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Discounting Delayed and Probabilistic Monetary Gains and Losses by Smokers of Cigarettes

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Behavioral Economics of Preferences, Choices, and Happiness

Abstract

Rationale: Nicotine dependence has been associated with impulsivity and discounting delayed/uncertain outcomes. Objectives: This study had two main objectives: (1) to examine the relationship between the number of cigarettes consumed per day and the degree to which delayed and uncertain monetary gains and losses are discounted by smokers, and (2) to determine the relationship between the estimated dose of nicotine intake per day and the degree to which four types of discounting occur. Methods: Twenty seven habitual smokers and 23 never smokers participated in this experiment. They were required to choose between immediate and delayed monetary rewards (or losses), or between guaranteed and probabilistic rewards (or losses). Results: The degree to which delayed monetary gains were discounted was significantly and positively correlated with both the number of cigarettes smoked and the estimated dose of nicotine intake per day. Conversely, there was no relationship between smoking and the remaining three types of discounting. Also, mild smokers in our sample did not differ from never smokers in discounting monetary gains or losses. Conclusions: In general, our results suggest that both the frequency of nicotine self-administration, as well as the dosage, are positively associated with greater delay discounting of gains. One neuropsychopharmacological explanation for this effect is that chronic nicotine intake may induce neuroadaptation of the neural circuitry involved in reward processing.

The original article first appeared in Psychopharmacology (Berlin) 182(4):508–515, 2005. A newly written addendum has been added to this book chapter.

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References

  • Baker F, Johnson MW, Bickel WK (2003) Delay discounting in current and never-before cigarette smokers: similarities and differences across commodity sign and magnitude. J Abnorm Psychol 112:382–392

    Article  Google Scholar 

  • Benowitz NL, Pomerleau OF, Pomerleau CS, Jacob P III (2003) Nicotine metabolite ratio as a predictor of cigarette consumption. Nicotine Tob Res 5:621–624

    Article  Google Scholar 

  • Bickel WK, Marsch LA (2001) Toward a behavioral economic understanding of drug dependence: delay discounting processes. Addiction 96:73–86

    Article  Google Scholar 

  • Bickel WK, Odum AL, Madden GJ (1999) Impulsivity and cigarette smoking: delay discounting in current never and ex-smokers. Psychopharmacology (Berl) 146:447–454

    Article  Google Scholar 

  • Binnie V, McHugh S, Macpherson L, Borland B, Moir K, Malik K (2004) The validation of self-reported smoking status by analyzing cotinine levels in stimulated and unstimulated saliva, serum and urine. Oral Dis 10:287–293

    Article  Google Scholar 

  • Breiter HC, Aharon I, Kahneman D, Dale A, Shizgal P (2001) Functional imaging of neural responses to expectancy and experience of monetary gains and losses. Neuron 30:619–639

    Article  Google Scholar 

  • Cardinal RN, Robbins TW, Everitt BJ (2000) The effects of D-amphetamine chlordiazepoxide alpha-flupenthixol and behavioural manipulations on choice of signalled and unsignalled delayed reinforcement in rats. Psychopharmacology (Berl) 152:362–375

    Article  Google Scholar 

  • Daruna JH, Barnes PA (1993) A neurodevelopmental view of impulsivity. In: McCown WG, Johnson JL, Shure MB (eds) The impulsive client: theory research and treatment. American Psychological Association, Washington, DC, pp 23–37

    Chapter  Google Scholar 

  • de Wit H, Enggasser JL, Richards JB (2002) Acute administration of D-amphetamine decreases impulsivity in healthy volunteers. Neuropsychopharmacology 27:813–825

    Article  Google Scholar 

  • Glimcher PW, Rustichini A (2004) Neuroeconomics: the consilience of brain and decision. Science 306:447–452

    Article  Google Scholar 

  • Han R, Takahashi T (2012) Psychophysics of valuation and time perception in temporal discounting of gain and loss. Phys A Stat Mech Appl 391(24):6568–6576

    Article  Google Scholar 

  • Harris M, Penfold RB, Hawkins A, Maccombs J, Wallace B, Reynolds B (2014) Dimensions of impulsive behavior and treatment outcomes for adolescent smokers. Exp Clin Psychopharmacol 22(1):57–64

    Article  Google Scholar 

  • Johnson MW, Bickel WK (2002) Within-subject comparison of real and hypothetical money rewards in delay discounting. J Exp Anal Behav 77:129–146

    Article  Google Scholar 

  • Kang M-I, Ikeda S (2013) Time discounting and smoking behavior: evidence from a panel survey. Health Econ. 18 October 2013. doi:10.1002/hec.2998. [Epub ahead of print]

    Google Scholar 

  • Kausch O (2003) Patterns of substance abuse among treatmentseeking pathological gamblers. J Subst Abuse Treat 25:263–270

    Article  Google Scholar 

  • Kawamura Y, Takahashi T, Liu X, Nishida N, Noda Y, Yoshikawa A, Sasaki T (2013) Variation in the DRD2 gene affects impulsivity in intertemporal choice. Open J Psychiatry 3(1):26–31

    Article  Google Scholar 

  • Kayir H, Semenova S, Markou A (2014) Baseline impulsive choice predicts the effects of nicotine and nicotine withdrawal on impulsivity in rats. Prog Neuropsychopharmacol Biol Psychiatry 48:6–13

    Article  Google Scholar 

  • Kelsey JE, Niraula A (2013) Effects of acute and sub-chronic nicotine on impulsive choice in rats in a probabilistic delay-discounting task. Psychopharmacology (Berl) 227(3):385–392

    Article  Google Scholar 

  • Kirby KN, Petry NM (2004) Heroin and cocaine abusers have higher discount rates for delayed rewards than alcoholics or non-drug-using controls. Addiction 99:461–471

    Article  Google Scholar 

  • Kirby KN, Petry NM, Bickel WK (1999) Heroin addicts have higher discount rates for delayed rewards than non-drug-using controls. J Exp Psychol Gen 128:78–87

    Article  Google Scholar 

  • Knutson B, Westdorp A, Kaiser E, Hommer D (2000) FMRI visualization of brain activity during a monetary incentive delay task. Neuroimage 12:20–27

    Article  Google Scholar 

  • Knutson B, Fong GW, Bennett SM, Adams CM, Hommer D (2003) A region of mesial prefrontal cortex tracks monetarily rewarding outcomes: characterization with rapid event-related fMRI. Neuroimage 18:263–272

    Article  Google Scholar 

  • Kobiella A, Ripke S, Kroemer NB, Vollmert C, Vollstädt-Klein S, Ulshöfer DE, Smolka MN (2013) Acute and chronic nicotine effects on behaviour and brain activation during intertemporal decision making. Addict Biol. 16 May 2013. doi:10.1111/adb.12057. [Epub ahead of print]

    Google Scholar 

  • Liu ZH, Jin WQ (2004) Decrease of ventral tegmental area dopamine neuronal activity in nicotine withdrawal rats. Neuroreport 15:1479–1481

    Article  Google Scholar 

  • MacKillop J, Amlung MT, Wier LM, David SP, Ray LA, Bickel WK, Sweet LH (2012) The neuroeconomics of nicotine dependence: a preliminary functional magnetic resonance imaging study of delay discounting of monetary and cigarette rewards in smokers. Psychiatry Res 202(1):20–29

    Article  Google Scholar 

  • Martin-Solch C, Magyar S, Kunig G, Missimer J, Schultz W, Leenders KL (2001) Changes in brain activation associated with reward processing in smokers and nonsmokers. A positron emission tomography study. Exp Brain Res 139:278–286

    Article  Google Scholar 

  • Martin-Solch C, Missimer J, Leenders KL, Schultz W (2003) Neural activity related to the processing of increasing monetary reward in smokers and nonsmokers. Eur J Neurosci 18:680–688

    Article  Google Scholar 

  • Mazur JE (1987) An adjusting procedure for studying delayed reinforcement. In: Commons ML, Mazur JE, Nevin JA, Rachlin H (eds) Quantitative analysis of behavior, vol 5, The effects of delay and of intervening events on reinforcement value. Erlbaum, Hillsdale, pp 55–73

    Google Scholar 

  • McClure SM, Laibson DI, Loewenstein G, Cohen JD (2004) Separate neural systems value immediate and delayed monetary rewards. Science 306:503–507

    Article  Google Scholar 

  • Mitchell SH (1999) Measures of impulsivity in cigarette smokers and non-smokers. Psychopharmacology (Berl) 146:455–464

    Article  Google Scholar 

  • Mitchell SH (2004) Effects of short-term nicotine deprivation on decision-making: delay, uncertainty and effort discounting. Nicotine Tob Res 6:819–828

    Article  Google Scholar 

  • Montague PR, Berns GS (2002) Neural economics and the biological substrates of valuation. Neuron 36:265–284

    Article  Google Scholar 

  • Munafo M, Clark T, Johnstone E, Murphy M, Walton R (2004) The genetic basis for smoking behavior: a systematic review and meta-analysis. Nicotine Tob Res 6:583–597

    Article  Google Scholar 

  • Myerson J, Green L, Warusawitharana M (2001) Area under the curve as a measure of discounting. J Exp Anal Behav 76:235–243

    Article  Google Scholar 

  • Myerson J, Green L, Hanson JS, Holt DD, Estle SJ (2003) Discounting delayed and probabilistic rewards: processes and traits. J Econ Psychol 24:619–635

    Article  Google Scholar 

  • Odum AL, Madden GJ, Bickel WK (2002) Discounting of delayed health gains and losses by current never- and ex-smokers of cigarettes. Nicotine Tob Res 4:295–303

    Article  Google Scholar 

  • Ohmura Y, Takahashi T, Kitamura N (2005) Discounting delayed and probabilistic monetary gains and losses by smokers of cigarettes. Psychopharmacology (Berl) 182(4):508–515

    Article  Google Scholar 

  • Perry JL, Larson EB, German JP, Madden GJ, Carroll ME (2005) Impulsivity (delay discounting) as a predictor of acquisition of IV cocaine self-administration in female rats. Psychopharmacology (Berl) 178:193–201

    Article  Google Scholar 

  • Petry NM (2001) Delay discounting of money and alcohol in actively using alcoholics currently abstinent alcoholics and controls. Psychopharmacology (Berl) 154:243–250

    Article  Google Scholar 

  • Pietras CJ, Cherek DR, Lane SD, Tcheremissine OV, Steinberg JL (2003) Effects of methylphenidate on impulsive choice in adult humans. Psychopharmacology (Berl) 170:390–398

    Article  Google Scholar 

  • Rachlin H, Raineri A, Cross D (1991) Subjective probability and delay. J Exp Anal Behav 55:233–244

    Article  Google Scholar 

  • Rahman S, Zhang J, Engleman EA, Corrigall WA (2004) Neuroadaptive changes in the mesoaccumbens dopamine system after chronic self-administration: a microdialysis study. Neuroscience 129:415–424

    Article  Google Scholar 

  • Reynolds B (2004) Do high rates of cigarette consumption increase delay discounting? A cross-sectional comparison of adolescent smokers and young-adult smokers and nonsmokers. Behav Processes 67:545–549

    Article  Google Scholar 

  • Reynolds B, Karraker K, Horn K, Richards JB (2003) Delay and probability discounting as related to different stages of adolescent smoking and non-smoking. Behav Processes 64:333–344

    Article  Google Scholar 

  • Reynolds B, Richards JB, Horn K, Karraker K (2004) Delay discounting and probability discounting as related to cigarette smoking status in adults. Behav Processes 65:35–42

    Article  Google Scholar 

  • Richards JB, Sabol KE, de Wit H (1999a) Effects of methamphetamine on the adjusting amount procedure, a model of impulsive behavior in rats. Psychopharmacology (Berl) 146:432–439

    Article  Google Scholar 

  • Richards JB, Zhang L, Mitchell SH, de Wit H (1999b) Delay or probability discounting in a model of impulsive behavior: effect of alcohol. J Exp Anal Behav 71:121–143

    Article  Google Scholar 

  • Schultz W (2004) Neural coding of basic reward terms of animal learning theory game theory microeconomics and behavioural ecology. Curr Opin Neurobiol 14:139–147

    Article  Google Scholar 

  • Secades-Villa R, Weidberg S, García-Rodríguez O, Fernández-Hermida JR, Yoon JH (2014) Decreased delay discounting in former cigarette smokers at one year after treatment. Addict Behav 39(6):1087–1093

    Article  Google Scholar 

  • Sheffer CE, Mennemeier M, Landes RD, Bickel WK, Brackman S, Dornhoffer J, Kimbrell T, Brown G (2013) Neuromodulation of delay discounting, the reflection effect, and cigarette consumption. J Subst Abuse Treat 45(2):206–214

    Article  Google Scholar 

  • Simpson CA, Vuchinich RE (2000) Reliability of a measure of temporal discounting. Psychol Rec 50:3–16

    Google Scholar 

  • Takahashi T (2004) Cortisol levels and time-discounting of monetary gain in humans. Neuroreport 15:2145–2147

    Article  Google Scholar 

  • Takahashi T (2005) Loss of self-control in intertemporal choice may be attributable to logarithmic time-perception. Med Hypotheses 65(4):691–693

    Article  Google Scholar 

  • Takahashi T (2007) Hyperbolic discounting may be reduced to electrical coupling in dopaminergic neural circuits. Med Hypotheses 69(1):195–198

    Article  Google Scholar 

  • Takahashi T (2009) Theoretical frameworks for neuroeconomics of intertemporal choice. J Neurosci Psychol Econ 2(2):75–90

    Article  Google Scholar 

  • Takahashi T (2011) A neuroeconomic theory of rational addiction and nonlinear time-perception. Neuro Endocrinol Lett 32(3):221–225

    Google Scholar 

  • Takahashi T, Han R (2013) Psychophysical neuroeconomics of decision making: nonlinear time perception commonly explains anomalies in temporal and probability discounting. Appl Math 4:1520–1525

    Article  Google Scholar 

  • Takahashi T, Furukawa A, Miyakawa T, Maesato H, Higuchi S (2007) Two-month stability of hyperbolic discount rates for delayed monetary gains in abstinent inpatient alcoholics. Neuro Endocrinol Lett 28(2):131–136

    Google Scholar 

  • Thaler R (1981) Some empirical evidence on dynamic inconsistency. Econ Lett 8:201–207

    Article  Google Scholar 

  • Tversky A, Kahneman D (1981) The framing of decisions and the psychology of choice. Science 211:453–458

    Article  Google Scholar 

  • Ueda K, Kawachi I, Nakamura M, Nogami H, Shirokawa N, Masui S, Okayama A, Oshima A (2002) Cigarettes nicotine yields and nicotine intake among Japanese male workers. Tob Control 11:55–60

    Article  Google Scholar 

  • Vuchinich RE, Simpson CA (1998) Hyperbolic temporal discounting in social drinkers and problem drinkers. Exp Clin Psychopharmacol 6:292–305

    Article  Google Scholar 

  • Wade TR, de Wit H, Richards JB (2000) Effects of dopaminergic drugs on delayed reward as a measure of impulsive behavior in rats. Psychopharmacology (Berl) 150:90–101

    Article  Google Scholar 

Download references

Acknowledgements

The research reported in this chapter was supported by grants from the Grant-in-Aid for Scientific Research (“21st century center of excellence” grant and grant #17650074) and Grant-in-Aid for Scientific Research on Innovative Areas (23118001 & 23118002; Adolescent Mind & Self-Regulation) from the Ministry of Education, Culture, Sports, Science and Technology of Japan, and a Yamaguchi endocrinological disorder grant. We are grateful to Dr. Paul Wehr, Dr. Yoshiro Tsutsui and anonymous reviewers for critical reading of our manuscript.

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Correspondence to Taiki Takahashi .

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Addendum: Recent Developments

This addendum has been newly written by Taiki Takahashi for this book chapter.

Addendum: Recent Developments

A number of studies on the relationships between temporal (social and probability) discounting and impulsivity associated with smoking behavior (nicotine addiction) have recently been conducted. In behavioral economics, Kang and Ikeda (2013) utilized questionnaires which may be related to impulsivity and hyperbolicity in temporal discounting and observed that both psychological tendencies are positively associated with smoking behavior. Although Ohmura et al. (2005) did not examine a causal direction from nicotine intake to greater impulsivity in temporal discounting, recent studies demonstrated the causality. For instance, Kelsey and Niraula (2013) studied the effect of acute and sub-chronic administration of nicotine on temporal discounting by rats. They reported that nicotine administration increased impulsivity in temporal discounting. Secades-Villa et al. (2014) reported that prolonged (1 year) decreased impulsivity in temporal discounting by human ex-smokers. These reports indicate that nicotine intake increases impulsivity in temporal discounting. Other recent studies suggest the opposite causal direction may also exists. Harris et al. (2014) studied the roles of impulsivity in temporal discounting by humans in response to smoking cessation treatments and observed that temporal discounting predicts the treatment outcomes. Consistent with this finding, Kayir et al. (2014) demonstrated that trait impulsivity predicts the effects of nicotine withdrawal on impulsive choice by rats. It is therefore probable that there are two causal directions in the relationship between nicotine intake and impulsive temporal discounting: from nicotine intake to impulsivity in temporal discounting and vice versa. Our previous study on the relationship between alcoholism and temporal discounting also supports this interpretation (Takahashi et al. 2007).

In Neuroeconomics, several advances have been made on the neurobiological foundations of the relationship between smoking (and other dopaminergic drugs) and temporal discounting (Takahashi 2009; MacKillop et al. 2012). Kobiella et al. (2013) observed that the activation of smokers’ ventral striatum is weaker than that of non-smokers’ during intertemporal choice for delayed gains. Sheffer et al. (2013) studied the effect of high-frequency transcranial magnetic stimulation of the left dorsolateral prefrontal cortex on temporal discounting by smokers and reported that the stimulation decreased temporal discounting of gains, but increased temporal discounting of loss. Theoretically, Takahashi (2011) proposed that addicts’ time-inconsistency in temporal discounting may be related to nonlinearity in time perception (Takahashi 2005) via alteration of dopaminergic systems (e.g., D2 receptors and electrical coupling between dopaminergic neurons, Takahashi 2007; Kawamura et al. 2013), which should be examined in future studies in psychophysical neuroeconomics (Han and Takahashi 2012; Takahashi and Han 2013).

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Ohmura, Y., Takahashi, T., Kitamura, N. (2016). Discounting Delayed and Probabilistic Monetary Gains and Losses by Smokers of Cigarettes. In: Ikeda, S., Kato, H., Ohtake, F., Tsutsui, Y. (eds) Behavioral Economics of Preferences, Choices, and Happiness. Springer, Tokyo. https://doi.org/10.1007/978-4-431-55402-8_8

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