Studies, Brown University School of Public Health, Providence, RI, 02903
| | - Jane Metrik
- Center for Alcohol and Addiction Studies, Brown University School of Public Health, Providence, RI, 02903,Providence Veterans Affairs Medical Center, Providence, RI, 02908
| | - Michael Amlung
- Peter Boris Centre for Addictions Research, McMaster University/St. Joseph's Healthcare Hamilton, Hamilton, ON L8N 3K7 Canada
| | - Christopher W. Kahler
- Center for Alcohol and Addiction Studies, Brown University School of Public Health, Providence, RI, 02903
| | - James MacKillop
- Center for Alcohol and Addiction Studies, Brown University School of Public Health, Providence, RI, 02903,Peter Boris Centre for Addictions Research, McMaster University/St. Joseph's Healthcare Hamilton, Hamilton, ON L8N 3K7 Canada,Homewood Research Institute, Guelph, ON N1E 6K9
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Strickland JC, Lile JA, Rush CR, Stoops WW. Comparing exponential and exponentiated models of drug demand in cocaine users. Exp Clin Psychopharmacol 2016; 24:447-455. [PMID: 27929347 PMCID: PMC5157700 DOI: 10.1037/pha0000096] [Citation(s) in RCA: 73] [Impact Index Per Article: 9.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
Abstract
Drug purchase tasks provide rapid and efficient measurement of drug demand. Zero values (i.e., prices with zero consumption) present a quantitative challenge when using exponential demand models that exponentiated models may resolve. We aimed to replicate and advance the utility of using an exponentiated model by demonstrating construct validity (i.e., association with real-world drug use) and generalizability across drug commodities. Participants (N = 40 cocaine-using adults) completed Cocaine, Alcohol, and Cigarette Purchase Tasks evaluating hypothetical consumption across changes in price. Exponentiated and exponential models were fit to these data using different treatments of zero consumption values, including retaining zeros or replacing them with 0.1, 0.01, or 0.001. Excellent model fits were observed with the exponentiated model. Means and precision fluctuated with different replacement values when using the exponential model but were consistent for the exponentiated model. The exponentiated model provided the strongest correlation between derived demand intensity (Q0) and self-reported free consumption in all instances (Cocaine r = .88; Alcohol r = .97; Cigarette r = .91). Cocaine demand elasticity was positively correlated with alcohol and cigarette elasticity. Exponentiated parameters were associated with real-world drug use (e.g., weekly cocaine use) whereas these correlations were less consistent for exponential parameters. Our findings show that selection of zero replacement values affects demand parameters and their association with drug-use outcomes when using the exponential model but not the exponentiated model. This work supports the adoption of the exponentiated demand model by replicating improved fit and consistency and demonstrating construct validity and generalizability. (PsycINFO Database Record
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Affiliation(s)
- Justin C. Strickland
- Department of Psychology, University of Kentucky College of Arts and Sciences, 110 Kastle Hall Lexington, KY 40506-0044, USA
| | - Joshua A. Lile
- Department of Psychology, University of Kentucky College of Arts and Sciences, 110 Kastle Hall Lexington, KY 40506-0044, USA
- Department of Behavioral Science, University of Kentucky College of Medicine, 1100 Veterans Drive, Medical Behavioral Science Building Room 140, Lexington, KY 40536-0086, USA
- Department of Psychiatry, University of Kentucky College of Medicine, 3470 Blazer Parkway, Lexington, KY 40509-1810, USA
| | - Craig R. Rush
- Department of Psychology, University of Kentucky College of Arts and Sciences, 110 Kastle Hall Lexington, KY 40506-0044, USA
- Department of Behavioral Science, University of Kentucky College of Medicine, 1100 Veterans Drive, Medical Behavioral Science Building Room 140, Lexington, KY 40536-0086, USA
- Department of Psychiatry, University of Kentucky College of Medicine, 3470 Blazer Parkway, Lexington, KY 40509-1810, USA
| | - William W. Stoops
- Department of Psychology, University of Kentucky College of Arts and Sciences, 110 Kastle Hall Lexington, KY 40506-0044, USA
- Department of Behavioral Science, University of Kentucky College of Medicine, 1100 Veterans Drive, Medical Behavioral Science Building Room 140, Lexington, KY 40536-0086, USA
- Department of Psychiatry, University of Kentucky College of Medicine, 3470 Blazer Parkway, Lexington, KY 40509-1810, USA
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Abstract
OBJECTIVES Research that can provide a scientific foundation for the United States Food and Drug Administration (FDA) tobacco policy decisions is needed to inform tobacco regulatory policy. One factor that affects the impact of a tobacco product on public health is its intensity of use, which is determined, in part, by its abuse liability or reinforcing efficacy. Behavioral economic tasks have considerable utility for assessing the reinforcing efficacy of current and emerging tobacco products. METHODS This paper provides a narrative review of several behavioral economic laboratory tasks and identifies important applications to tobacco regulatory science. RESULTS Behavioral economic laboratory assessments, including operant self-administration, choice tasks and purchase tasks, can be used generate behavioral economic data on the effect of price and other constraints on tobacco product consumption. These tasks could provide an expedited simulation of the effects of various tobacco control policies across populations of interest to the FDA. CONCLUSIONS Tobacco regulatory research questions that can be addressed with behavioral economic tasks include assessments of the impact of product characteristics on product demand, assessments of the abuse liability of novel and potential modified risk tobacco products (MRTPs), and assessments of the impact of conventional and novel products in vulnerable populations.
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Secades-Villa R, Pericot-Valverde I, Weidberg S. Relative reinforcing efficacy of cigarettes as a predictor of smoking abstinence among treatment-seeking smokers. Psychopharmacology (Berl) 2016; 233:3103-12. [PMID: 27325392 DOI: 10.1007/s00213-016-4350-6] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/25/2016] [Accepted: 06/06/2016] [Indexed: 11/27/2022]
Abstract
RATIONALE Relative reinforcing efficacy (RRE) is a core feature of behavioral economic theories of addiction. A measure of RRE in smokers is the cigarette purchase task (CPT). Only one previous study has assessed whether CPT indices predict treatment outcomes among smokers with substance use disorders (SUDs) who were not motivated to quit smoking, limiting the generalizability of the results. OBJECTIVES This study was aimed at exploring demand indices as predictors of smoking abstinence among participants receiving a cognitive behavioral treatment (CBT) combined with contingency management (CM) versus CBT alone. It also sought to validate the CPT as a measure of RRE. METHODS Participants were 159 (62.3 % women) smokers aged 44.8 (SD 12.6) years randomized to CBT alone or combined with CM. They smoked an average of 21.1 (SD 8.5) cigarettes per day, and their mean score on the Fagerström Test for Nicotine Dependence (FTND) was 5.5 (SD 1.9). Demand indices were generated from a hypothetical CPT assessed at baseline. RESULTS Smoking levels were high (≥20 cigarettes) at prices of up to €0.10 per cigarette. Elasticity was the only index that predicted smoking abstinence at the end of treatment, but only in the CBT + CM condition. The variance explained by elasticity was 6.8 % in the independent model and 4.6 % in the covariate model. Cigarette demand indices and smoking-related measures were significantly associated. CONCLUSION This is the first research showing that CPT is a valid measure of CM outcome among treatment-seeking smokers. This study also provides evidence of convergent validity for the CPT.
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Affiliation(s)
- Roberto Secades-Villa
- Department of Psychology, University of Oviedo, Plaza Feijóo s/n, 33003, Oviedo, Spain
| | | | - Sara Weidberg
- Department of Psychology, University of Oviedo, Plaza Feijóo s/n, 33003, Oviedo, Spain.
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