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Mediational Role of Age of Onset in Gambling Disorder, a Path Modeling Analysis

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Abstract

The aim of the study is to assess a mediational pathway, which includes patients’ sex, personality traits, age of onset of gambling disorder (GD) and gambling-related variables. The South Oaks Gambling Screen, the Symptom Checklist (SCL-90-R) and the Temperament and Character Inventory-R were administered to a large sample of 1632 outpatients attending a specialized outpatient GD unit. Sociodemographic variables were also recorded. A Structural Equation Model was adjusted to assess the pathway. Age of onset mediated between personality profile (novelty seeking and self-transcendence) and GD severity and depression symptoms (measured by SCL-90-R). Sex had a direct effect on GD onset and depression symptoms: men initiated the GD earlier and reported fewer depression symptoms. Age of onset is a mediating variable between sex, personality traits, GD severity and depression symptoms. These empirical results provide new evidence about the underlying etiological process of dysfunctional behaviors related to gambling, and may help to guide the development of more effective treatment and prevention programs aimed at high-risk groups such as young men with high levels of novelty seeking and self-transcendence.

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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. The Canadian Journal of Psychiatry/La Revue canadienne de psychiatrie, 55(8), 498–506.

    Google Scholar 

  • Alvarez-Moya, E. M., Jiménez-Murcia, S., Granero, R., Vallejo, J., Krug, I., Bulik, C. M., & Fernández-Aranda, F. (2007). Comparison of personality risk factors in bulimia nervosa and pathological gambling. Comprehensive Psychiatry, 48(5), 452–457. doi:10.1016/j.comppsych.2007.03.008.

    Article  PubMed  Google Scholar 

  • American Psychiatric Association. (2013). Diagnostic and statistical manual of mental disorders (5th ed.). Washington, Londres: American Psychiatric Association.

    Google Scholar 

  • Bentler, P. M., & Raykov, T. (2000). On measures of explained variance in nonrecursive structural equation models. Journal of Applied Psychology, 85(1), 125–131. doi:10.1037/0021-9010.85.1.125.

    Article  CAS  PubMed  Google Scholar 

  • Blanco, C., Hasin, D. S., Petry, N., Stinson, F. S., & Grant, B. F. (2006). Sex differences in subclinical and DSM-IV pathological gambling: results from the National Epidemiologic Survey on alcohol and related conditions. Psychological Medicine, 36(7), 943–953. doi:10.1017/S0033291706007410.

    Article  PubMed  Google Scholar 

  • Blaszczynski, A., & Nower, L. (2002). A pathways model of problem and pathological gambling. Addiction, 97(5), 487–499.

    Article  PubMed  Google Scholar 

  • Blinn-Pike, L., Worthy, S. L., & Jonkman, J. N. (2010). Adolescent gambling: a review of an emerging field of research. The Journal of adolescent Health: Official Publication of the Society for Adolescent Medicine, 47(3), 223–236. doi:10.1016/j.jadohealth.2010.05.003.

    Article  Google Scholar 

  • Bondolfi, G., Osiek, C., & Ferrero, F. (2000). Prevalence estimates of pathological gambling in Switzerland. Acta Psychiatrica Scandinavica, 101(6), 473–475.

    Article  CAS  PubMed  Google Scholar 

  • Breen, R. B., & Zuckerman, M. (1999). “Chasing” in gambling behavior: Personality and cognitive determinants. Personality and Individual Differences, 27(6), 1097–1111. doi:10.1016/S0191-8869(99)00052-5.

    Article  Google Scholar 

  • Burge, A. N., Pietrzak, R. H., Molina, C. A., & Petry, N. M. (2004). Age of gambling initiation and severity of gambling and health problems among older adult problem gamblers. Psychiatric Services, 55(12), 1437–1439. doi:10.1176/appi.ps.55.12.1437.

    Article  PubMed  Google Scholar 

  • Burge, A. N., Pietrzak, R. H., & Petry, N. M. (2006). Pre/early adolescent onset of gambling and psychosocial problems in treatment-seeking pathological gamblers. Journal of Gambling Studies, 22(3), 263–274. doi:10.1007/s10899-006-9015-7.

    Article  PubMed  Google Scholar 

  • Carneiro, E., Tavares, H., Sanches, M., Pinsky, I., Caetano, R., Zaleski, M., & Laranjeira, R. (2014). Gambling onset and progression in a sample of at-risk gamblers from the general population. Psychiatry Research, 216(3), 404–411. doi:10.1016/j.psychres.2014.01.035.

    Article  PubMed  Google Scholar 

  • Castrén, S., Basnet, S., Salonen, A. H., Pankakoski, M., Ronkainen, J.-E., Alho, H., & Lahti, T. (2013). Factors associated with disordered gambling in Finland. Substance abuse treatment, prevention, and policy, 8(1), 24. doi:10.1186/1747-597X-8-24.

    Article  PubMed Central  PubMed  Google Scholar 

  • Chambers, R. A., & Potenza, M. N. (2003). Neurodevelopment, impulsivity, and adolescent gambling. Journal of Gambling Studies, 19(1), 53–84.

    Article  PubMed  Google Scholar 

  • Chiu, J., & Storm, L. (2010). Personality, perceived luck and gambling attitudes as predictors of gambling involvement. Journal of Gambling Studies, 26(2), 205–227. doi:10.1007/s10899-009-9160-x.

    Article  PubMed  Google Scholar 

  • Cloninger, C. R., Svrakic, D. M., Bayon, C., & Przybeck, T. R. (1999). Measurement of psychopathology as variants of personality. In C. R. Cloninger (Ed.), Personality and psychopathology (pp. 33–65). Arlington, VA: American Psychiatric Association.

    Google Scholar 

  • Cloninger, C. R., Svrakic, D. M., & Przybeck, T. R. (1993). A psychobiological model of temperament and character. Archives of General Psychiatry, 50(12), 975–990.

    Article  CAS  PubMed  Google Scholar 

  • Cunningham-Williams, R. M., & Hong, S. I. (2007). A Latent Class Analysis (LCA) of problem gambling among a sample of community-recruited gamblers. The Journal of Nervous and Mental Disease, 195(11), 939–947. doi:10.1097/NMD.0b013e31815947e1.

    Article  PubMed  Google Scholar 

  • Derogatis, L. R. (1997). SCL-90-R. Cuestionario de 90 síntomas. Madrid: TEA.

    Google Scholar 

  • Echeburúa, E., Báez, C., Fernández, J., & Páez, D. (1994). Cuestionario de juego patológico de South Oaks (SOGS): Validación española (South Oaks Gambling Screen (SOGS): Spanish validation). Análisis de Modificación de Conducta, 20, 769–791.

    Google Scholar 

  • el-Guebaly, N., Patten, S. B., Currie, S., Williams, J. V. A., Beck, C. A., Maxwell, C. J., & Wang, J. L. (2006). Epidemiological associations between gambling behavior, substance use & mood and anxiety disorders. Journal of Gambling Studies, 22(3), 275–287. doi:10.1007/s10899-006-9016-6.

    Article  PubMed  Google Scholar 

  • Fattore, L., Melis, M., Fadda, P., & Fratta, W. (2014). Sex differences in addictive disorders. Frontiers in Neuroendocrinology. doi:10.1016/j.yfrne.2014.04.003.

    PubMed  Google Scholar 

  • Forbush, K. T., Shaw, M., Graeber, M. A., Hovick, L., Meyer, V. J., Moser, D. J., et al. (2008). Neuropsychological characteristics and personality traits in pathological gambling. CNS Spectrums, 13(4), 306–315.

    PubMed  Google Scholar 

  • Gainsbury, S. M., Russell, A., Hing, N., Wood, R., Lubman, D., & Blaszczynski, A. (2013). How the Internet is changing gambling: Findings from an Australian Prevalence Survey. Journal of Gambling Studies. doi:10.1007/s10899-013-9404-7.

    PubMed  Google Scholar 

  • Goudriaan, A. E., Slutske, W. S., Krull, J. L., & Sher, K. J. (2009). Longitudinal patterns of gambling activities and associated risk factors in college students. Addiction, 104(7), 1219–1232. doi:10.1111/j.1360-0443.2009.02573.x.

    Article  PubMed Central  PubMed  Google Scholar 

  • Granero, R., Penelo, E., Martínez-Giménez, R., Alvarez-Moya, E., Gómez-Peña, M., Aymamí, M. N., et al. (2009). Sex differences among treatment-seeking adult pathologic gamblers. Comprehensive Psychiatry, 50(2), 173–180. doi:10.1016/j.comppsych.2008.07.005.

    Article  PubMed  Google Scholar 

  • Granero, R., Penelo, E., Stinchfield, R., Fernández-Aranda, F., Aymamí, N., Gómez-Peña, M., et al. (2014a). Contribution of illegal acts to pathological gambling diagnosis: DSM-5 implications. Journal of Addictive Diseases, 33(1), 41–52. doi:10.1080/10550887.2014.882730.

    Article  PubMed  Google Scholar 

  • Granero, R., Penelo, E., Stinchfield, R., Fernandez-Aranda, F., Savvidou, L. G., Fröberg, F., et al. (2014b). Is pathological gambling moderated by age? Journal of Gambling Studies, 30(2), 475–492. doi:10.1007/s10899-013-9369-6.

    PubMed  Google Scholar 

  • Grant, J. E., & Kim, S. W. (2002). Gender differences in pathological gamblers seeking medication treatment. Comprehensive Psychiatry, 43(1), 56–62. doi:10.1053/comp.2002.29857.

    Article  PubMed  Google Scholar 

  • Grant, J. E., Kim, S. W., Odlaug, B. L., Buchanan, S. N., & Potenza, M. N. (2009). Late-onset pathological gambling: clinical correlates and gender differences. Journal of Psychiatric Research, 43(4), 380–387. doi:10.1016/j.jpsychires.2008.04.005.

    Article  PubMed Central  PubMed  Google Scholar 

  • Gupta, R., Nower, L., Derevensky, J. L., Blaszczynski, A., Faregh, N., & Temcheff, C. (2013). Problem gambling in adolescents: an examination of the pathways model. Journal of Gambling Studies, 29(3), 575–588. doi:10.1007/s10899-012-9322-0.

    Article  PubMed  Google Scholar 

  • Gutiérrez-Zotes, J. A., Bayón, C., Montserrat, C., Valero, J., Labad, A., Cloninger, C. R., & Fernández-Aranda, F. (2004). Temperament and Character Inventory Revised (TCI-R). Standardization and normative data in a general population sample. Actas españolas de psiquiatría, 32(1), 8–15.

    PubMed  Google Scholar 

  • Ibáñez, A., Blanco, C., Donahue, E., Lesieur, H. R., Pérez de Castro, I., Fernández-Piqueras, J., & Sáiz-Ruiz, J. (2001). Psychiatric comorbidity in pathological gamblers seeking treatment. The American Journal of Psychiatry, 158(10), 1733–1735.

    Article  PubMed  Google Scholar 

  • Janiri, L., Martinotti, G., Dario, T., Schifano, F., & Bria, P. (2007). The gamblers’ temperament and character inventory (TCI) personality profile. Substance Use and Misuse, 42(6), 975–984. doi:10.1080/10826080701202445.

    Article  CAS  PubMed  Google Scholar 

  • Jiménez-Murcia, S., Alvarez-Moya, E. M., Stinchfield, R., Fernández-Aranda, F., Granero, R., Aymamí, N., et al. (2010). Age of onset in pathological gambling: clinical, therapeutic and personality correlates. Journal of Gambling Studies, 26(2), 235–248. doi:10.1007/s10899-009-9175-3.

    Article  PubMed  Google Scholar 

  • Jiménez-Murcia, S., Aymamí-Sanromà, M. N., Gómez-Peña, M., Álvarez-Moya, E. M., & Vallejo, J. (2006). Protocols de tractament cognitivoconductual pel joc patològic i d’altres addiccions no tóxiques. [Guidelines of cognitive-behavioural treatment of pathological gambling and other non-toxic addictions]. Barcelona: Hospital Universitari de Bellvitge, Departament de Salut, Generalitat de Catalunya.

  • Jiménez-Murcia, S., Fernández-Aranda, F., Kalapanidas, E., Konstantas, D., Ganchev, T., Kocsis, O., et al. (2009a). Playmancer project: a serious videogame as an additional therapy tool for eating and impulse control disorders. Studies in Health Technology and Informatics, 144, 163–166.

    PubMed  Google Scholar 

  • 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.

    Article  PubMed  Google Scholar 

  • Jiménez-Murcia, S., Stinchfield, R., Alvarez-Moya, E., Jaurrieta, N., Bueno, B., Granero, R., et al. (2009b). Reliability, validity, and classification accuracy of a Spanish translation of a measure of DSM-IV diagnostic criteria for pathological gambling. Journal of Gambling Studies, 25(1), 93–104. doi:10.1007/s10899-008-9104-x.

    Article  PubMed  Google Scholar 

  • Johansson, A., Grant, J. E., Kim, S. W., Odlaug, B. L., & Götestam, K. G. (2009). Risk factors for problematic gambling: A critical literature review. Journal of Gambling Studies, 25(1), 67–92. doi:10.1007/s10899-008-9088-6.

    Article  PubMed  Google Scholar 

  • Kessler, R. C., Hwang, I., LaBrie, R., Petukhova, M., Sampson, N. A., Winters, K. C., & Shaffer, H. J. (2008). DSM-IV pathological gambling in the National Comorbidity Survey Replication. Psychological Medicine, 38(9), 1351–1360. doi:10.1017/S0033291708002900.

    Article  PubMed Central  CAS  PubMed  Google Scholar 

  • Kline, R. B. (2010). Principles and practice of structural equation modeling (3rd ed.). New York: Guilford.

  • Knezevic, B., & Ledgerwood, D. M. (2012). Gambling severity, impulsivity, and psychopathology: comparison of treatment- and community-recruited pathological gamblers. The American Journal on Addictions, 21(6), 508–515. doi:10.1111/j.1521-0391.2012.00280.x.

    Article  PubMed  Google Scholar 

  • Ladd, G. T., & Petry, N. M. (2002). Gender differences among pathological gamblers seeking treatment. Experimental and Clinical Psychopharmacology, 10(3), 302–309.

    Article  PubMed  Google Scholar 

  • Ledgerwood, D. M., & Petry, N. M. (2006). Psychological experience of gambling and subtypes of pathological gamblers. Psychiatry Research, 144(1), 17–27. doi:10.1016/j.psychres.2005.08.017.

    Article  PubMed  Google Scholar 

  • Lesieur, H. R., & Blume, S. B. (1987). The South Oaks Gambling Screen (SOGS): A new instrument for the identification of pathological gamblers. The American Journal of Psychiatry, 144(9), 1184–1188.

    Article  CAS  PubMed  Google Scholar 

  • Lobo, D. S. S., Quilty, L. C., Martins, S. S., Tavares, H., Vallada, H., Kennedy, J. L., & Bagby, R. M. (2014). Addictive behaviors pathological gambling subtypes: A comparison of treatment-seeking and non-treatment-seeking samples from Brazil and Canada. Addictive Behaviors, 39(7), 1172–1175. doi:10.1016/j.addbeh.2014.03.006.

    Article  CAS  PubMed  Google Scholar 

  • 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 (Abingdon, England), 106(3), 490–498. doi:10.1111/j.1360-0443.2010.03300.x.

    Article  Google Scholar 

  • Lynch, W. J., Maciejewski, P. K., & Potenza, M. N. (2004). Psychiatric correlates of gambling in adolescents and young adults grouped by age at gambling onset. Archives of General Psychiatry, 61(11), 1116–1122. doi:10.1001/archpsyc.61.11.1116.

    Article  PubMed  Google Scholar 

  • Martínez-Azumendi, O., Fernández-Gómez, C., & Beitia-Fernández, M. (2001). Factorial variance of the SCL-90-R in a Spanish out-patient psychiatric sample. Actas españolas de psiquiatría, 29(2), 95–102.

    PubMed  Google Scholar 

  • Martinotti, G., Andreoli, S., Giametta, E., Poli, V., Bria, P., & Janiri, L. (2006). The dimensional assessment of personality in pathologic and social gamblers: The role of novelty seeking and self-transcendence. Comprehensive Psychiatry, 47(5), 350–356. doi:10.1016/j.comppsych.2005.12.005.

    Article  PubMed  Google Scholar 

  • Meyer, G. (1991). Classification of gamblers from self-help groups using cluster analysis. Zeitschrift für klinische Psychologie, Psychopathologie und Psychotherapie/im Auftrag der Görres-Gesellschaft, 39(3), 261–282.

    CAS  PubMed  Google Scholar 

  • Moran, E. (1970). Varieties of pathological gambling. The British Journal of Psychiatry: The Journal of Mental Science, 116(535), 593–597.

    Article  CAS  Google Scholar 

  • Nordin, C., & Nylander, P.-O. (2007). Temperament and character in pathological gambling. Journal of Gambling Studies, 23(2), 113–120. doi:10.1007/s10899-006-9049-x.

    Article  PubMed  Google Scholar 

  • Nower, L., Martins, S. S., Lin, K.-H., & Blanco, C. (2013). Subtypes of disordered gamblers: Results from the National Epidemiologic Survey on alcohol and related conditions. Addiction (Abingdon, England), 108(4), 789–798. doi:10.1111/add.12012.

    Article  Google Scholar 

  • Petry, N. M., Stinson, F. S., & Grant, B. F. (2005). Comorbidity of DSM-IV pathological gambling and other psychiatric disorders: Results from the National Epidemiologic Survey on alcohol and related conditions. The Journal of clinical psychiatry, 66(5), 564–574.

    Article  PubMed  Google Scholar 

  • Potenza, M. N., Steinberg, M. A., McLaughlin, S. D., Wu, R., Rounsaville, B. J., & O’Malley, S. S. (2001). Gender-related differences in the characteristics of problem gamblers using a gambling helpline. The American Journal of Psychiatry, 158(9), 1500–1505.

    Article  CAS  PubMed  Google Scholar 

  • Rabe-Hesketh, S., Skrondal, A., & Pickles, A. (2004). Generalized multilevel structural equation modeling. Psychometrika, 69, 167–190.

    Article  Google Scholar 

  • Raylu, N., & Oei, T. P. S. (2002). Pathological gambling. A comprehensive review. Clinical Psychology Review, 22(7), 1009–1061.

    Article  PubMed  Google Scholar 

  • Rush, B. R., Bassani, D. G., Urbanoski, K. A., & Castel, S. (2008). Influence of co-occurring mental and substance use disorders on the prevalence of problem gambling in Canada. Addiction (Abingdon, England), 103(11), 1847–1856. doi:10.1111/j.1360-0443.2008.02338.x.

    Article  Google Scholar 

  • Shin, Y.-C., Choi, S.-W., Ha, J., Mok, J. Y., Lim, S.-W., Choi, J.-S., & Kim, D.-J. (2014). Age of pathological gambling onset: Clinical and treatment-related features. Journal of addiction medicine, 8(3), 205–210. doi:10.1097/ADM.0000000000000031.

    Article  PubMed  Google Scholar 

  • Shin, Y.-C., Lim, S.-W., Choi, S.-W., Kim, S. W., & Grant, J. E. (2009). Comparison of temperament and character between early- and late-onset Korean male pathological gamblers. Journal of Gambling Studies, 25(4), 447–453. doi:10.1007/s10899-009-9125-0.

    Article  PubMed  Google Scholar 

  • Steel, Z., & Blaszczynski, A. (1996). The factorial structure of pathological gambling. Journal of Gambling Studies, 12(1), 3–20. doi:10.1007/BF01533186.

    Article  CAS  PubMed  Google Scholar 

  • Stinchfield, R. (2003). Reliability, validity, and classification accuracy of a measure of DSM-IV diagnostic criteria for pathological gambling. The American Journal of Psychiatry, 160(1), 180–182.

    Article  PubMed  Google Scholar 

  • Sundqvist, K., & Wennberg, P. (2014). Risk gambling and personality: Results from a representative Swedish sample. Journal of Gambling Studies,. doi:10.1007/s10899-014-9473-2.

    Google Scholar 

  • Vitaro, F., Wanner, B., Ladouceur, R., Brendgen, M., & Tremblay, R. E. (2004). Trajectories of gambling during adolescence. Journal of Gambling Studies, 20(1), 47–69. doi:10.1023/B:JOGS.0000016703.84727.d3.

    Article  PubMed  Google Scholar 

  • Volberg, R. A., Gupta, R., Griffiths, M. D., Olason, D. T., & Delfabbro, P. (2010). An international perspective on youth gambling prevalence studies. International Journal of Adolescent Medicine and Health, 22(1), 3–38.

    PubMed  Google Scholar 

  • Welte, J. W., Barnes, G. M., Tidwell, M.-C. O., & Hoffman, J. H. (2009). Association between problem gambling and conduct disorder in a national survey of adolescents and young adults in the United States. The Journal of Adolescent Health: Official Publication of the Society for Adolescent Medicine, 45(4), 396–401. doi:10.1016/j.jadohealth.2009.02.002.

    Article  Google Scholar 

  • Winters, K. C., Stinchfield, R. D., Botzet, A., & Anderson, N. (2002). A prospective study of youth gambling behaviors. Psychology of Addictive Behaviors, 16(1), 3–9.

    Article  PubMed  Google Scholar 

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Acknowledgments

Partial financial support was received from Ministerio de Economía y Competitividad (PSI2011-28349), FIS (PI11/210), AGAUR (2014SGR1672) and PROMOSAM (PSI2014-56303-REDT). CIBER Fisiopatología de la Obesidad y Nutrición (CIBERobn) and CIBER Salud Mental (CIBERsam) are supported by ISCIII.

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Jiménez-Murcia, S., Granero, R., Tárrega, S. et al. Mediational Role of Age of Onset in Gambling Disorder, a Path Modeling Analysis. J Gambl Stud 32, 327–340 (2016). https://doi.org/10.1007/s10899-015-9537-y

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