Working memory and decision making in children with ADHD: an analysis of delay discounting with the use of the dual-task paradigm

Rosa Angela Fabio, Marilla Bianco, Tindara Caprì, Flavia Marino, Liliana Ruta, David Vagni, Giovanni Pioggia, Rosa Angela Fabio, Marilla Bianco, Tindara Caprì, Flavia Marino, Liliana Ruta, David Vagni, Giovanni Pioggia

Abstract

Background: Deficits in working memory tasks have been widely documented in Attention Deficit Hyperactivity Disorder (ADHD) studies. The aim of this study is to evaluate the effects of working memory load in impulsivity during decision-making processes. A delayed discounting (DD) paradigm was used, comparing children with ADHD and age-matched controls.

Method: Thirty-two children equally divided between typically developing and ADHD, from 8 to 10 years of age were assigned to sessions of a dual-task paradigm. In the primary task the child has to choose between two different amounts of money at different time delays, while in the secondary task the child has to repeat a random series of digits with different lengths. The experiment was conducted in a school setting.

Results: Compared to peers with typical development, delayed discounting was significantly stronger in children with ADHD and discounting rates increased in both groups for heavier memory loads. Furthermore, the memory load impact on frequency of immediate rewards was stronger in children with ADHD compared to typically developing children.

Discussion: Results are discussed in terms of the relation between working memory load and decision-making processes, their impact on impulsive behaviour in ADHD and the need for future research to understand possible neurocognitive correlates and use that information to develop better inclusive policies.

Keywords: ADHD; Cognitive load; Decision-making; Delayed discounting; Working memory.

Conflict of interest statement

On behalf of all authors, the corresponding author states that there is no conflict of interest.

Figures

Fig. 1
Fig. 1
Subjects Recruitment, Assignment, and Assessment Procedures
Fig. 2
Fig. 2
k-value Comparison Between Control and Experimental (ADHD) Group for Different Memory Load Conditions. Footnote: In the Box and Whisker Plot a box is drawn from the first quartile to the third quartile, while a line is drawn at the median and the cross is the mean value. The whiskers extend from each quartile to the minimum or maximum. Outliers are depicted as dots
Fig. 3
Fig. 3
Effect Size Matrix of The Difference Between ADHD and Control Groups for Different Delays and Memory Loads
Fig. 4
Fig. 4
k-value Comparison of Choose Delayed Reward Between Control and Experimental (ADHD) Group for Different Conditions. Footnote: Error bars are standard errors. All differences between the two groups are significant (p < .05) with the exception of the three 1-year conditions. A table with the plot-data and the statistical analysis is reported in Supplementary Materials in Table S.10

References

    1. Matta A, Gonçalves F, Bizarro L. Delay discounting: concepts and measures. Psychol Neurosci. 2012;5(2):135–146.
    1. American Psychiatric Association . Diagnostic and statistical manual of mental disorders. 5. Washington, DC: American Psychiatric Association; 2013.
    1. Dias TGC, et al. Characterizing heterogeneity in children with and without ADHD based on reward system connectivity. Dev Cogn Neurosci. 2015;11:155–174.
    1. Patros CHG, et al. Choice-impulsivity in children and adolescents with attention-deficit/hyperactivity disorder (ADHD): a meta-analytic review. Clin Psychol Rev. 2016;43:162–174.
    1. Akerlof G. Behavioral macroeconomics and macroeconomic behavior. Am Econ Rev. 2002;92(3):411–433.
    1. Critchfield T, Kollins S. Temporal discounting: basic research and the analysis of socially important behavior. J Appl Behav Anal. 2001;34(1):101–122.
    1. Fabio R, Capri T. The executive functions in a sample of Italian adults with ADHD: Attention, response inhibition and planning/organization. Mediterr J Clin Psychol. 2017;5(3):1–17.
    1. Hirsh J, Morisano D, Peterson J. Delay discounting: interactions between personality and cognitive ability. J Res Pers. 2008;42(6):1646–1650.
    1. Mohammadhasani N, Fardanesh H, Hatami J, Mozayani N, Fabio R. The pedagogical agent enhances mathematics learning in ADHD students. Educ Inf Technol. 2018;23(6):2299–2308.
    1. Mohammadhasani N, Fabio R, Fardanesh H, Hatami J. The link between visual attention and memory in ADHD and normally developing students: seeing is remembering? Reti, Saperi e Linguaggi. 2015;2(1):89–102.
    1. Green L, Myerson J, Ostaszewski P. Discounting of delayed rewards across the life span: age differences in individual discounting functions. Behav Process. 1999;46(1):89–96.
    1. Avsar K, Weller R, Cox J, Reid M, White D, Lahti A. An fMRI investigation of delay discounting in patients with schizophrenia. Brain Behav. 2013;3(4):384–401.
    1. Sempio O, Fabio R, Tiezzi P, Cedro C. Parental and teachers attachment in children at risk of ADHD and with ADHD. Life Span Disabil. 2016;19(1):57–77.
    1. Kirby K, Herrnstein R. Preference reversals due to myopic discounting of delayed reward. Psychol Sci. 1995;6(2):83–89.
    1. Kirby K, Maraković N. Modeling myopic decisions: evidence for hyperbolic delay-discounting within subjects and amounts. Organ Behav Hum Decis Process. 1995;64(1):22–30.
    1. Kirby K. Instructions for inferring discount rates from choices between immediate and delayed rewards. Williamstown: Williams College; 2000. Motiv Emot (2011).
    1. Weller R, Cook E, Avsar K, Cox J. Obese women show greater delay discounting than healthy-weight women. Appetite. 2008;51(3):563–569.
    1. Ainslie G. Specious reward: a behavioral theory of impulsiveness and impulse control. Psychol Bull. 1975;82(4):463–496.
    1. Baddeley A, Emslie H, Duncan J. Random generation and the executive control of working memory. Q J Exp Psychol. 1998;60:497–504.
    1. Shamosh N, DeYoung C, Green A, Reis D, Johnson M, Conway A, et al. Individual differences in delay discounting: relation to intelligence working memory and AnteriorPrefrontal cortex. Psychol Sci. 2008;19(9):904–911.
    1. Rachlin H, Raineri A, Cross D. Subjective probability and delay. J Exp Anal Behav. 1991;55(2):233–244.
    1. Fabio R, Caprì T, Mohammadhasani N, Gangemi A, Gagliano A, Martino G. Frequency bands in seeing and remembering: comparing ADHD and typically developing children. Neuropsychol Trends. 2018;24:97–116.
    1. Fabio R, Urso M. F. the analysis of attention network in ADHD, attention problems and typically developing subjects. Life Span Disabil. 2014;17(2):199–221.
    1. Baddeley A. The episodic buffer: a new component of working memory? Trends Cogn Sci. 2000;4(11):417–423.
    1. Baddeley A, Chincotta D, Adlam A. Working memory and the control of action: evidence from task switching. J Exp Psychol Gen. 2001;130(4):641–657.
    1. Schacter D. Psychology. 2. United States of America: Worth Publishers; 2009.
    1. Fabio R, Antonietti A. Effects of hypermedia instruction on declarative, conditional and procedural knowledge in ADHD students. Res Dev Disabil. 2012;33(6):2028–2039.
    1. Fabio R, Caprì T. Autobiographical memory in ADHD subtypes. J Intellect Dev Disabil. 2015;40(1):26–36.
    1. Cowan N. What are the differences between long-term short-term and working memory? Prog Brain Res. 2008;169:323–338.
    1. Hinson J, Jameson T, Whitney P. Impulsive decision making and working memory. J Exp Psychol Learn Mem Cogn. 2003;29(2):298–306.
    1. Hatfield-Eldred MR, Skeel RL, Reilly MP. Is it random or impulsive responding? The effect of working memory load on decision-making. J Cognit Psychol. 2015;27(1):27–36.
    1. Finn PR, Gunn RL, Gerst KR. The effects of a working memory load on delay discounting in those with externalizing psychopathology. Clin Psychol Sci. 2015;3(2):202–214.
    1. Bailey AJ, Gerst KR, Finn PR. Delay discounting of losses and rewards in alcohol use disorder: the effect of working memory load. Psychol Addict Behav. 2018;32(2):197.
    1. Spencer-Smith M, Anderson V. Healthy and abnormal development of the prefrontal cortex. Dev Neurorehabil. 2009;12(5):279–297.
    1. Steinberg L, Graham S, O’Brien L, Woolard J, Cauffman E, Banich M. Age differences in future orientation and delay discounting. Child Dev. 2009;80(1):28–44.
    1. Garon N, Moore C, Waschbusch D. Decision making in children with ADHD only, ADHD-anxious/depressed, and control children using a child version of the Iowa gambling task. J Atten Disord. 2006;9(4):607–619.
    1. Antonietti A, Monnier A, Gatti E, Fabio R. Le dinamiche emotivo-relazionali in pre-adolescenti con disturbi dell'attenzione. Psicol Clin Svilupp. 2010;14(2):359–378.
    1. Fabio R. The study of automatic and controlled processes in ADHD: A reread and a new proposal. Mediterr J Clin Psychol. 2017;5(1):1–33.
    1. Fabio R, Castriciano C, Rondanini A. ADHD: auditory and visual stimuli in automatic and controlled processes. J Atten Disord. 2015;19(9):771–778.
    1. de Castro Paiva GC, et al. Temporal reward discounting in children with attention deficit/hyperactivity disorder (ADHD), and children with autism Spectrum disorder (ASD): a systematic review. Dev Neuropsychol. 2019;44(6):468–480.
    1. Antonini TN, et al. Hot and cool executive functions in children with attention-deficit/hyperactivity disorder and comorbid oppositional defiant disorder. J Int Neuropsychol Soc. 2015;21(8):584–595.
    1. Dias TGC, et al. Reward circuit connectivity relates to delay discounting in children with attention-deficit/hyperactivity disorder. Eur Neuropsychopharmacol. 2013;23(1):33–45.
    1. Rosch KS, Mostofsky SH. Increased delay discounting on a novel real-time task among girls, but not boys, with ADHD. J Int Neuropsychol Soc. 2016;22(1):12–23.
    1. Utsumi DA, Miranda MC, Muszkat M. Temporal discounting and emotional self-regulation in children with attention-deficit/hyperactivity disorder. Psychiatry Res. 2016;246:730–737.
    1. Dörrenbächer S, Kray J. Impairments in resource allocation and executive control in children with ADHD. Clin Child Psychol Psychiatry. 2019;24(3):462–481.
    1. Martino G, Caprì T, Castriciano C, Fabio R. Automatic Deficits can lead to executive deficits in ADHD. Mediterr J Clin Psychol. 2017;5(3):1–32.
    1. Miller E, Cohen J. An integrative theory of prefrontal cortex function. Annu Rev Neurosci. 2001;24(1):167–202.
    1. Ramy H, Sheikh M, Sultan M, Bassim R, Eid M, Ali R, et al. Risk factors influencing severity of attention deficit hyperactivity disorder in a sample of preparatory school students in Cairo. Clin Child Psychol Psychiatry. 2018;23(4):542–555.
    1. Finn P, Justus A, Mazas C, Steinmetz J. Working memory, executive processes and the effects of alcohol on go/no-go learning: testing a model of behavioral regulation and impulsivity. Psychopharmacology. 1999;146(4):465–472.
    1. Murphy J, Vuchinich R, Simpson C. A. Delayed reward and cost discounting. Psychol Rec. 2001;51(4):571–588.
    1. Ashcraft M, Kirk E. The relationships among working memory, math anxiety, and performance. J Exp Psychol Gen. 2002;130(2):224–237.
    1. Just M, Carpenter P. A capacity theory of comprehension: individual differences in working memory. Psychol Rev. 1992;99(1):122–149.
    1. Burns P, et al. Examining children's ability to delay reward: is the delay discounting task a suitable measure? J Behav Decis Mak. 2019;33(2):208–19.
    1. Capodieci A. The use of rating scales for the identification of ADHD: a comparison between criteria of intensity, cut-offs, and number of symptoms. Psicologia Clin e Dello Sviluppo. 2017;2:277–90.
    1. Marzocchi G, Re A, Cornoldi C. BIA - Batteria italiana per l'ADHD. Trento: Erickson; 2010.
    1. Marzocchi G, Oosterlaan J, De Meo T. Scala di valutazione dei Comportamenti Dirompenti per insegnanti (SCOD-I) Giornale di Neuropsichiatria dell’Età Evolutiva. 2001;21:378–393.
    1. Wechsler D. WISC-IV-Wechsler intelligence scale for children–III. 2012.
    1. Capodieci A, Lachina S, Cornoldi C. Handwriting difficulties in children with attention deficit hyperactivity disorder (ADHD) Res Dev Disabil. 2018;74:41–49.
    1. Re A, Mirandola C, Esposito S, Capodieci A. Spelling errors among children with ADHD symptoms: the role of working memory. Res Dev Disabil. 2014;35(9):2199–2204.
    1. Marzocchi G, Cornoldi C. Una scala di facile uso per la rilevazione dei comportamenti problematici dei bambini con Deficit di Attenzione e Iperattività. Psicol Clin Svilupp. 2000;4:43–62.
    1. Quartier V, Zimmermann G, Nashat S. Sense of time in children with attention-deficit/hyperactivity disorder (ADHD) Swiss J Psychol. 2010;69(1):7–14.
    1. Bueti D, Walsh V. The parietal cortex and the representation of time, space, number and other magnitudes. Philos Trans R Soc B: Biol Sci. 2009;364(1525):1831–1840.
    1. Bush G. Cingulate, frontal, and parietal cortical dysfunction in attention-deficit/hyperactivity disorder. Biol Psychiatry. 2011;69(12):1160–1167.
    1. Myerson J, Baumann AA, Green L. Discounting of delayed rewards:(a) theoretical interpretation of the Kirby questionnaire. Behav Process. 2014;107:99–105.
    1. Wittmann M, Paulus MP. Decision making, impulsivity and time perception. Trends Cogn Sci. 2008;12(1):7–12.
    1. 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. 2007;179(4):643–653.
    1. MacKillop J. Integrating behavioral economics and behavioral genetics: delayed reward discounting as an endophenotype for addictive disorders. J Exp Anal Behav. 2013;99(1):14–31.
    1. Green L, Myerson J, Mcfadden E. Rate of temporal discounting decreases with amount of reward. Mem Cogn. 1997;25(5):715–723.
    1. Ernst M, Grant S, London E, Contoreggi C, Kimes A, Spurgeon L. Decision making in adolescents with behavior disorders and adults with substance abuse. Am J Psychiatr. 2003;160(1):33–40.
    1. Wilson VB, Mitchell SH, Musser ED, Schmitt CF, Nigg JT. Delay discounting of reward in ADHD: application in young children. J Child Psychol Psychiatry. 2011;52(3):256–264.
    1. Ghanizadeh A, Salehi A, Seyed MD. Clinical presentation of attention-deficit hyperactivity disorder symptoms in terms of gender and chronological age. Int J Community Based Nurs Midwifery. 2019;7(3):241.
    1. Patros CH, Sweeney KL, Mahone EM, Mostofsky SH, Rosch KS. Greater delay discounting among girls, but not boys, with ADHD correlates with cognitive control. Child Neuropsycholo. 2018;24(8):1026–1046.
    1. Body S, Bradshaw CM, Szabadi E. Delayed Reinforcement: Neuroscience. In: Stein, J. (Ed.), Reference Module in Neuroscience and Biobehavioral Psychology. Amsterdam: Elsevier; 1–25 pp.
    1. Takemura K, Murakami H. Probability weighting functions derived from hyperbolic time discounting: psychophysical models and their individual level testing. Front Psychol. 2016;7:778.

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