Abstract
To identify Gambling Disorder (GD) subtypes, in a population of men seeking treatment for GD, according to specific executive function domains (i.e., cognitive flexibility, inhibition and working memory as well as decision making) which are usually impaired in addictive behaviors. A total of 145 males ranging from 18 to 65 years diagnosed with GD were included in this study. All participants completed: (a) a set of questionnaires to assess psychopathological symptoms, personality and impulsivity traits, and (b) a battery of neuropsychological measures to test different executive functioning domains. Two clusters were identified based on the individual performance on the neuropsychological assessment. Cluster 1 [n = 106; labeled as Low Impaired Executive Function (LIEF)] was composed by patients with poor results in the neuropsychological assessment; cluster 2 patients [n = 46; labeled as High Impaired Executive Function (HIEF)] presented significantly higher deficits on the assessed domains and performed worse than the ones of LIEF cluster. Regarding the characterization of these two clusters, patients in cluster 2 were significantly older, unemployed and registered higher mean age of GD onset than patients in cluster 1. Additionally, patients in cluster 2 also obtained higher psychopathological symptoms, impulsivity (in both positive and negative urgency as well as sensation seeking) and some specific personality traits (higher harm avoidance as well as lower self-directedness and cooperativeness) than patients in cluster 1. The results of this study describe two different GD subtypes based on different cognitive domains (i.e., executive function performance). These two GD subtypes display different impulsivity and personality traits as well as clinical symptoms. The results provide new insight into the etiology and characterization of GD and have the potential to help improving current treatments.
Similar content being viewed by others
References
Álvarez-Moya, E. M., Jiménez-Murcia, S., Aymamí, M. N., Gómez-Peña, M., Granero, R., Santamaría, J., et al. (2010). Subtyping study of a pathological gamblers sample. Canadian Journal of Psychiatry, 55(8), 498–506. doi:10.1177/070674371005500804.
Alvarez-Moya, E. M., Ochoa, C., Jiménez-Murcia, S., Aymamí, M. N., Gómez-Peña, M., Fernández-Aranda, F., et al. (2011). Effect of executive functioning, decision-making and self-reported impulsivity on the treatment outcome of pathologic gambling. Journal of Psychiatry & Neuroscience: JPN, 36(3), 165–175. doi:10.1503/jpn.090095.
APA. (2013). Diagnostic and statistical manual of mental disorders 5 edition (DSM-5). Washington, DC: American Psychiatric Association.
Bechara, A., Damasio, A. R., Damasio, H., & Anderson, S. W. (1994). Insensitivity to future consequences following damage to human prefrontal cortex. Cognition, 50(1–3), 7–15. doi:10.1016/0010-0277(94)90018-3.
Bechara, A., Dolan, S., & Hindes, A. (2002). Decision-making and addiction (part II): Myopia for the future or hypersensitivity to reward. Neuropsychologia, 40(10), 1690–1705.
Bechara, A., Tranel, D., & Damasio, H. (2000). Characterization of the decision-making deficit of patients with ventromedial prefrontal cortex lesions. Brain: A Journal of Neurology, 123(Pt 11), 2189–2202.
Blaszczynski, A., & Nower, L. (2002). A pathways model of problem and pathological gambling. Addiction (Abingdon, England), 97(5), 487–499.
Bonnaire, C., Kovess-Masfety, V., Guignard, R., Richard, J. B., du Roscoät, E., & Beck, F. (2017). Gambling type, substance abuse, health and psychosocial correlates of male and female problem gamblers in a nationally representative French sample. Journal of Gambling Studies, 33(2), 343–369. doi:10.1007/s10899-016-9628-4.
Cloninger, C. R. (1994). The temperament and character inventory (TCI): A guide to its development and use. Center for Psychobiology of Personality, Washington University.
Cyders, M. A., & Smith, G. T. (2008). Emotion-based dispositions to rash action: Positive and negative urgency. Psychological Bulletin, 134(6), 807–828. doi:10.1037/a0013341.
Derogatis, L. R., Lipman, R. S., & Covi, L. (1977). SCL-90. Administration, scoring and procedures manual-I for the R (revised) version and other instruments of the psychopathology rating scales series. Chicago, IL: Johns Hopkins University School of Medicine.
Derogatis, L. R., & González de Rivera y Revuelta, J. L. (2002). SCL-90-R : cuestionario de 90 síntomas: Manual. Seville: Tea Ediciones.
Echeburúa, E., González-Ortega, I., de Corral, P., & Polo-López, R. (2011). Clinical gender differences among adult pathological gamblers seeking treatment. Journal of Gambling Studies, 27(2), 215–227. doi:10.1007/s10899-010-9205-1.
Finner, H. (1993). On a monotonicity problem in step-down multiple test procedures. Journal of the American Statistical Association, 88(423), 920–923. doi:10.1080/01621459.1993.10476358.
Golden, C. (1978). Stroop color and word test manual (Cat. 30150 M). Chicago: Stoelting Co.
Goudriaan, A. E., Oosterlaan, J., de Beurs, E., & van den Brink, W. (2006). Neurocognitive functions in pathological gambling: A comparison with alcohol dependence, Tourette syndrome and normal controls. Addiction, 101(4), 534–547. doi:10.1111/j.1360-0443.2006.01380.x.
Granero, R., Penelo, E., Martínez-Giménez, R., Álvarez-Moya, E., Gómez-Peña, M., Aymamí, M. N., et al. (2009). Sex differences among treatment-seeking adult pathologic gamblers. Comprehensive Psychiatry. doi:10.1016/j.comppsych.2008.07.005.
Grant, D., & Berg, E. (1948). A behavioral analysis of degree of reinforcement and ease of shifting to new responses in a Weigl-type card-sorting problem. Journal of Experimental Psychology, 38(4), 404–411. doi:10.1037/h0059831.
Grant, J. E., Odlaug, B. L., & Chamberlain, S. R. (2016). Neural and psychological underpinnings of gambling disorder: A review. Progress in Neuro-Psychopharmacology and Biological Psychiatry, 65, 188–193. doi:10.1016/j.pnpbp.2015.10.007.
Gutiérrez-Zotes, J. A., Bayón, C., Montserrat, C., Valero, J., Labad, A., Cloninger, C. R., et al. (2004). Inventario del Temperamento y el Carácter-Revisado (TCI-R). Baremación y datos normativos en una muestra de población general. Actas Espanolas de Psiquiatria, 32(1), 8–15.
Heiskanen, M., & Toikka, A. (2016). Clustering Finnish gambler profiles based on the money and time consumed in gambling activities. Journal of Gambling Studies, 32(2), 363–377. doi:10.1007/s10899-015-9556-8.
Hinson, J. M., Jameson, T. L., & Whitney, P. (2003). Impulsive decision making and working memory. Journal of Experimental Psychology. Learning, Memory, and Cognition, 29(2), 298–306.
Hodgins, D. C., & Holub, A. (2015). Components of impulsivity in gambling disorder. International Journal of Mental Health and Addiction, 13(6), 699–711. doi:10.1007/s11469-015-9572-z.
Jiménez-Murcia, S., Fernández-Aranda, F., Mestre-Bach, G., Granero, R., Tárrega, S., Torrubia, R., et al. (2016a). Exploring the relationship between reward and punishment sensitivity and gambling disorder in a clinical sample: A path modeling analysis. Journal of Gambling Studies. doi:10.1007/s10899-016-9631-9.
Jiménez-Murcia, S., Granero, R., Stinchfield, R., Fernández-Aranda, F., Penelo, E., Savvidou, L. G., et al. (2013). Typologies of young pathological gamblers based on sociodemographic and clinical characteristics. Comprehensive Psychiatry, 54(8), 1153–1160. doi:10.1016/j.comppsych.2013.05.017.
Jiménez-Murcia, S., Granero, R., Tárrega, S., Angulo, A., Fernández-Aranda, F., Arcelus, J., et al. (2016b). Mediational role of age of onset in gambling disorder, a path modeling analysis. Journal of Gambling Studies/Co-Sponsored by the National Council on Problem Gambling and Institute for the Study of Gambling and Commercial Gaming, 32(1), 327–340. doi:10.1007/s10899-015-9537-y.
Kertzman, S., Vainder, M., Aizer, A., Kotler, M., & Dannon, P. N. (2017). Pathological gambling and impulsivity: Comparison of the different measures in the behavior inhibition tasks. Personality and Individual Differences, 107, 212–218. doi:10.1016/j.paid.2016.11.042.
Leblond, J., Ladouceur, R., & Blaszczynski, A. (2003). Which pathological gamblers will complete treatment? British Journal of Clinical Psychology, 42(2), 205–209. doi:10.1348/014466503321903607.
Ledgerwood, D. M., Alessi, S. M., Phoenix, N., & Petry, N. M. (2009). Behavioral assessment of impulsivity in pathological gamblers with and without substance use disorder histories versus healthy controls. Drug and Alcohol Dependence, 105(1–2), 89–96. doi:10.1016/j.drugalcdep.2009.06.011.
Ledgerwood, D. M., Orr, E. S., Kaploun, K. A., Milosevic, A., Frisch, G. R., Rupcich, N., et al. (2012). Executive function in pathological gamblers and healthy controls. Journal of Gambling Studies, 28(1), 89–103. doi:10.1007/S10899-010-9237-6.
Ledgerwood, D. M., & Petry, N. M. (2010). Subtyping pathological gamblers based on impulsivity, depression, and anxiety. Psychology of Addictive Behaviors: Journal of the Society of Psychologists in Addictive Behaviors, 24(4), 680–688. doi:10.1037/a0019906.
Lezak, M. D. (2012). Neuropsychological assessment. Oxford: Oxford University Press.
Lorains, F. K., Cowlishaw, S., & Thomas, S. A. (2011). Prevalence of comorbid disorders in problem and pathological gambling: Systematic review and meta-analysis of population surveys. Addiction, 106(3), 490–498. doi:10.1111/j.1360-0443.2010.03300.x.
Lynam, D., Smith, G., & Cyders, M. (2007). The UPPS-P: A multidimensional measure of risk for impulsive behavior. Unpublished technical report.
Mallorquí-Bagué, N., Fagundo, A. B., Jimenez-Murcia, S., de la Torre, R., Baños, R. M., Botella, C., et al. (2016). Decision making impairment: A shared vulnerability in obesity, gambling disorder and substance use disorders. PLoS ONE, 11(9), e0163901. doi:10.1371/journal.pone.0163901.
Mestre-Bach, G., Granero, R., Steward, T., Fernández-Aranda, F., Baño, M., Aymamí, N., et al. (2016). Reward and punishment sensitivity in women with gambling disorder or compulsive buying: Implications in treatment outcome. Journal of Behavioral Addictions. doi:10.1556/2006.5.2016.074.
Milosevic, A., & Ledgerwood, D. M. (2010). The subtyping of pathological gambling: A comprehensive review. Clinical Psychology Review, 30(8), 988–998. doi:10.1016/j.cpr.2010.06.013.
Moon, M., Lister, J. J., Milosevic, A., & Ledgerwood, D. M. (2016). Subtyping non-treatment-seeking problem gamblers using the pathways model. Journal of Gambling Studies. doi:10.1007/s10899-016-9658-y.
Moragas, L., Granero, R., Stinchfield, R., Fernández-Aranda, F., Fröberg, F., Aymamí, N., et al. (2015). Comparative analysis of distinct phenotypes in gambling disorder based on gambling preferences. BMC Psychiatry, 15(1), 86. doi:10.1186/s12888-015-0459-0.
Norbury, A., & Husain, M. (2015). Sensation-seeking: Dopaminergic modulation and risk for psychopathology. Behavioural Brain Research, 288, 79–93. doi:10.1016/j.bbr.2015.04.015.
Ochoa, C., Alvarez-Moya, E. M., Penelo, E., Aymami, M. N., Gómez-Peña, M., Fernández-Aranda, F., et al. (2013). Decision-making deficits in pathological gambling: the role of executive functions, explicit knowledge and impulsivity in relation to decisions made under ambiguity and risk. The American Journal on Addictions/American Academy of Psychiatrists in Alcoholism and Addictions, 22(5), 492–499. doi:10.1111/j.1521-0391.2013.12061.x.
Petry, N. M. (2001). Substance abuse, pathological gambling, and impulsiveness. Drug and Alcohol Dependence, 63(1), 29–38.
Ramos-Grille, I., Gomà-i-Freixanet, M., Aragay, N., Valero, S., & Vallès, V. (2015). Predicting treatment failure in pathological gambling: The role of personality traits. Addictive Behaviors, 43, 54–59. doi:10.1016/j.addbeh.2014.12.010.
Reitan, R. M. (1958). Validity of the trail making test as an indicator or organic brain damage. Perceptual and Motor Skills, 8(3), 271–276. doi:10.2466/PMS.8.7.271-276.
Savvidou, L. G., Fagundo, A. B., Fernández-Aranda, F., Granero, R., Claes, L., Mallorquí-Baqué, N., et al. (2017). Is gambling disorder associated with impulsivity traits measured by the UPPS-P and is this association moderated by sex and age? Comprehensive Psychiatry, 72, 106–113. doi:10.1016/j.comppsych.2016.10.005.
Smith, G. T., Fischer, S., Cyders, M. A., Annus, A. M., Spillane, N. S., & McCarthy, D. M. (2007). On the validity and utility of discriminating among impulsivity-like traits. Assessment, 14(2), 155–170. doi:10.1177/1073191106295527.
Smith, D., Harvey, P., Battersby, M., Pols, R., Oakes, J., & Baigent, M. (2010). Treatment outcomes and predictors of drop out for problem gamblers in South Australia: A cohort study. Australian and New Zealand Journal of Psychiatry, 44(10), 911–920. doi:10.3109/00048674.2010.493502.
Smith, E., Hay, P., Campbell, L., & Trollor, J. N. (2011). A review of the association between obesity and cognitive function across the lifespan: Implications for novel approaches to prevention and treatment. Obesity Reviews: An Official Journal of the International Association for the Study of Obesity, 12(9), 740–755.
Stoltenberg, S. F., Batien, B. D., & Birgenheir, D. G. (2008). Does gender moderate associations among impulsivity and health-risk behaviors? Addictive Behaviors, 33(2), 252–265. doi:10.1016/j.addbeh.2007.09.004.
Suomi, A., Dowling, N. A., & Jackson, A. C. (2014). Problem gambling subtypes based on psychological distress, alcohol abuse and impulsivity. Addictive Behaviors. doi:10.1016/j.addbeh.2014.07.023.
Toneatto, T., & Wang, J. J. (2009). Community treatment for problem gambling: Sex differences in outcome and process. Community Mental Health Journal, 45(6), 468–475. doi:10.1007/s10597-009-9244-1.
Valleur, M., Codina, I., Vénisse, J.-L., Romo, L., Magalon, D., Fatséas, M., et al. (2016). Towards a validation of the three pathways model of pathological gambling. Journal of Gambling Studies, 32(2), 757–771. doi:10.1007/s10899-015-9545-y.
Verdejo-García, A., Lozano, Ó., Moya, M., Alcázar, M. Á., & Pérez-García, M. (2010). Psychometric properties of a spanish version of the UPPS–P impulsive behavior scale: Reliability, validity and association with trait and cognitive impulsivity. Journal of Personality Assessment, 92(1), 70–77. doi:10.1080/00223890903382369.
Wechsler, D. (1997). Wechsler memory scale—Third edition (WMS–III) administration and scoring manual. San Antonio, TX: The Psychological Corporation.
Whiteside, S. P., Lynam, D. R., Miller, J. D., & Reynolds, S. K. (2005). Validation of the UPPS impulsive behaviour scale: A four-factor model of impulsivity. European Journal of Personality, 19(7), 559–574. doi:10.1002/per.556.
Williams, R. J., Volberg, R. A., & Stevens, R. M. G. (2012). The population prevalence of problem gambling: Methodological influences, standardized rates, jurisdictional differences, and worldwide trends. Report prepared for the Ontario Problem Gambling Research Centre and the Ontario Ministry of Health and Long Term Care. May 8, 2012.
Wong, G., Zane, N., Saw, A., & Chan, A. K. K. (2013). Examining gender differences for gambling engagement and gambling problems among emerging adults. Journal of Gambling Studies/Co-Sponsored by the National Council on Problem Gambling and Institute for the Study of Gambling and Commercial Gaming, 29(2), 171–189. doi:10.1007/s10899-012-9305-1.
Zhou, Z., Zhou, H., Zhu, H., Davis, R. A., Wee, C.-Y., Zhao, Z., et al. (2016). Working memory, executive function and impulsivity in internet-addictive disorders: A comparison with pathological gambling. Acta Neuropsychiatrica, 28(2), 92–100. doi:10.1017/neu.2015.54.
Acknowledgements
This manuscript and research was supported by grants from the Instituto de Salud Carlos III (ISCIII) (FIS PI14/00290) and co-funded by FEDER funds/European Regional Development Fund (ERDF), a way to build Europe. CIBER Fisiopatología de la Obesidad y Nutrición (CIBERobn) and CIBER Salud Mental (CIBERsam) are an initiative of ISCIII. Ministerio de Economía y Competitividad (PSI2015-68701-R). The funders had no role in the study design, data collection and analysis, decision to publish, or preparation of the manuscript. MLM is supported by a predoctoral Grant of the Ministerio de Educación, Cultura y Deporte (FPU15/02911). GMB is supported by a predoctoral Grant of AGAUR (2016FI_B 00568).
Author information
Authors and Affiliations
Corresponding authors
Ethics declarations
Conflict of interest
All authors declare no conflicts of interest.
Ethical Approval
All procedures were in accordance with the ethical standards of the Hospital Universitari Bellvitge institutional research committee and with the 1964 Helsinki declaration and its later amendments or comparable ethical standards.
Electronic supplementary material
Below is the link to the electronic supplementary material.
Rights and permissions
About this article
Cite this article
Mallorquí-Bagué, N., Tolosa-Sola, I., Fernández-Aranda, F. et al. Cognitive Deficits in Executive Functions and Decision-Making Impairments Cluster Gambling Disorder Sub-types. J Gambl Stud 34, 209–223 (2018). https://doi.org/10.1007/s10899-017-9724-0
Published:
Issue Date:
DOI: https://doi.org/10.1007/s10899-017-9724-0