Abstract
This study examines whether there are multiple joint trajectories of depression and problem gambling co-development in a sample of emerging adults. Data were from the Manitoba Longitudinal Study of Young Adults (n = 679), which was collected in 4 waves across 5 years (age 18–20 at baseline). Parallel process latent class growth modeling was used to identified 5 joint trajectory classes: low decreasing gambling, low increasing depression (81%); low stable gambling, moderate decreasing depression (9%); low stable gambling, high decreasing depression (5%); low stable gambling, moderate stable depression (3%); moderate stable problem gambling, no depression (2%). There was no evidence of reciprocal growth in problem gambling and depression in any of the joint classes. Multinomial logistic regression analyses of baseline risk and protective factors found that only neuroticism, escape-avoidance coping, and perceived level of family social support were significant predictors of joint trajectory class membership. Consistent with the pathways model framework, we observed that individuals in the problem gambling only class were more likely using gambling as a stable way to cope with negative emotions. Similarly, high levels of neuroticism and low levels of family support were associated with increased odds of being in a class with moderate to high levels of depressive symptoms (but low gambling problems). The results suggest that interventions for problem gambling and/or depression need to focus on promoting more adaptive coping skills among more “at-risk” young adults, and such interventions should be tailored in relation to specific subtypes of comorbid mental illness.
Similar content being viewed by others
Notes
The MLSYA project was originally funded by the Manitoba Gaming Control Commission, Addictions Foundation of Manitoba, and the Manitoba Lotteries Corporation. The primary intention was to learn about gambling behaviors specific to young adults in Manitoba—though many additional indicators were included that could be analyzed either in conjunction with gambling or separately (http://digitalcollection.gov.mb.ca/awweb/pdfopener?smd=1&did=17604&md=1).
References
Afifi, T. O., Enns, M. W., Cox, B. J., & Martens, P. J. (2005). Investigating health correlates of adolescent depression in Canada. Canadian Journal of Public Health, 96(6), 427–431.
Arnett, J. J. (2005). The developmental context of substance use in emerging adulthood. Journal of Drug Issues, 35, 235–254.
Bagby, R. M., Vachon, D. D., Bulmash, E. L., Toneatto, T., Quilty, L. C., & Costa, P. T. (2007). Pathological gambling and the five-factor model of personality. Personality and Individual Differences, 43, 873–880.
Barth, J., Hofmann, K., & Schori, D. (2014). Depression in early adulthood: prevalence and psychosocial correlates among young Swiss men. Swiss Medical Weekly, 144, w13945.
Bentler, P. M., & Chou, C. P. (1987). Practical issues in structural modeling. Sociological Methods and Research, 16, 78–117.
Bergevin, T., Gupta, R., Derevensky, J., & Kaufman, F. (2006). Adolescent gambling: Understanding the role of stress and coping. Journal of Gambling Studies, 22, 195–208.
Blaszczynski, A., & Nower, L. (2002). A pathways model of problem and pathological gambling. Addiction, 97, 487–499.
Brendgen, M., Wanner, B., Morin, A. J. S., & Vitaro, F. (2005). Relations with parents and with peers, temperament, and trajectories of depressed mood during early adolescence. Journal of Abnormal Child Psychology, 33, 579–594.
Brière, F. N., Janosz, M., Fallu, J.-S., & Morizot, J. (2015). Adolescent trajectories of depressive symptoms: Codevelopment of behavioral and academic problems. Journal of Adolescent Health, 57(3), 313–319.
Calado, F., Alexandre, J., & Griffiths, M. D. (2016). Prevalence of adolescent problem gambling: A systematic review of recent research. Journal of Gambling Studies, 33(2), 397–424.
Carbonneau, R., Vitaro, F., Brendgen, M., & Tremblay, R. E. (2015a). Trajectories of gambling problems from mid-adolescence to age 30 in a general population cohort. Psychology of Addictive Behaviors, 29, 1012–1021.
Carbonneau, R., Vitaro, F., Brendgen, M., & Tremblay, R. E. (2015b). Variety of gambling activities from adolscence to age 30 and association with gambling problems: A 15-year longitudinal study of a general population sample. Addiction, 110(12), 1985–1993.
Chaiton, M., Contreras, G., Brunet, J., Sabiston, C. M., O’Loughlin, E., Low, N. C. P., et al. (2013). Heterogeneity of depressive symptom trajectories through adolescence: Predicting outcomes in young adulthood. Journal of the Canadian Academy of Adolescent Psychiatry, 22(2), 96–105.
Chinneck, A., Mackinnon, S. P., & Stewart, S. H. (2016). Investigating possible reciprocal relationships between depressive and problem gambling symptoms in emerging adults. Canadian Journal of Psychiatry, 61(2), 93–101.
Cohen, P., Kasen, S., Chen, H., Hartmark, C., & Gorden, K. (2003). Variations in patterns of developmental transitions in the emerging adulthood period. Developmental Psychology, 39, 657–669.
Colman, I., Zeng, Y., McMartin, S. E., Naicker, K., Ataullahjan, A., Weeks, M., et al. (2014). Protective factors against depression during the transition from adolescence to adulthood: Findings from a national Canadian cohort. Preventative Medicine, 65, 28–32.
Costa, P. T., Jr., & McCrae, R. R. (1992). NEO PI-R professional manual. Lutz, FL: Psychological Assessment Resources Inc.
Costello, D. M., Swendsen, J., Rose, J. S., & Dierker, L. C. (2008). Risk and protective factors associated with trajectories of depressed mood from adolescence to early adulthood. Journal of Consulting and Clinical Psychology, 76(2), 173–183.
Currie, S. R., Hodgins, D. C., & Casey, D. M. (2013). Validity of the problem gambling severity index interpretive categories. Journal of Gambling Studies, 29, 311–327.
Dekker, M. C., Ferdinand, R. F., Van Lang, N. D. J., Bongers, I. L., Van Der Ende, J., & Verhulst, F. C. (2007). Developmental trajectories of depressive symptoms from early childhood to late adolescence: Gender differences and adult outcome. Journal of Child Psychology and Psychiatry, 48, 657–666.
Dickson, L. M., Derevensky, J. L., & Gupta, R. (2008). The prevention of gambling problems in youth: A conceptual framework. Journal of Gambling Studies, 18(2), 97–159.
Dowling, N. A., Merkouris, S. S., & Lorains, F. K. (2016). Interventions for comorbid problem gambling and psychiatric disorders: Advancing a developing field of research. Addictive Behaviors, 58, 21–30.
Dussault, F., Brendgen, M., Vitaro, F., Carbonneau, R., Boivin, M., & Tremblay, R. (2016). Co-morbidity between gambling problems and depressive symptoms: A longitudinal perspective of risk and protective factors. Journal of Gambling Studies, 32(2), 547–565.
Edgerton, J. D., Melnyk, T. S., & Roberts, L. W. (2015). An exploratory study of multiple distinct gambling trajectories in emerging adults. Journal of Youth Studies, 18(6), 743–762.
El-Guebaly, N., Patten, S. B., Currie, S. R., Williams, J. M., Beck, C., & Maxwell, C. (2006). Epidemiological associations between gambling behavior, substance use and mood and anxiety disorders. Journal of Gambling Studies, 22, 275–287.
Enders, C. (2010). Applied missing data analysis. New York: Guilford Press.
Evans, L. D., Kouros, C., Frankel, S. A., McCauley, E., Diamond, G. S., Schloredt, K. A., et al. (2015). Longitudinal relations between stress and depressive symptoms in youth: Coping as a mediator. Journal of Abnormal Child Psychology, 43, 355–368.
Fergusson, D. M., Boden, J. M., & Horwood, L. J. (2007). Recurrence of major depression in adolescence and early adulthood, and later mental health, educational and economic outcomes. British Journal of Psychiatry, 191, 335–342.
Ferris, J., & Wynne, H. (2001). The Canadian problem gambling index: Final report. Ottawa, ON: Canadian Centre on Substance Abuse.
Folkman, S., & Lazarus, R. S. (1980). An analysis of coping in a middle-aged community sample. Journal of Health and Social Behavior, 21(3), 219–239.
Folkman, S., & Lazarus, R. S. (1988). Ways of coping questionnaire sampler set: Manual, test booklet, scoring key. Menlo Park, CA: Mind Garden Inc.
Galambos, N. L., Barker, E. T., & Krahn, H. J. (2006). Depression, self-esteem, and anger in emerging adulthood: Seven-year trajectories. Developmental Psychology, 42, 350–365.
Ge, X., Lorenz, F. O., Conger, R. D., Elder, G. H., & Simons, R. L. (1994). Trajectories of stressful life events and depressive symptoms during adolescence. Developmental Psychology, 30, 467–483.
Ge, X., Natsuaki, M. N., & Conger, R. D. (2006). Trajectories of depressive symptoms and stressful life events among male and female adolescents in divorced and nondivorced families. Development and Psychopathology, 18(1), 253–273.
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, 1219–1232.
Granö, N., Keltikangas-Järvinen, L., Kouvonen, A., Virtanen, M., Elovainio, M., Vahtera, J., et al. (2007). Impulsivity as a predictor of newly diagnosed depression. Scandinavian Journal of Psychology, 48(2), 173–179.
Grant, K. E., Compas, B. E., Thurm, A. E., McMahon, S. D., & Gipson, P. (2004). Stressors and child and adolescent psychopathology: Measurement issues and prospective effects. Journal of Clinical Child and Adolescent Psychology, 33, 412–425.
Green, S. B., Akey, T. M., Fleming, K. K., Hershberger, S. L., & Marquis, J. G. (1997). Effect of the number of scale points on Chi square fit indices in confirmatory factor analysis. Structural Equation Modeling, 4, 108–120.
Griffiths, M. D. (2006). A case study of binge problem gambling. International Journal of Mental Health and Addiction, 4(4), 369–376.
Gupta, R., Derevensky, J., & Manget, N. (2004). Coping strategies employed by adolescents with gambling problems. Child and Adolescent Mental Health, 9(3), 115–120.
Hankin, B. L., Abramson, L. Y., Moffitt, T. E., Silva, P. A., McGee, R., & Angell, K. E. (1998). Development of depression from preadolescence to young adulthood: Emerging gender differences in a 10-year longitudinal study. Journal of Abnormal Psychology, 107, 128–140.
Hardoon, K. K., Gupta, R., & Derenvensky, J. L. (2004). Psychosocial variables associated with adolescent gambling. Psychology of Addictive Behaviors, 18(2), 170–179.
Hayatbakhsh, M. R., Clavarino, A., Williams, G. M., Bor, W., & Najman, J. M. (2012). Young adults’ gambling and its association with mental health and substance use problems. Australian and New Zealand Journal of Public Health, 36(2), 160–166.
Huang, J. H., & Boyer, R. (2007). Epidemiology of youth gambling problems in Canada: A national prevalence study. Canadian Journal of Psychiatry, 52, 657–665.
Hyde, J. S., Mezulis, A. H., & Abramson, L. Y. (2008). The ABCs of depression: Integrating affective, biological, and cognitive models to explain the emergence of the gender difference in depression. Psychological Review, 115, 291–313.
Ibanez, A., Blanco, C., Donahue, E., Lesieur, H. R., Perez de Castro, I., Fernandez-Piqueras, J., et al. (2001). Psychiatric comorbidity in pathological gamblers seeking treatment. American Journal of Psychiatry, 158, 1733–1735.
Ireland, J. L., Boustead, R., & Ireland, C. A. (2005). Coping style and psychological health among adolescent prisoners: A study of young and juvenile offenders. Journal of Adolescence, 28, 411–423.
Jung, T., & Wickrama, K. A. S. (2008). An introduction to latent class growth analysis and growth mixture modeling. Social and Personality Psychology Compass, 2(1), 302–317.
Kessler, R. C., Andrews, G., Mroczek, D., et al. (1998). The World Health Organization composite international diagnostic interview short form (CIDI-SF). International Journal of Methods in Psychiatric Research, 7, 171–185.
Kim, H. K., Capaldi, D. M., & Stoolmiller, M. (2003). Depressive symptoms across adolescence and young adulthood in men: Predictions from parental and contextual risk factors. Developmental Psychopathology, 15, 469–495.
Kim, S. W., Grant, J. E., Eckert, E. D., Faris, P. L., & Hartman, B. K. (2006). Pathological gambling and mood disorders: Clinical associations and treatment implications. Journal of Affective Disorders, 92, 109–116.
Lai, H. M., Cleary, M., Sitharthan, T., & Hunt, G. E. (2015). Prevalence of comorbid substance use, anxiety and mood disorders in epidemiological surveys, 1990–2014: A systematic review and meta-analysis. Drug and Alcohol Dependence, 154, 1–13.
Lightsey, O. R., Jr., & Hulsey, C. D. (2002). Implusivity, coping, stress, and problem gambling among university students. Journal of Counseling Psychology, 49(2), 202–211.
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.
Milosevic, A., & Ledgerwood, D. M. (2010). The subtyping of pathological gambling: A comprehensive review. Clinical Psychology Review, 30(8), 988–998.
Muthén, L. K., & Muthén, B. O. (2012). Mplus user’s guide: Version 7. Los Angeles, CA: Muthén and Muthén.
Myrseth, H., Pallesen, S., Molde, H., Johnsen, B. H., & Lorvik, I. M. (2009). Personality factors as predictors of pathological gambling. Personality and Individual Differences, 47(8), 933–937.
Nagin, D. S. (2005). Group-based modelling of development. Cambridge: Harvard University Press.
Nagin, D. S., & Tremblay, R. (2005). Developmental trajectory groups: Fact or useful statistical fiction? Criminology, 43(4), 873–903.
Natsuaki, M. N., Biehl, M. C., & Ge, X. (2009). Trajectories of depressed mood from early adolescence to young adulthood: The effects of pubertal timing and adolescent dating. Journal of Research on Adolescence, 19(1), 47–74.
Nelson, C. B., Kessler, R. C., & Mroczek, D. (2001). Scoring the World Health Organization’s composite international diagnostic interview short form (CIDI-SF). Geneva (CH): World Health Organization.
Ng, C. S. M., & Hurry, J. (2011). Depression amongst Chinese adolescents in Hong Kong: An evaluation of a stress moderation model. Social Indicators Research, 100(3), 499–516.
Nower, L., Derevensky, J., & Gupta, R. (2004). The relationship of impulsivity, sensastion seeking, coping and substance use in youth gamblers. Psychology of Addictive Behaviors, 18(1), 49–55.
Nylund, K. L., Aspaouhov, A., & Muthen, B. (2007). Deciding on the number of classes in latent class and growth mixture modeling. A Monte Carlo simulation study. Structural Equation Modeling, 14, 535–569.
Patton, J. H., Stanford, M. S., & Barratt, E. S. (1995). Factor structure of the Barratt impulsiveness scale. Journal of Clinical Psychology, 51(6), 768–774.
Petry, N. M., & Champine, R. (2012). Gambling and drug abuse. In J. Verster, K. Brady, M. Galanter, & P. Conrod (Eds.), Drug abuse and addiction in medical illness (pp. 489–496). New York, NY: Springer.
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. Journal of Clinical Psychiatry, 66, 564–574.
Petry, N. M., & Weiss, L. (2009). Social support is associated with gambling treatement outcomes in pathological gamblers. American Journal on Addictions, 18, 402–408.
Pettit, J. W., Lewinsohn, P. M., Seeley, J. R., Roberts, R. E., & Yaroslavsky, I. (2010). Developmental relations between depressive symptoms, minor hassles, and major events from adolescence through age 30 years. Journal of Abnormal Psychology, 119(4), 811–824.
Raftery, A. E. (1995). Bayesian model selection in social research. Sociological Methodology, 25, 111–163.
Ram, N., & Grimm, K. J. (2009). Growth mixture modeling: A method for identifying differences in longitudinal change among unobserved groups. International Journal of Behavioural Development, 33(6), 565–576.
Rao, U., Hammen, C., & Daley, S. E. (1999). Continuity of depression during the transition to adulthood: A 5-year longitudinal study of young women. Journal of the American Academy of Child and Adolescent Psychiatry, 38, 908–915.
Rao, U., Ryan, N. D., Birmaher, B., Dahl, R. E., Williamson, D. E., Kaufman, J., et al. (1995). Unipolar depression in adolescents: Clinical outcome in adulthood. Journal of the American Academy of Child and Adolescent Psychiatry, 34, 566–578.
Rawana, J. S., & Morgan, A. S. (2014). Trajectories of depressive symptoms from adolescence to young adulthood: The role of self-esteem and body-related predictors. Journal of Youth and Adolescence, 43, 597–611.
Reinherz, H. Z., Giaconia, R. M., Hauf, A. M., Wasserman, M. S., & Silverman, A. B. (1999). Major depression in the transition to adulthood: Risks and impairments. Journal of Abnormal Psychology, 108, 500–510.
Repetto, P. B., Caldwell, C. H., & Zimmerman, M. A. (2005). A longitudinal study of the relationship between depressive symptoms and cigarette use among African American Adolescents. Health Psychology, 24(2), 209–219.
Rieger, S., Gollner, R., Tautwein, U., & Roberts, T. (2016). Low self-esteem prospectively predicts depression in the transition to young adulthood: A replication of Orth, Robins, and Roberts (2008). Journal of Personality and Social Psychology, 110(1), e16–e22.
Robinson, E. J., Shankman, S. A., & McFarland, B. R. (2009). Independent associations between personality trits and clinical characteristics of depression. Journal of Nervous and Mental Disorders, 197, 476–483.
Rodriguez, D., Moss, H. B., & Audrain-McGovern, J. (2005). Developmental heterogeneity in adolescent depressive symptoms: Associations with smoking behavior. Psychosomatic Medicine, 67, 200–210.
Rosenberg, M. (1965). Society and the adolescent self-image. Princeton, NJ: Princeton University Press.
Rueger, S. Y., Malecki, C. K., Pyun, Y., Aycock, C., & Coyle, S. (2016). Meta-analytic review of the association between perceived social support and depression in childhood and adolescence. Psychological Bulletin, 142(10), 1017–1067.
Schulenberg, J. E., & Maggs, J. L. (2002). A developmental perspective on alcohol use and heavy drinking during adolescence and the transition to young adulthood. Journal of Alcohol Studies, 14(Suppl.), 54–70.
Schulenberg, J., O’Malley, P. M., Bachman, J. G., & Johnston, L. D. (2005). Early adult transitions and their relation to well-being and substance use. In R. A. Settersten Jr., F. F. Furstenberg Jr., & R. G. Rumbaut (Eds.), On the frontier of adulthood: Theory, research, and public policy (pp. 417–453). Chicago, IL: The University of Chicago Press.
Schulenberg, J. E., & Zarrett, N. R. (2006). Mental health during emerging adulthood: Continuity and discontinuity in courses, causes, and functions. In J. J. Arnett & J. L. Tanner (Eds.), Emerging adults in America: Coming of age in the 21st century (pp. 135–172). Washington, DC: American Psychological Association.
Statistics Canada. (2003). Canadian community health survey, cycle 2.1. Available online at http://www23.statcan.gc.ca/imdb/p2SV.pl?Function=getSurvey&Id=4995. Accessed 19 Oct 2017.
Stoolmiller, M., Kim, H. K., & Capaldi, D. M. (2005). The course of depressive symptoms in men from early adolescence to young adulthood: Identifying latent trajectories and early predictors. Journal of Abnormal Psychology, 114, 331–345.
Sullivan, F. E., Fiellin, D. A., & O’Connor, P. G. (2005). The prevalence and impact of alcohol problems in major depression: A systematic review. American Journal of Medicine, 118(4), 330–341.
Sussman, S., & Arnett, J. J. (2014). Emerging adulthood: Developmental period facilitative of addictions. Evaluation and the Health Professions, 37(2), 147–155.
Vitaro, F., Wanner, B., Ladouceur, R., Brendgen, M., & Tremblay, R. E. (2004). Trajectories of gambling during adolesence. Journal of Gambling Studies, 20(1), 47–69.
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, 3–38.
Volberg, R. A., Reitzes, D. C., & Boles, J. (1997). Exploring the links between gambling, problem gambling, and self-esteem. Deviant Behavior, 18(4), 321–342.
Walters, E. E., Kessler, R. C., Nelson, C. B., & Mroczek, D. (2002). Scoring the World Health Organization’s composite international diagnostic interview short form (CIDI-SF).
Wang, M., & Bodner, T. E. (2007). Growth mixture modeling: Identifying and predicting unobserved subpopulations with longitudinal data. Organizational Research Methods, 10(4), 635–656.
Welte, J. W., Barnes, G. M., Tidwell, M., & Hoffman, J. H. (2008). The prevalence of problem gambling among U.S. adolescents and young adults: Results from a National Survey. Journal of Gambling Studies, 24, 119–133.
Welte, J. W., Barnes, G. M., Tidwell, M., & Hoffman, J. H. (2011). Gambling and problem gambling across the lifespan. Journal of Gambling Studies, 27, 49–61.
Wiersma, J. E., van Oppen, P., van Schaik, D., van der Does, A., Beekman, A., & Penninx, B. (2011). Psychological characteristics of chronic depression: A longitudinal cohort study. Journal of Clinical Psychiatry, 72, 288–294.
Williams, R. J., & Volberg, R. A. (2009). Impact of survey description, administration format, and exclusionary criteria on population prevalence rates of problem gambling. International Gambling Studies, 9(2), 101–117.
Williams, R. J., & Volberg, R. A. (2010). Best practices in the population assessment of problem gambling. Report prepared for the Ontario Problem Gambling Research Centre. Guelph, Ontario, Canada, March 31, 2010.
Winters, K. C., Stinchfield, R. D., Botzet, A., & Stutske, W. S. (2005). Pathways of youth gambling severity. Psychology of Addictive Behaviors, 19(1), 104–107.
Wittchen, H. U. (1994). Reliability and validity of studies of the WHO composite international diagnostic interview (CIDI): A critical review. Journal of Psychiatric Research, 28, 57–84.
Wynne, H. J. (2003). Introducing the Canadian problem gambling index. Calmar, Alberta: Wynne Resources.
Zarate, C. A., Jr. (2010). Psychiatric disorders in young adults: Depression assessment and treatment. In J. E. Grant & M. N. Potenza (Eds.), Young adult mental health (pp. 206–230). New York: Oxford University Press.
Zimet, G. D., Dahlem, N. W., Zimet, S. G., & Farley, G. K. (1988). The multidimensional scale of perceived social support. Journal of Personality Assessment, 52(1), 30–41.
Acknowledgements
This research was funded by the Manitoba Gambling Research Program of Manitoba Liquor and Lotteries (Grant # MGRP-FR-12-14-11); however, the findings and conclusions of this paper are those solely of the authors and do not necessarily represent the views of Manitoba Liquor and Lotteries.
Author information
Authors and Affiliations
Corresponding author
Ethics declarations
Conflict of interest
All authors declare that they have no conflict of interest.
Ethical Approval
All procedures performed in studies involving human participants were in accordance with the ethical standards of the institutional and/or national research committee and with the 1964 Helsinki declaration and its later amendments or comparable ethical standards.
Rights and permissions
About this article
Cite this article
Edgerton, J.D., Keough, M.T. & Roberts, L.W. Co-development of Problem Gambling and Depression Symptoms in Emerging Adults: A Parallel-Process Latent Class Growth Model. J Gambl Stud 34, 949–968 (2018). https://doi.org/10.1007/s10899-018-9760-4
Published:
Issue Date:
DOI: https://doi.org/10.1007/s10899-018-9760-4