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Rasmussen EB, Camp L, Lawyer SR. The Use of Nonmonetary Outcomes in Health-Related Delay Discounting Research: Review and Recommendations. Perspect Behav Sci 2024; 47:523-558. [PMID: 39099748 PMCID: PMC11294320 DOI: 10.1007/s40614-024-00403-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 03/06/2024] [Indexed: 08/06/2024] Open
Abstract
Delay discounting (DD) refers to the tendency to devalue an outcome as a function of its delay. Most contemporary human DD research uses hypothetical money to assess individual rates of DD. However, nonmonetary outcomes such as food, substances of misuse, and sexual outcomes have been used as well, and have advantages because of their connections to health. This article reviews the literature on the use of nonmonetary outcomes of food, drugs, and sexual outcomes in relation to health and reinforcer pathologies such as substance use disorders, obesity, and sexual risk behaviors, respectively, and makes a case for their use in discounting research. First, food, substances, and sex may be more ecologically valid outcomes than money in terms of their connections to health problems and reinforcer pathologies. Second, consistent trends in commodity-specific (i.e., domain) effects, in which nonmonetary outcomes are discounted more steeply than money, enhance variation in discounting values. Third, commodity-specific changes in discounting with treatments designed to change health choices are described. Finally, methodological trends such as test-retest reliability, magnitude effects, the use of hypothetical versus real outcomes, and age-related effects are discussed in relation to the three outcome types and compared to trends with monetary discounting. Limitations that center around individual preferences, nonsystematic data, and deprivation are discussed. We argue that researchers can enhance their DD research, especially those related to health problems and reinforcer pathologies, with the use of nonmonetary outcomes. Recommendations for future directions of research are delineated.
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Affiliation(s)
- Erin B. Rasmussen
- Department of Psychology, Idaho State University, Stop 8112, Pocatello, ID 83209-8112 USA
| | - Lillith Camp
- Department of Psychology, Idaho State University, Stop 8112, Pocatello, ID 83209-8112 USA
| | - Steven R. Lawyer
- Department of Psychology, Idaho State University, Stop 8112, Pocatello, ID 83209-8112 USA
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Pericot-Valverde I, Yoon JH, Byrne KA, Heo M, Niu J, Litwin AH, Gaalema DE. Effects of short-term nicotine deprivation on delay discounting among young, experienced, exclusive ENDS users: An initial study. Exp Clin Psychopharmacol 2023; 31:724-732. [PMID: 36355684 PMCID: PMC10405670 DOI: 10.1037/pha0000612] [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: 11/12/2022]
Abstract
Delay discounting describes how rapidly delayed rewards lose value as a function of delay and serves as one measure of impulsive decision-making. Nicotine deprivation among combustible cigarette smokers can increase delay discounting. We aimed to explore changes in discounting following nicotine deprivation among electronic nicotine delivery systems (ENDS) users. Thirty young adults (aged 18-24 years) that exclusively used ENDS participated in two laboratory sessions: one with vaping as usual and another after 16 hr of nicotine deprivation (biochemically assessed). At each session, participants completed a craving measure and three hypothetical delay discounting tasks presenting choices between small, immediate rewards and large, delayed ones (money-money; e-liquid-e-liquid; e-liquid-money). Craving for ENDS significantly increased during short-term nicotine deprivation relative to normal vaping. Delay discounting rates in the e-liquid now versus money later task increased (indicating a shift in preference for smaller, immediate rewards) following short-term nicotine deprivation relative to vaping as usual, but no changes were observed in the other two discounting tasks. Short-term nicotine deprivation increased the preference for smaller amounts of e-liquid delivered immediately over larger, monetary awards available after a delay in this first study of its kind. As similar preference shifts for drug now versus money later have been shown to be indicative of increased desire to use drug as well as relapse risk, the findings support the utility of the current model as a platform to explore interventions that can mitigate these preference shifts. (PsycInfo Database Record (c) 2023 APA, all rights reserved).
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Affiliation(s)
- Irene Pericot-Valverde
- Department of Psychology, 418 Bracket Hall, Clemson University, Clemson, SC 29634, USA
- Prisma Health Addiction Research Center, 605 Grove Rd., Prisma Health, Greenville, SC 29605, USA
| | - Jin H. Yoon
- Louis A. Faillace, MD, Department of Psychiatry and Behavioral Sciences, 1941 East Road, University of Texas Health Science Center at Houston, Houston, TX 77054, USA
| | - Kaileigh A. Byrne
- Department of Psychology, 418 Bracket Hall, Clemson University, Clemson, SC 29634, USA
- Prisma Health Addiction Research Center, 605 Grove Rd., Prisma Health, Greenville, SC 29605, USA
| | - Moonseong Heo
- Prisma Health Addiction Research Center, 605 Grove Rd., Prisma Health, Greenville, SC 29605, USA
- Department of Public Health Sciences, 503 Edwards Hall, Clemson University, Clemson, SC 29631, USA
| | - Jiajing Niu
- Prisma Health Addiction Research Center, 605 Grove Rd., Prisma Health, Greenville, SC 29605, USA
- School of Mathematical and Statistical Science, Martin Hall, Clemson University, Clemson, SC 29634, USA
| | - Alain H. Litwin
- Prisma Health Addiction Research Center, 605 Grove Rd., Prisma Health, Greenville, SC 29605, USA
- Department of Medicine, USC School of Medicine Greenville, 607 Gove Rd, Greenville, SC 29605, USA
| | - Diann E. Gaalema
- Vermont Center on Behavior and Health, 1 South Prospect Street, University of Vermont, Burlington, VT 05401, USA
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Naudé GP, Reed DD, Jarmolowicz DP, Martin LE, Fox AT, Strickland JC, Johnson MW. Single- and cross-commodity discounting among adults who use alcohol and cannabis: Associations with tobacco use and clinical indicators. Drug Alcohol Depend 2021; 229:109082. [PMID: 34634563 DOI: 10.1016/j.drugalcdep.2021.109082] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/23/2021] [Revised: 06/28/2021] [Accepted: 08/12/2021] [Indexed: 01/08/2023]
Abstract
BACKGROUND Delay discounting assessments typically involve choices between an immediate outcome and a larger amount of the same outcome after a delay. Real-world choices, however, more often involve qualitatively different alternatives. The primary aim of this study was to examine single- and cross-commodity discounting of money, alcohol, and cannabis, along with clinical measures of alcohol and cannabis use among people who use both alcohol and cannabis, yet differ in tobacco cigarette smoking status (i.e., dual- versus tri-use). METHODS An online crowdsourced sample (N = 318) of people who reported using alcohol and cannabis in the past week completed single- and cross-commodity discounting assessments across each combination of money, alcohol, and cannabis. We recruited a balanced number of people who did and did not also use tobacco cigarettes and examined associations between discounting, tobacco use, and clinical indicators. RESULTS People who reported using tobacco cigarettes in addition to alcohol and cannabis tended to engage in significantly higher rates of harmful alcohol and cannabis use than those who reported using only alcohol and cannabis. Cross-commodity discounting was significantly associated with patterns of harmful alcohol and cannabis use while no associations emerged for single-commodity discounting. CONCLUSIONS Cross-commodity discounting provides a nuanced account of intertemporal choice by incorporating relative commodity valuation and appears to characterize harmful alcohol and cannabis use more clearly than single-commodity arrangements. Further cross-commodity research is needed to better understand the interplay between temporal location and relative commodity value among people who use multiple substances.
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Affiliation(s)
- Gideon P Naudé
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, Baltimore, MD, USA; Department of Applied Behavioral Science, University of Kansas, Lawrence, KS, USA; Cofrin Logan Center for Addiction Research and Treatment, University of Kansas, Lawrence, KS, USA.
| | - Derek D Reed
- Department of Applied Behavioral Science, University of Kansas, Lawrence, KS, USA; Cofrin Logan Center for Addiction Research and Treatment, University of Kansas, Lawrence, KS, USA
| | - David P Jarmolowicz
- Department of Applied Behavioral Science, University of Kansas, Lawrence, KS, USA; Cofrin Logan Center for Addiction Research and Treatment, University of Kansas, Lawrence, KS, USA
| | - Laura E Martin
- Cofrin Logan Center for Addiction Research and Treatment, University of Kansas, Lawrence, KS, USA; Hoglund Biomedical Imaging Center, University of Kansas Medical Center, Kansas City, KS, USA
| | - Andrew T Fox
- Hoglund Biomedical Imaging Center, University of Kansas Medical Center, Kansas City, KS, USA; Division of Health Services and Outcomes Research, Children's Mercy Kansas City, Kansas City, KS, USA
| | - Justin C Strickland
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Matthew W Johnson
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, Baltimore, MD, USA
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Strickland JC, Lee DC, Vandrey R, Johnson MW. A systematic review and meta-analysis of delay discounting and cannabis use. Exp Clin Psychopharmacol 2021; 29:696-710. [PMID: 32309968 PMCID: PMC8376219 DOI: 10.1037/pha0000378] [Citation(s) in RCA: 24] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/21/2022]
Abstract
Delay discounting reflects the systematic reduction in the value of a consequence by delay to delivery. Theoretical and empirical work suggests that delay discounting is a key behavioral mechanism underlying substance use disorder. Existing work on cannabis use, however, is mixed with many studies reporting null results. The purpose of this review was to provide an in-depth assessment of the association between delay discounting and cannabis use. We conducted metaregression analyses to determine the omnibus correlation between delay discounting and cannabis use, and to evaluate task-based and sample-based moderators. Studies included evaluated an association between delay discounting and cannabis quantity-frequency or severity measures in human participants (27 studies, 61 effect sizes, 24,782 participants). A robust variance estimation method was used to account for dependence among effect sizes. A significant, but small, omnibus effect was observed (r = .082) in which greater cannabis use frequency or severity was associated with greater discounting. Incentive structure and outcome type were each significant moderators in a multiple moderator model such that incentivized tasks correlated with severity measures showed stronger associations (r = .234) than hypothetical tasks correlated with quantity-frequency measures (r = .029). Comparisons to historic effect size data supported the hypothesis that, at present, the relationship between cannabis use and delay discounting appears empirically smaller than for other substances. Future work should explore theoretical rationales explaining this modest relationship involving cannabis use and delay discounting, such as reflecting the smaller magnitude of perceived long-term clinical outcomes associated with cannabis compared to other substances. (PsycInfo Database Record (c) 2021 APA, all rights reserved).
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Affiliation(s)
| | - Dustin C Lee
- Department of Psychiatry and Behavioral Sciences
| | - Ryan Vandrey
- Department of Psychiatry and Behavioral Sciences
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Study protocol: evaluation of the addictive potential of e-cigarettes (EVAPE): neurobiological, sociological, and epidemiological perspectives. BMC Psychol 2021; 9:181. [PMID: 34794514 PMCID: PMC8600891 DOI: 10.1186/s40359-021-00682-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2021] [Accepted: 11/05/2021] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Tobacco use is the largest preventable cause of diseases and deaths; reducing tobacco intake is, therefore, an urgent public health goal. In recent years, e-cigarettes have been marketed as a 'healthier' alternative to tobacco smoking, whilst product features have evolved tremendously in the meantime. A lively scientific debate has developed regarding the potential benefits and risks of e-cigarettes although, surprisingly, there are few studies investigating the addictive potential of nicotine-containing e-cigarettes. The present work comprises three work packages investigating the addictive potential of e-cigarettes from different perspectives: (1) the neurobiological addictive potential of e-cigarettes; (2) the experience and perception of dependence symptoms among users of e-cigarettes in a social context; and (3) the epidemiological perspective regarding factors influencing the potential for dependence. METHODS Work package I: the neurobiological study will investigate the key elements of addiction in e-cigarettes compared to tobacco cigarettes using neurobiological and neuropsychological correlates associated with craving, incentive motivation, cue reactivity and attentional bias. Work package II: the sociological study part examines self-reports on the experience and perception of dependence symptoms in a social context, using focus group interviews and the analysis of posts in online discussion forums on e-cigarettes. Work package III: the epidemiological study part focuses on tolerance development and the role of psychosocial and product factors by analyzing longitudinal data from the International Tobacco Control Policy Evaluation Project (ITC). DISCUSSION The present study offers a chosen mix of three methodological approaches, thereby comprehensively examining core symptoms of positive and negative reinforcement in addiction. Whether e-cigarettes are as reinforcing and addictive as combustible tobacco cigarettes is an important public health issue with implications for prevention and treatment programs. TRIAL REGISTRATION Work package I: Registered at clinicaltrials.gov/ct2/show/NCT04772014. Work package II: Registered at OSF Registries: https://osf.io/dxgya (2021, January 14).
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Modak P, Hutslar C, Polk R, Atkinson E, Fisher L, Macy J, Chassin L, Presson C, Finn PR, Brown JW. Neural bases of risky decisions involving nicotine vapor versus monetary reward. NEUROIMAGE: CLINICAL 2021; 32:102869. [PMID: 34768145 PMCID: PMC8591353 DOI: 10.1016/j.nicl.2021.102869] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/17/2021] [Revised: 10/26/2021] [Accepted: 10/27/2021] [Indexed: 11/06/2022] Open
Abstract
• Most studies of addiction with fMRI use only money reward. • Little is known about the neural basis of real-time drug use decisions. • Subjects gambled for either money or immediate nicotine vape reward in scanner. • The neural response to immediate drug reward is different from monetary reward. • Money reward has limitations as a proxy for studying addiction.
Substantial effort has gone into neuroimaging studies of neural mechanisms underlying addiction. Human studies of smoking typically either give monetary reward during an fMRI task or else allow subjects to smoke outside the scanner, after the session. This raises a fundamental issue of construct validity, as it is unclear whether the same neural mechanisms process decisions about nicotine that process decisions about money. To address this, we developed a novel MR-compatible nicotine vaping device, such that access to nicotine vapor could be controlled and monitored. We recruited heavy smokers (Money: 45 subjects, 13 females and 32 males; Nicotine: 21 subjects, 4 females and 17 males) to perform a gambling task with nicotine and monetary reward on separate days. We collected BOLD fMRI data while they performed the task inside the scanner and analyzed it using general linear modeling, with inference based on cluster-size correction. This allowed a direct comparison between the neural mechanisms of choosing and receiving immediate drug vs. monetary reward. We found substantial differences in the neural mechanisms that underlie risky choices about money vs. drug reward, including a reversal of the well-known error effects in the medial prefrontal cortex.
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