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Original Articles

Neuronal correlates of delay discounting in healthy subjects and its implication for addiction: an ALE meta-analysis study

, , &
Pages 51-66 | Received 27 Jul 2018, Accepted 25 Nov 2018, Published online: 11 Jan 2019

References

  • Ainslie G. Specious reward: a behavioral theory of impulsiveness and impulse control. Psychol Bull. 1975; 82(4):463–96. doi:10.1037/h0076860.
  • Mischel W, Shoda Y, Peake PK. The nature of adolescent competencies predicted by preschool delay of gratification. J Pers Soc Psychol. 1988; 54(4):687–96. doi:10.1037/0022-3514.54.4.687.
  • Bickel WK, Marsch LA. Toward a behavioral economic understanding of drug dependence: delay discounting processes. Addiction. 2001; 96(1):73–86. doi:10.1080/09652140020016978.
  • Duckworth AL, Seligman MEP. Self-discipline outdoes IQ in predicting academic performance of adolescents. Psychol Sci. 2005; 16(12):939–44. doi:10.1111/j.1467-9280.2005.01641.x.
  • Chabris CF, Laibson D, Morris CL, Schuldt JP, Taubinsky D. Individual laboratory-measured discount rates predict field behavior. J Risk Uncertain. 2008; 37(2–3):237–69. doi:10.1007/s11166-008-9053-x.
  • O`Donoghue T, Rabin M. Procrastination in preparing for retirement. In: Araron HJ, editor. Behavioral dimensions of retirement economics. Washington, DC, US: Brookings Institution and Russell; 1988. p. 125–56.
  • Odum AL. Delay discounting: trait variable? Behav Processes. 2011; 87(1):1–9. doi:10.1016/j.beproc.2011.02.007.
  • Anokhin AP, Grant JD, Mulligan RC, Heath AC. The genetics of impulsivity: evidence for the heritability of delay discounting. Biol Psychiatry. 2015; 77(10):887–94. doi:10.1016/j.biopsych.2014.10.022.
  • Odum AL. Delay discounting: I’m a k, You’re a k. J Exp Anal Behav. 2011 Nov 1;96(3):427–39. doi:10.1901/jeab.2011.96-423.
  • Dalley JW, Everitt BJ, Robbins TW. Impulsivity, compulsivity, and top-down cognitive control. Neuron. 2011; 69(4):680–94. doi:10.1016/j.neuron.2011.01.020.
  • Evenden JL. Varieties of impulsivity. Psychopharmacology (Berl). 1999 Oct 21;146(4):348–61. doi:10.1007/PL00005481.
  • Gray JC, Mackillop J. Genetic basis of delay discounting in frequent gamblers: examination of a priori candidates and exploration of a panel of dopamine-related loci. Brain Behav. 2014; 4(6):812–21. doi:10.1002/brb3.284.
  • Kirby KN, Petry NM, Bickel WK. Heroin addicts have higher discount rates for delayed rewards than non-drug-using controls. J Exp Psychol Gen. 1999; 128(1):78–87. doi:10.1037/0096-3445.128.1.78.
  • Kable JW, Glimcher PW. The neural correlates of subjective value during intertemporal choice. Nat Neurosci. 2007; 10(12):1625–33. doi:10.1038/nn2007.
  • Frederick S, Loewenstein G, O’donoghue T. Time discounting and time preference: a critical review. J Econ Lit. 2002; 40(2):351–401. doi:10.1257/jel.40.2.351.
  • Ainslie G. Breakdown of will. New York: Cambridge University Press; 2001.
  • Kirby KN, Petry NM. Heroin and cocaine abusers have higher discount rates for delayed rewards than alcoholics or non-drug-using controls. Addiction. 2004 Apr;99(4):461–71. doi:10.1111/j.1360-0443.2003.00669.x.
  • Robles E, Huang BE, Simpson PM, McMillan DE. Delay discounting, impulsiveness, and addiction severity in opioid-dependent patients. J Subst Abuse Treat. 2011 Dec;41(4):354–62. doi:10.1016/j.jsat.2011.05.003.
  • Madden GJ, Petry NM, Badger GJ, Bickel WK. Impulsive and self-control choices in opioid-dependent patients and non-drug-using control patients: drug and monetary rewards. Exp Clin Psychopharmacol. 1997; 5(3):256–62. doi:10.1037/1064-1297.5.3.256.
  • Petry NM. Delay discounting of money and alcohol in actively using alcoholics, currently abstinent alcoholics, and controls. Psychopharmacology (Berl). 2001; 154(3):243–50. doi:10.1007/s002130000638.
  • Mitchell JM, Fields HL, D’Esposito M, Boettiger CA. Impulsive responding in alcoholics. Alcohol Clin Exp Res. 2005; 29(12):2158–69. doi:10.1097/01.alc.0000191755.63639.4a.
  • Amlung M, MacKillop J. Clarifying the relationship between impulsive delay discounting and nicotine dependence. Psychol Addict Behav. 2014. doi:10.1037/a0036726.
  • Baker F, Johnson MW, Bickel WK. Delay discounting in current and never-before cigarette smokers: similarities and differences across commodity, sign, and magnitude. J Abnorm Psychol. 2003; 112(3):382–92. doi:10.1037/0021-843X.112.3.382.
  • Bickel WK, Odum AL, Madden GJ. Impulsivity and cigarette smoking: delay discounting in current, never, and ex-smokers. Psychopharmacology (Berl). 1999; 146(4):447–54. doi:10.1007/PL00005490.
  • García-Rodríguez O, Secades-Villa R, Weidberg S, Yoon JH. A systematic assessment of delay discounting in relation to cocaine and nicotine dependence. Behav Processes. 2013 Oct;99:100–05. doi:10.1016/j.beproc.2013.07.007.
  • Johnson MW. An efficient operant choice procedure for assessing delay discounting in humans: initial validation in cocaine-dependent and control individuals. Exp Clin Psychopharmacol. 2012; 20(3):191–204. doi:10.1037/a0027088.
  • Coffey SF, Gudleski GD, Saladin ME, Brady KT. Impulsivity and rapid discounting of delayed hypothetical rewards in cocaine-dependent individuals. Exp Clin Psychopharmacol. 2003; 11(1):18–25. doi:10.1037/1064-1297.11.1.18.
  • Hoffman WF, Moore M, Templin R, McFarland B, Hitzemann RJ, Mitchell SH. Neuropsychological function and delay discounting in methamphetamine-dependent individuals. Psychopharmacology (Berl). 2006; 188(2):162–70. doi:10.1007/s00213-006-0494-0.
  • Monterosso J, Ainslie G, Xu J, Cordova X, Domier CP, London ED. Frontoparietal cortical activity of methamphetamine-dependent and comparison subjects performing a delay discounting task. Hum Brain Mapp. 2007; 28(5):383–93. doi:10.1002/hbm.20281.
  • Audrain-McGovern J, Rodriguez D, Epstein LH, Cuevas J, Rodgers K, Wileyto EP. Does delay discounting play an etiological role in smoking or is it a consequence of smoking? Drug Alcohol Depend. 2009 Aug 1;103(3):99–106. doi:10.1016/j.drugalcdep.2008.12.019.
  • Audrain-McGovern J, Rodriguez D, Tercyak KP, Epstein LH, Goldman P, Wileyto EP. Applying a behavioral economic framework to understanding adolescent smoking. Psychol Addict Behav. 2004;18(1):64–73. doi:10.1037/0893-164X.18.4.390.
  • Sheffer CE, Mennemeier M, Landes RD, Bickel WK, Brackman S, Dornhoffer J, Kimbrell T, Brown G. Neuromodulation of delay discounting, the reflection effect, and cigarette consumption. J Subst Abuse Treat. 2013 Aug;45(2):206–14. doi:10.1016/j.jsat.2013.01.012.
  • Stanger C, Ryan SR, Fu H, Landes RD, Jones BA, Bickel WK, Budney AJ. Delay discounting predicts adolescent substance abuse treatment outcome. Exp Clin Psychopharmacol.2012;20(3):205–12.doi:10.1037/a0026543.
  • Stevens L, Verdejo-García A, Goudriaan AE, Roeyers H, Dom G, Vanderplasschen W. Impulsivity as a vulnerability factor for poor addiction treatment outcomes: A review of neurocognitive findings among individuals with substance use disorders. J Subst Abuse Treat. 2014; 47(1):58–72. doi:10.1016/j.jsat.2014.01.008.
  • MacKillop J, Kahler CW. Delayed reward discounting predicts treatment response for heavy drinkers receiving smoking cessation treatment. Drug Alcohol Depend. 2009; 104(3):197–203. doi:10.1016/j.drugalcdep.2009.04.020.
  • Yoon JH, Higgins ST, Heil SH, Sugarbaker RJ, Thomas CS, Badger GJ. Delay discounting predicts postpartum relapse to cigarette smoking among pregnant women. Exp Clin Psychopharmacol. 2007; 15(2):176–86. doi:10.1037/1064-1297.15.2.186.
  • Krishnan-Sarin S, Reynolds B, Duhig AM, Smith A, Liss T, McFetridge A, Cavallo DA, Carroll KM, Potenza MN. Behavioral impulsivity predicts treatment outcome in a smoking cessation program for adolescent smokers. Drug Alcohol Depend. 2007 Apr;88(1):79–82. doi:10.1016/j.drugalcdep.2006.09.006.
  • Washio Y, Higgins ST, Heil SH, McKerchar TL, Badger GJ, Skelly JM, Dantona RL. Delay discounting is associated with treatment response among cocaine-dependent outpatients. Exp Clin Psychopharmacol. 2011;19(3):243–48. doi:10.1037/a0023617.
  • Stein JS, Madden GJ. Delay discounting and drug abuse: empirical, conceptual, and methodological considerations. Wiley-Blackwell Handb Addict Psychopharmacol. 2013;165–208. doi:10.1002/9781118384404.ch7.
  • Weafer J, Mitchell SH, De Wit H. Recent translational findings on impulsivity in relation to drug abuse. Curr Addict Reports. 2014; 1(4):289–300. doi:10.1007/s40429-014-0035-6.
  • Perry JL, Carroll ME. The role of impulsive behavior in drug abuse. Psychopharmacology (Berl). 2008; 200(1):1–26. doi:10.1007/s00213-008-1173-0.
  • Bickel WK, Koffarnus MN, Moody L, Wilson AG. The behavioral- and neuro-economic process of temporal discounting: a candidate behavioral marker of addiction. Neuropharmacology. 2014; 76(PARTB):518–27. doi:10.1016/j.neuropharm.2013.06.013.
  • Koffarnus MN, Jarmolowicz DP, Mueller ET, Bickel WK. Neurobehavioral decision systems theory: a review. J Exp Anal Behav. 2013; 99(1):32–57. doi:10.1002/jeab.2.Changing.
  • Sheffer CE, Bickel WK, Brandon TH, Franck CT, Deen D, Panissidi L, Abdali SA, Pittman JC, Lunden SE, Prashad N, et al. Preventing relapse to smoking with transcranial magnetic stimulation: feasibility and potential efficacy. Drug Alcohol Depend. 2018;182(May 2017):8–18. doi:10.1016/j.drugalcdep.2017.09.037.
  • Black AC, Rosen MI. A money management-based substance use treatment increases valuation of future rewards. Addict Behav. 2011; 36(1–2):125–28. doi:10.1016/j.addbeh.2010.08.014.
  • Yi R, Johnson MW, Giordano LA, Landes RD, Badger GJ, Bickel WK. The effects of reduced cigarette smoking on discounting future rewards: an initial evaluation. Psychol Rec. 2008 Jan;58(2):163–74. doi:10.1007/BF03395609.
  • Bickel WK, Yi R, Landes RD, Hill PF, Baxter C. Remember the future: working memory training decreases delay discounting among stimulant addicts. Biol Psychiatry. 2011; 69(3):260–65. doi:10.1016/j.biopsych.2010.08.017.
  • Murphy ER, Robinson ESJ, Theobald DEH, Dalley JW, Robbins TW. Contrasting effects of selective lesions of nucleus accumbens core or shell on inhibitory control and amphetamine-induced impulsive behaviour. Eur J Neurosci. 2008; 28(2):353–63. doi:10.1111/j.1460-9568.2008.06309.x.
  • Cardinal RN. Impulsive choice induced in rats by lesions of the nucleus accumbens core. Science (80-). 2001; 292(5526):2499. doi:10.1126/science.1060818.
  • Bezzina G, Cheung THC, Asgari K, Hampson CL, Body S, Bradshaw CM, Szabadi E, Deakin JFW, Anderson IM. Effects of quinolinic acid-induced lesions of the nucleus accumbens core on inter-temporal choice: a quantitative analysis. Psychopharmacology (Berl). 2007;195(1):71–84. doi:10.1007/s00213-007-0882-0.
  • Pothuizen HHJ, Jongen-Rêlo AL, Feldon J, Yee BK. Double dissociation of the effects of selective nucleus accumbens core and shell lesions on impulsive-choice behaviour and salience learning in rats. Eur J Neurosci. 2005; 22(10):2605–16. doi:10.1111/j.1460-9568.2005.04388.x.
  • Mar AC, Walker ALJ, Theobald DE, Eagle DM, Robbins TW. Dissociable effects of lesions to orbitofrontal cortex subregions on impulsive choice in the rat. J Neurosci. 2011; 31(17):6398–404. doi:10.1523/JNEUROSCI.6620-10.2011.
  • Mobini S, Body S, Ho MY, Bradshaw C, Szabadi E, Deakin J, Anderson IM. Effects of lesions of the orbitofrontal cortex on sensitivity to delayed and probabilistic reinforcement. Psychopharmacology (Berl). 2002;160(3):290–98. doi:10.1007/s00213-001-0983-0.
  • Rudebeck PH, Walton ME, Smyth AN, Bannerman DM, Rushworth MFS. Separate neural pathways process different decision costs. Nat Neurosci. 2006; 9(9):1161–68. doi:10.1038/nn1756.
  • Cheung TH, Cardinal RN. Hippocampal lesions facilitate instrumental learning with delayed reinforcement but induce impulsive choice in rats. BMC Neurosci. 2005;6(1):36. http://www.biomedcentral.com/content/pdf/1471-2202-6-36.pdf
  • Mariano TY, Bannerman DM, McHugh SB, Preston TJ, Rudebeck PH, Rudebeck SR, Rawlins JNP, Walton ME, Rushworth MFS, Baxter MG, et al. Impulsive choice in hippocampal but not orbitofrontal cortex-lesioned rats on a nonspatial decision-making maze task. Eur J Neurosci. 2009;30(3):472–84. doi:10.1111/j.1460-9568.2009.06837.x.
  • Abela AR, Chudasama Y. Dissociable contributions of the ventral hippocampus and orbitofrontal cortex to decision-making with a delayed or uncertain outcome. Eur J Neurosci. 2013; 37(4):640–47. doi:10.1111/ejn.12071.
  • Winstanley CA, Theobald DEH, Cardinal RN, Robbins TW. Contrasting roles of basolateral amygdala and orbitofrontal cortex in impulsive choice. J Neurosci. 2004; 24(20):4718–22. doi:10.1523/JNEUROSCI.5606-03.2004.
  • McClure SM, Laibson DI, Loewenstein G, Cohen JD. Separate neural systems value immediate and delayed monetary rewards. Science. 2004 Oct 15;306(5695):503–07. doi:10.1126/science.1100907.
  • Laibson D. Golden eggs and hyperbolic discounting. Q J Econ. 1997 May 1;112(2):443–78. [accessed 24 Oct 2018]. https://academic.oup.com/qje/article-lookup/doi/10.1162/003355397555253.
  • Franck CT, Koffarnus MN, House LL, Bickel WK. Accurate characterization of delay discounting: a multiple model approach using approximate Bayesian model selection and a unified discounting measure. J Exp Anal Behav. 2015; 103(1):218–33. doi:10.1002/jeab.128.
  • Peters J, Büchel C. The neural mechanisms of inter-temporal decision-making: understanding variability. Trends Cogn Sci. 2011; 15(5):227–39. doi:10.1016/j.tics.2011.03.002.
  • Kirby KN, Marakovic NN. Modeling myopic decisions: evidence for hyperbolic delay-discounting within subjects and amounts. Organ Behav Hum Decis Process. 1995;64:22–30. doi:10.1006/obhd.1995.1086.
  • Ballard K, Knutson B. Dissociable neural representations of future reward magnitude and delay during temporal discounting. Neuroimage. 2009; 45(1):143–50. doi:10.1016/j.neuroimage.2008.11.004.
  • Peters J, Büchel C. Overlapping and distinct neural systems code for subjective value during intertemporal and risky decision making. J Neurosci. 2009; 29(50):15727–34. doi:10.1523/JNEUROSCI.3489-09.2009.
  • Figner B, Knoch D, Johnson EJ, Krosch AR, Lisanby SH, Fehr E, Weber EU. Lateral prefrontal cortex and self-control in intertemporal choice. Nat Neurosci. 2010;13(5):538–39. doi:10.1038/nn.2516.
  • Marco-Pallarés J, Mohammadi B, Samii A, Münte TF. Brain activations reflect individual discount rates in intertemporal choice. Brain Res. 2010; 1320(1):123–29. doi:10.1016/j.brainres.2010.01.025.
  • Pine A, Seymour B, Roiser JP, Bossaerts P, Friston KJ, Curran V, Dolan RJ. Encoding of marginal utility across time in the human brain. J Neurosci. 2009;29(30):9575–81. doi:10.1523/JNEUROSCI.1126-09.2009.Encoding.
  • Christakou A, Brammer M, Rubia K. Maturation of limbic corticostriatal activation and connectivity associated with developmental changes in temporal discounting. Neuroimage. 2011; 54(2):1344–54. doi:10.1016/j.neuroimage.2010.08.067.
  • Xu L, Liang ZY, Wang K, Li S, Jiang T. Neural mechanism of intertemporal choice: from discounting future gains to future losses. Brain Res. 2009;1261:65–74. doi:10.1016/j.brainres.2008.12.061.
  • Wesley MJ, Bickel WK. Remember the future II: meta-analyses and functional overlap of working memory and delay discounting. Biol Psychiatry. 2014; 75(6):435–48. doi:10.1016/j.biopsych.2013.08.008.
  • Carter RM, Meyer JRJ, Huettel SA. Functional neuroimaging of intertemporal choice models: a review. J Neurosci Psychol Econ. 2010; 3(1):27–45. doi:10.1037/a0018046.
  • Frost R, McNaughton N. The neural basis of delay discounting: a review and preliminary model. Neurosci Biobehav Rev. 2017;79(April):48–65. doi:10.1016/j.neubiorev.2017.04.022.
  • Clewett D, Luo S, Hsu E, Ainslie G, Mather M, Monterosso J. Increased functional coupling between the left fronto-parietal network and anterior insula predicts steeper delay discounting in smokers. Hum Brain Mapp. 2014; 3787(October 2013):3774–87. doi:10.1002/hbm.22436.
  • Hoffman WF, Schwartz DL, Huckans MS, McFarland BH, Meiri G, Stevens AA, Mitchell SH. Cortical activation during delay discounting in abstinent methamphetamine dependent individuals. Psychopharmacology (Berl). 2008;201(2):183–93. doi:10.1007/s00213-008-1261-1.
  • Meade CS, Lowen SB, MacLean RR, Key MD, Lukas SE. FMRI brain activation during a delay discounting task in HIV-positive adults with and without cocaine dependence. Psychiatry Res Neuroimaging. 2011; 192(3):167–75. doi:10.1016/j.pscychresns.2010.12.011.
  • Amlung M, Sweet LH, Acker J, Brown CL, Mackillop J. Dissociable brain signatures of choice conflict and immediate reward preferences in alcohol use disorders. Addict Biol. 2014; 19(1):743–53. doi:10.1111/adb.12017.
  • MacKillop J, Amlung MT, Wirer L, David SP, Ray LA, Bickel WK, Sweet LH. The neuroeconomics of nicotine dependence: a preliminary study of delay discounting of monetary and cigarette rewards in smokers using fMRI. Psychiatry Res. 2012;202(1):20–29. doi:10.1016/j.pscychresns.2011.10.003.The.
  • Wesley MJ, Lohrenz T, Koffarnus MN, McClure SM, De La Garza R,  Salas R, Thompson-Lake DGY, Newton TG, Bickel WK, et al. Choosing money over drugs: the neural underpinnings of difficult choice in chronic cocaine users. J Addict. 2014;2014:14.
  • Kobiella A, Ripke S, Kroemer NB, Vollmert C, Vollstädt-Klein S, Ulshöfer DE, Smolka MN. Acute and chronic nicotine effects on behaviour and brain activation during intertemporal decision making. Addict Biol. 2014;19(1):918–30. doi:10.1111/adb.12057.
  • Eickhoff SB, Laird AR, Grefkes C, Wang LE, Zilles K, Fox PT. Coordinate-based activation likelihood estimation meta-analysis of neuroimaging data: a random-effects approach based on empirical estimates of spatial uncertainty. Hum Brain Mapp. 2009 Sep;30(9):2907–26. doi:10.1002/hbm.20718.
  • Moher D, Liberati A, Tetzlaff J, Altman DG. Academia and clinic annals of internal medicine preferred reporting items for systematic reviews and meta-analyses. Annu Intern Med. 2009; 151(4):264–69. doi:10.1371/journal.pmed1000097.
  • Talairach J, Tournoux P. Co-planar stereotaxic atlas of the human brain. 3-Dimensional proportional system: an approach to cerebral imaging. New York: Thieme Medical Publisher; 1988.
  • Albrecht K, Volz KG, Sutter M, Laibson DI, von Cramon DY. What is for me is not for you: brain correlates of intertemporal choice for self and other. Soc Cogn Affect Neurosci. 2011; 6(2):218–25. doi:10.1093/scan/nsq046.
  • Benoit RG, Gilbert SJ, Burgess PW. A neural mechanism mediating the impact of episodic prospection on farsighted decisions. J Neurosci. 2011 May 4;31(18):6771–79. doi:10.1523/JNEUROSCI.6559-10.2011.
  • Eppinger B, Nystrom LE, Cohen JD. Reduced sensitivity to immediate reward during decision-making in older than younger adults. PLoS One. 2012; 7(5):1–10. doi:10.1371/journal.pone.0036953.
  • Eppinger B, Heekeren HR, Li S-C. Age differences in the neural mechanisms of intertemporal choice under subjective decision conflict. Cereb Cortex. 2018;28:3764–74. doi:10.1093/cercor/bhx239.
  • Hare TA, Hakimi S, Rangel A. Activity in dlPFC and its effective connectivity to vmPFC are associated with temporal discounting. Front Neurosci. 2014; 8(8MAR):1–15. doi:10.3389/fnins.2014.00050.
  • Kable JW, Glimcher PW. An ‘as soon as possible’ effect in human intertemporal decision making: behavioral evidence and neural mechanisms. J Neurophysiol. 2010; 103(5):2513–31. doi:10.1152/jn.00177.2009.
  • Koffarnus MN, Deshpande HU, Lisinski JM, Eklund A, Bickel WK, LaConte SM. An adaptive, individualized fMRI delay discounting procedure to increase flexibility and optimize scanner time. Neuroimage. 2017;161(July):56–66. doi:10.1016/j.neuroimage.2017.08.024.
  • Li N, Ma N, Liu Y, He X, Sun D, Fu X, Zhang X, Han S, Zhang D-R. Resting-state functional connectivity predicts impulsivity in economic decision-making. J Neurosci. 2013;33(11):4886–95. doi:10.1523/JNEUROSCI.1342-12.2013.
  • Luo S, Ainslie G, Pollini D, Giragosian L, Monterosso JR. Moderators of the association between brain activation and farsighted choice. Neuroimage. 2012; 59(2):1469–77. doi:10.1016/j.neuroimage.2011.08.004.
  • Massar SAA, Libedinsky C, Weiyan C, Huettel SA, Chee MWL. Separate and overlapping brain areas encode subjective value during delay and effort discounting. Neuroimage. 2015;120:104–13. doi:10.1016/j.neuroimage.2015.06.080.
  • Peters J, Büchel C. Episodic future thinking reduces reward delay discounting through an enhancement of prefrontal-mediotemporal interactions. Neuron. 2010; 66(1):138–48. doi:10.1016/j.neuron.2010.03.026.
  • Pine A, Shiner T, Seymour B, Dolan RJ. Dopamine, time, and impulsivity in humans. J Neurosci. 2010; 30(26):8888–96. doi:10.1523/JNEUROSCI.6028-09.2010.
  • Sasse LK, Peters J, Büchel C, Brassen S. Effects of prospective thinking on intertemporal choice: the role of familiarity. Hum Brain Mapp. 2015;36:4210–21. doi:10.1002/hbm.22912.
  • Sripada CS, Gonzalez R, Luan Phan K, Liberzon I. The neural correlates of intertemporal decision-making: contributions of subjective value, stimulus type, and trait impulsivity. Hum Brain Mapp. 2011; 32(10):1637–48. doi:10.1002/hbm.21136.
  • Wang Q, Luo S, Monterosso J, Zhang J, Fang X, Dong Q, Xue G. Distributed value representation in the medial prefrontal cortex during intertemporal choices. J Neurosci. 2014;34(22):7522–30. doi:10.1523/JNEUROSCI.0351-14.2014.
  • Waegeman A, Declerck CH, Boone C, Hecke WV, Parizel PM. Individual differences in self-control in a time discounting task: an fMRI study. J Neurosci Psychol Econ. 2014; 7(2):65–79. doi:10.1037/npe0000018.
  • Wittmann M, Leland DS, Paulus MP. Time and decision making: differential contribution of the posterior insular cortex and the striatum during a delay discounting task. Exp Brain Res. 2006; 179(4):643–53. doi:10.1007/s00221-006-0822-y.
  • Turkeltaub PE, Eden GF, Jones KM, Zeffiro TA. Meta-analysis of the functional neuroanatomy of single-word reading: method and validation. Neuroimage. 2002 Jul;16(3):765–80. doi:10.1006/nimg.2002.1131.
  • Eickhoff SB, Laird AR, Fox PM, Lancaster JL, Fox PT. Implementation errors in the GingerALE software: description and recommendations. Hum Brain Mapp. 2017; 38(1):7–11. doi:10.1002/hbm.23342.
  • Eickhoff SB, Bzdok D, Laird AR, Kurth F, Fox PT. Activation likelihood estimation meta-analysis revisited. Neuroimage. 2012; 59(3):2349–61. doi:10.1016/j.neuroimage.2011.09.017.
  • Haber SN, Knutson B. The reward circuit: linking primate anatomy and human imaging. Neuropsychopharmacology. 2010; 35(1):4–26. doi:10.1038/npp.2009.129.
  • van den Bos W, McClure SM. Towards a general model of temporal discounting. J Exp Anal Behav. 2013 Jan;99(1):58–73. [[accessed 17 May 2015]. http://www.ncbi.nlm.nih.gov/pubmed/23344988
  • Kable JW, Glimcher PW. The neurobiology of decision: consensus and controversy. Neuron. 2009 Sep;63(6):733–45. doi:10.1016/J.NEURON.2009.09.003.
  • Hu X, Kleinschmidt H, Martin JA, Han Y, Thelen M, Meiberth D, Jessen F, Weber B. A reduction in delay discounting by using episodic future imagination and the association with episodic memory capacity. Front Hum Neurosci. 2017; 10(663):1–20. doi:10.3389/fnhum.2016.00663.
  • van den Bos W, Eppinger B. Developing developmental cognitive neuroscience: from agenda setting to hypothesis testing. Dev Cogn Neurosci. 2016;17:138–44. doi:10.1016/j.dcn.2015.12.011.
  • van den Bos W, Rodriguez CA, Schweitzer JB, McClure SM. Adolescent impatience decreases with increased frontostriatal connectivity. Proc Natl Acad Sci. 2015;201423095. doi:10.1073/pnas.1423095112.
  • Lim AC, Cservenka A, Ray LA. Effects of alcohol dependence severity on neural correlates of delay discounting. Alcohol Alcohol. 2017; 18(1):1–10. doi:10.1093/alcalc/agx015.
  • Meade CS, Hobkirk AL, Towe SL, Chen NK, Bell RP, Huettel SA. Cocaine dependence modulates the effect of HIV infection on brain activation during intertemporal decision making. Drug Alcohol Depend. 2017; 178(July):443–51. doi:10.1016/j.drugalcdep.2017.05.043.
  • Boettiger CA, Kelley EA, Mitchell JM, D’Esposito M, Fields HL. Now or later? An fMRI study of the effects of endogenous opioid blockade on a decision-making network. Pharmacol Biochem Behav. 2009; 93(3):291–99. doi:10.1016/j.pbb.2009.02.008.
  • Claus ED, Kiehl KA, Hutchison KE. Neural and behavioral mechanisms of impulsive choice in alcohol use disorder. Alcohol Clin Exp Res. 2011; 35(7):1209–19. doi:10.1111/j.1530-0277.2011.01455.x.Neural.
  • Landes RD, Christensen DR, Bickel WK. Delay discounting decreases in those completing treatment for opioid dependence. Exp Clin Psychopharmacol. 2012; 4(4):302–09. doi:10.1037/a0027391.
  • Spagnolo PA, Goldman D. Neuromodulation interventions for addictive disorders: challenges, promise, and roadmap for future research. Brain. 2017; 140(1):1183–203. doi:10.1093/brain/aww284.
  • Peterchev AV, Wagner TA, Miranda PC, Nitsche MA, Paulus W, Lisanby SH, Pascual-Leone A, Bikson M. Fundamentals of transcranial electric and magnetic stimulation dose: definition, selection, and reporting practices. Brain Stimul. 2012;5(4):435–53. doi:10.1016/j.brs.2011.10.001.
  • Mix A, Benali A, Eysel UT, Funke K. Continuous and intermittent transcranial magnetic theta burst stimulation modify tactile learning performance and cortical protein expression in the rat differently. Eur J Neurosci. 2010; 32(9):1575–86. doi:10.1111/j.1460-9568.2010.07425.x.
  • Nitsche MA, Paulus W. Sustained excitability elevations induced by transcranial DC motor cortex stimulation in humans. Neurology. 2001 Nov 27;57(10):1899–901. doi:10.1212/WNL.57.10.1899.
  • Cho SS, Pellecchia G, Ko JH, Ray N, Obeso I, Houle S, Strafella AP. Effect of continuous theta burst stimulation of the right dorsolateral prefrontal cortex on cerebral blood flow changes during decision making. Brain Stimul. 2012;5(2):116–23. doi:10.1016/j.brs.2012.03.007.
  • Cho SS, Ko JH, Pellecchia G, Van Eimeren T, Cilia R, Strafella AP. Continuous theta burst stimulation of right dorsolateral prefrontal cortex induces changes in impulsivity level. Brain Stimul. 2010; 3(3):170–76. doi:10.1016/j.brs.2009.10.002.
  • Hecht D, Walsh V, Lavidor M. Bi-frontal direct current stimulation affects delay discounting choices. Cogn Neurosci. 2013 Mar;4(1):7–11. doi:10.1080/17588928.2011.638139.
  • Cho SS, Koshimori Y, Aminian K, Obeso I, Rusjan P, Lang AE, Daskalakis ZJ, Houle S, Strafella P. Investing in the future: stimulation of the medial prefrontal cortex reduces discounting of delayed rewards. Neuropsychopharmacology. 2015;40(3):546–53. doi:10.1038/npp.2014.211.
  • Brevet-Aeby C, Brunelin J, Iceta S, Padovan C, Poulet E. Prefrontal cortex and impulsivity: interest of noninvasive brain stimulation. Neurosci Biobehav Rev. 2016; 71(1):112–34. doi:10.1016/j.neubiorev.2016.08.028.
  • Kuhn J, Gründler TOJ, Bauer R, Huff W, Fischer AG, Lenartz D, Maarouf M, Bührle C, Klosterkötter J, Ullsperger M, et al. Successful deep brain stimulation of the nucleus accumbens in severe alcohol dependence is associated with changed performance monitoring. Addict Biol. 2011;16(4):620–23. doi:10.1111/j.1369-1600.2011.00337.x.
  • Müller UJ, Voges J, Steiner J, Galazky I, Heinze H-J, Möller M, Pisapia J, Halpern C, Caplan A, Bogerts B, et al. Deep brain stimulation of the nucleus accumbens for the treatment of addiction. Ann N Y Acad Sci. 2013 Apr;1282:119–28. doi:10.1111/j.1749-6632.2012.06834.x.
  • Alfonso JP, Caracuel A, Delgado-Pastor LC, Verdejo-Garcia A. Combined goal management training and mindfulness meditation improve executive functions and decision-making performance in abstinent polysubstance abusers. Drug Alcohol Depend. 2011; 117(1):78–81. doi:10.1016/j.drugalcdep.2010.12.025.
  • Ashe ML, Newman MG, Wilson SJ. Delay discounting and the use of mindful attention versus distraction in the treatment of drug addiction: a conceptual review. J Exp Anal Behav. 2015; 103(1):234–48. doi:10.1002/jeab.122.
  • Morrison KL, Madden GJ, Odum AL, Friedel JE, Twohig MP. Altering impulsive decision making with an acceptance-based procedure. Behav Ther. 2014; 45(5):630–39. doi:10.1016/j.beth.2014.01.001.
  • Daniel TO, Stanton CM, Epstein LH. The future is now: reducing impulsivity and energy intake using episodic future thinking. Psychol Sci. 2013; 24(11):2339–42. doi:10.1016/j.biotechadv.2011.08.021.Secreted.
  • Sasse LK, Peters J, Brassen S. Cognitive control modulates effects of episodic simulation on delay discounting in aging. Front Aging Neurosci. 2017;9(MAR):1–11. doi:10.3389/fnagi.2017.00058.
  • Bromberg U, Lobatcheva M, Peters J. Episodic future thinking reduces temporal discounting in healthy adolescents. PLoS One. 2017;12:11. doi:10.1371/journal.pone.0188079.
  • Snider SE, LaConte SM, Bickel WK. Episodic future thinking: expansion of the temporal window in individuals with alcohol dependence. Alcohol Clin Exp Res. 2016 Jul 1;40(7):1558–66. doi:10.1111/acer.13112.
  • Eklund A, Andersson M, Josephson C, Johannesson M, Knutsson H. Does parametric fMRI analysis with SPM yield valid results?-An empirical study of 1484 rest datasets. Neuroimage. 2012; 61(3):565–78. doi:10.1016/j.neuroimage.2012.03.093.
  • Button KS, Ioannidis JPA, Mokrysz C, Nosek BA, Flint J, Robinson ESJ, Munafò MR. Power failure: why small sample size undermines the reliability of neuroscience. Nat Rev Neurosci. 2013;14(5):365–76. doi:10.1038/nrn3475.
  • Jennings RG, Van Horn JD. Publication bias in neuroimaging research: implications for meta-analyses. Neuroinformatics. 2012 Jan 4;10(1):67–80. doi:10.1038/nbt.3121.ChIP-nexus.
  • Bickel WK, Pitcock JA, Yi R, Angtuaco EJC. Congruence of BOLD response across intertemporal choice conditions: fictive and real money gains and losses. J Neurosci. 2009 Jul 8;29(27):8839–46. doi:10.1523/JNEUROSCI.5319-08.2009.

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