Abstract
Objectives
Relationships during adolescence are relevant predictors of depressive symptoms. This project studied how adolescent bonds and connectedness predict the likelihood of latent class membership on various depressive symptoms trajectories.
Method
From the restricted use National Longitudinal Study of Adolescent to Adult Health dataset (N = 7196), this study examined a nationally representative sample ranging from ages 11–31 (50.5% female, 42.2% non-white), using a latent class growth analysis with an accelerated design. Measures included the CES-D for tracking depressive symptoms longitudinally, “parent-child bond questions” from the Relations with Parents scale, and “school connectedness” questions and “time spent with friends” questions created by Add Health.
Results
Findings show two trajectories of depressive symptoms: one characterized (83%) relatively low, stable depressive symptoms over time, and the other (17%), moderate, fluctuating symptoms. Higher parent-child bond and higher school connectedness were related to a greater likelihood of being on the low-level stable trajectory. Time spent with friends was not significantly related to the likelihood of being on either trajectory.
Conclusions
Clinical implications include the necessity of targeting adolescent bond relationships that could affect the trajectory of depression over time. Specifically, capitalizing on adolescents’ school connectedness and parent-child bond is essential for both short-term and long-term mood health. Implications for research indicate a need for longitudinal data collection to target the level of connectedness adolescents feel with their friends to examine whether the strength of the relationship influences depressive symptoms trajectories where time spent with friends did not.
Similar content being viewed by others
Data availability
Requirements and instructions on how to access to the public-use or restricted-use data from the National Longitudinal Study of Adolescent to Adult Health can be found on the following website: https://www.cpc.unc.edu/projects/addhealth/documentation
References
Acock, A. C. (2005). Working with missing values. Journal of Marriage and Family, 67, 1012–1028. https://doi.org/10.1111/j.1741-3737.2005.00191.x.
Agnew, R. (2003). An integrated theory of the adolescent peak in offending. Youth & Society, 34(3), 263–299. https://doi.org/10.1177/0044118X02250094.
Allen, J. P. (2008). The attachment system in adolescence. In J. Cassidy & P. R. Shaver (Eds.), Handbook of attachment: theory, research, and clinical applications. 2nd ed. (pp. 419–431). New York, NY: The Guilford Press.
Allen, J. P., & Land, D. (1999). Attachment in adolescence. In J. Cassidy & P. Shaver (Eds.), Handbook of attachment: theory, research, and clinical applications (pp. 319–333). New York, NY: Guilford Press.
American Psychiatric Association. (2013). Diagnostic and statistical manual of mental disorders (DSM-5®). Washington, D.C.: American Psychiatric Pub.
Asparouhov, T., & Muthén, B. (2014). Auxiliary variables in mixture modeling: three-step approaches using Mplus. Structural Equation Modeling, 21, 329–341. https://doi.org/10.1080/10705511.2014.915181.
Beach, S. R., Brody, G. H., Lei, M. K., Gibbons, F. X., Gerrard, M., Simons, R. L., & Philibert, R. A. (2013). Impact of child sex abuse on adult psychopathology: a genetically and epigenetically informed investigation. Journal of Family Psychology, 27(1), 3–19.
Beach, S. R., & Whisman, M. (2012). Relationship distress: Impact on mental illness, physical health, children, and family economics. In H. Foran, S. Beach & A. Smith (Eds.), Family problems and family violence: reliable assessment and the ICD-11 (pp. 91–100). New York, NY: Springer Publishing Company.
Brendgen, M., Wanner, B., Morin, A. J., & 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. https://doi.org/10.1007/s10802-005-6739-.
Boutelle, K., Eisenberg, M. E., Gregory, M. L., & Neumark-Sztainer, D. (2009). The reciprocal relationship between parent–child connectedness and adolescent emotional functioning over 5 years. Journal of Psychosomatic Research, 66(4), 309–316. https://doi.org/10.1016/j.jpsychores.2008.10.019.
Chantala, K. (2006). Guidelines for analyzing add health data. Chapel Hill, NC: Carolina. Population Center.
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. https://doi.org/10.1037/0022-006X.76.2.173.
Dekker, M. C., Ferdinand, R. F., Van Lang, N. D., 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(7), 657–666. https://doi.org/10.1111/j.1469-7610.2007.01742.x.
del Barrio, V., & Carrasco, M. Á. (2016). Problemas conductuales y emocionales en la infancia y la adolescencia. Padres y Maestros/Journal of Parents and Teachers, 365, 55–61.
del Barrio, V., Holgado-Tello, F. P., & Carrasco, M. A. (2016). Concurrent and longitudinal effects of maternal and paternal warmth on depression symptoms in children and adolescents. Psychiatry Research, 242, 75–81. https://doi.org/10.1016/j.psychres.2016.05.032.
Diamond, G. S., Diamond, G. M., & Levy, S. A. (2014). Attachment-based family therapy for depressed adolescents. Washington, D.C.: American Psychological Association.
Duncan, T. E., Duncan, S. C., & Strycker, L. A. (2006). An introduction to latent growth curve modeling: concepts, issues, and application. 2nd ed. Mahwah, NJ: Lawrence Eribaum Associates.
Duncan, T. E., Duncan, S. C., Strycker, L. A., Okut, H., & Li, F. (2002). Growth mixture modeling of adolescent alcohol use data. Eugene, OR: Oregon Research Institute. http://www.ori.org/methodology.
Duke, N. N., Skay, C. L., Pettingell, S. L., & Borowsky, I. W. (2009). From adolescent connections to social capital: Predictors of civic engagement in young adulthood. Journal of Adolescent Health, 44(2), 161–168.
Dyer, W. J., & Day, R. D. (2015). Investigating family shared realities with factor mixture modeling. Journal of Marriage and Family, 77, 191–208.
Ellonen, N., Kääriäinen, J., & Autio, V. (2008). Adolescent depression and school social support: a multilevel analysis of a Finnish sample. Journal of Community Psychology, 36(4), 552–567. https://doi.org/10.1002/jcop.20254.
Firat, R., & Sayin, U. (2013). Impact of perceived social support and depression on the parental attitudes of mothers of children who are deaf. Journal of Child and Family Studies, 22, 1103–1111. https://doi.org/10.1007/s10826-012-9672-3.
Foster, C. E., Horwitz, A., Thomas, A., Opperman, K., Gipson, P., Burnside, A., & King, C. A. (2017). Connectedness to family, school, peers, and community in socially vulnerable adolescents. Children and Youth Services Review, 81, 321–331. https://doi.org/10.1016/j.childyouth.2017.08.011.
Furrow, J., Palmer, G., Johnson, S., Faller, G., & Olsen, L. P. (2017). Emotionally focused family therapy: restoring connection and promoting resilience. New York, NY: Taylor & Francis.
Galambos, N. L., Leadbeater, B. J., & Barker, E. T. (2004). Gender differences in and risk factors for depression in adolescence: a 4-year longitudinal study. International Journal of Behavioral Development, 28(1), 16–25. https://doi.org/10.1080/01650250344000235.
Grimm, K. J., Ram, N., & Estabrook, R. (2010). Nonlinear structured growth mixture models in Mplus and OpenMx. Multivariate Behavioral Research, 45, 887–909.
Grimm, K. J., Ram, N., & Hamagami, F. (2011). Nonlinear growth curves in developmental research. Child Development, 82, 1357–1371. https://doi.org/10.1111/j.1467-8624.2011.01630.x.
Harris, K. M., Halpern, C. T., Whitsel, E., Hussey, J., Tabor, J., Entzel, P., et al. (2009). The national longitudinal study of adolescent health: Research design. Retrieved from: http://www.cpc.unc.edu/projects/addhealth/design.
Hazan, C., & Zeifman, D. (1994) Sex and the psychological tether. In K. Bartholomew & D. Perlman (Eds.). Advances in personal relationships: attachment relationships in adulthood. (Vol. 5. 151–177). London: Jessica Kingsley.
Jung, T., & Wickrama, K. A. A. (2008). An introduction to latent class growth analysis and growth mixture modeling. Social and Personality Psychology Compass, 2(1), 302–317.
Kendler, K. S., Karkowski, L. M., & Prescott, C. A. (1999). Causal relationship between stressful life events and the onset of major depression. American Journal of Psychiatry, 156(6), 837–841.
Kessler, R. C., Berglund, P., Demler, O., Jin, R., Merikangas, K. R., & Walters, E. E. (2005). Lifetime prevalence and age-of-onset distributions of DSM-IV disorders in the National Comorbidity Survey Replication. Archives of General Psychiatry, 62(6), 593–602.
Kessler, R. C., Angermeyer, M., Anthony, J. C., De Graaf, R., Demyttenaere, K., & Gasquet, I., on behalf of For The WHO World Mental Health Survey Consortium. (2007). Lifetime prevalence and age-of-onset distributions of mental disorders in the World Health Organization’s World Mental Health Survey Initiative. World Psychiatry, 6(3), 168–176.
Kelley, M. S., & Sokol-Katz, J. (2011). Examining participation in school sports and patterns of delinquency using the National Longitudinal Study of Adolescent Health. Sociological Focus, 44(2), 81–101.
Kohout, F. J., Berkman, L. F., Evans, D. A., & Cornoni-Huntley, J. (1993). Two shorter forms of the CES-D depression symptoms index. Journal of Aging and Health, 5(2), 179–193. https://doi.org/10.1177/089826439300500202.
Laukkanen, M., Hakko, H., Riipinen, P., & Riala, K. (2016). Does family structure play a role in depression in adolescents admitted to psychiatric inpatient care? Child Psychiatry & Human Development, 47(6), 918–924. https://doi.org/10.1007/s10578-015-0622-3.
Lee, A., & Hankin, B. L. (2009). Insecure attachment, dysfunction attitudes, and low self-esteem predicting prospective of depression and anxiety during adolescence. Journal of Clinical Child and Adolescent Psychology, 38(2), 219–231. https://doi.org/10.1080/15374410802698396.
Libbey, H. P. (2004). Measuring student relationships to school: Attachment, bonding, connectedness, and engagement. Journal of School Health, 74(7), 274–283.
Little, T. D. (2013). Longitudinal structural equation modeling. New York, NY: The Guildford Press.
Lewinsohn, P. M., Clarke, G. N., Seeley, J. R., & Rohde, P. (1994). Major depression in community adolescents: age at onset, episode duration, and time to recurrence. Journal of the American Academy of Child & Adolescent Psychiatry, 33(6), 809–818. https://doi.org/10.1097/00004583-199407000-00006.
Lewinsohn, P. M., Rohde, P., Seeley, J. R., Klein, D. N., & Gotlib, I. H. (2000). Natural course of adolescent major depressive disorder in a community sample: predictors of recurrence in young adults. American Journal of Psychiatry, 157(10), 1584–1591. https://doi.org/10.1176/appi.ajp.157.10.1584.
Lo, Y., Mendell, N. R., & Rubin, D. B. (2001). Testing the number of components in a normal mixture. Biometrika, 88, 767–778.
Matlin, S., Molock, S., & Tebes, J. (2011). Suicidality and depression among African American adolescents: the role of family and peer support and community connectedness. American Journal of Orthopsychiatry, 81(1), 108–117. https://doi.org/10.1111/j.1939-0025.2010.01078.x.
McGoldrick, M., Carter, E. A., & Garcia-Preto, N. (2011). Overview: the life cycle in its changing contexts: individual, family, and social perspectives. In M. McGoldrick, E. A. Carter & N. Garcia-Preto (Eds.), The expanded family life cycle: individual, family and social perspectives. 4th ed. (pp. 1–19). Boston: Allyn & Bacon.
Moody, J., & Bearman, P. S. (1998). Shaping school climate: school context, adolescent social networks, and attachment to school. Unpublished manuscript.
Moran, G., & Diamond, G. (2008). Generating nonnegative attitudes among parents of depressed adolescents: the power of empathy, concern, and positive regard. Psychotherapy Research, 18(1), 97–107. https://doi.org/10.1080/10503300701408325.
Muthén, B. O. (2004). Latent variable analysis: growth mixture modeling and related techniques for longitudinal data. In D. Kaplan (Ed.), The Sage handbook of quantitative methodology for the social sciences (pp. 345–368). Thousand Oaks, CA: Sage.
Muthén, L. K., & Muthén, B. O. (1998). Mplus user’s guide. 8th ed. Los Angeles, CA: Muthén & Muthén. 2012.
Radloff, L. S. (1977). The CES-D scale a self-report depression scale for research in the general population. Applied Psychological Measurement, 1(3), 385–401. https://doi.org/10.1177/014662167700100306.
Ram, N., & Grimm, K. J. (2009). Growth mixture modeling: a method for identifying differences in longitudinal change among unobserved groups. International Journal of Behavioral Development, 33(6), 565–576.
Resnick, M. D., Bearman, P. S., Blum, R. W., Bauman, K. E., Harris, K. M., Jones, J..., & Ireland, M. (1997). Protecting adolescents from harm: findings from the national longitudinal study on adolescent health. Journal of the American Medical Association, 278(10), 823–832.
Rohde, P., Lewinsohn, P. M., Klein, D. N., Seeley, J. R., & Gau, J. M. (2013). Key characteristics of major depressive disorder occurring in childhood, adolescence, emerging adulthood, and adulthood. Clinical Psychological Science, 1(1), 41–53.
Rohner, R. P. (2016). Introduction to interpersonal acceptance-rejection theory (IPARTheory), methods, evidence, and implications. Unpublished Paper, University of Connecticut. https://csiar.uconn.edu/wp-content/uploads/sites/494/2014/02/Interpersonal-ACCEPTANCE-for-web-10-07-15.pdf
Sentse, M., Lindenberg, S., Omvlee, A., Ormel, J., & Veenstra, R. (2010). Rejection and acceptance across contexts: Parents and peers as risks and buffers for early adolescent psychopathology. Journal of Abnormal Child Psychology, 38(1), 119–130. https://doi.org/10.1007/s10802-009-9351-z.
Settle, J. E., Bond, R., & Levitt, J. (2011). The social origins of adult political behavior. American Politics Research, 39(2), 239–263.
Shirk, S. R., Gudmundsen, G. R., & Burwell, R. A. (2005). Links among attachment-related cognitions and adolescent depressive symptoms. Journal of Clinical Child and Adolescent Psychology, 34(1), 172–181. https://doi.org/10.1207/s15374424jccp3401_16.
Siddaway, A. P., Wood, A. M., & Taylor, P. J. (2017). The Center for Epidemiologic Studies-Depression (CES-D) scale measures a continuum from well-being to depression: testing two key predictions of positive clinical psychology. Journal of Affective Disorders, 213, 180–186.
Shochet, I. M., Dadds, M. R., Ham, D., & Montague, R. (2006). School connectedness is an underemphasized parameter in adolescent mental health: results of a community prediction study. Journal of Clinical Child & Adolescent Psychology, 35(2), 170–179.
Twenge, J., & Nolen-Hoeksema, S. (2002). Age, gender, race, socioeconomic status, and birth cohort differences on the children’s depression inventory: a meta-analysis. Journal of Abnormal Psychology, 111(4), 578–588.
Vermunt, J. K. (2010). Latent class modeling with covariates: two improved three-step approaches. Society for Political Methodology, 18(4), 450–469.
Warr, M. (2007). The tangled web: delinquency, deception, and parental attachment. Journal of Youth and Adolescence, 36(5), 607–622. https://doi.org/10.1007/s10964-006-9148-0.
Author Contributions
R.A.D.O. initiated the research team and lead the design of the study, assisted with data analyses and interpretation of results, wrote the paper, and edited the final manuscript. K.L.S. collaborated in the design of the study, conducted data analyses and lead interpretation of results, wrote the paper, and edited the final manuscript. N.G.C. collaborated in the design of the study, wrote the paper, and edited the manuscript. N.D.H. collaborated in the design of the study and editing of the manuscript. Rachael A. Dansby Olufowote and Kristy L. Soloski are first co-authors.
Author information
Authors and Affiliations
Corresponding author
Ethics declarations
Conflict of Interest
The authors declare that they have no conflict of interest.
Ethical Approval
Texas Tech University provided IRB approval for this study. The authors of this article have a contractual agreement in place to have access to the Add Health restricted-use data, and had no direct interaction with human participants.
Additional information
Publisher’s note Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Rights and permissions
About this article
Cite this article
Dansby Olufowote, R.A., Soloski, K.L., Gonzalez-Casteñeda, N. et al. An Accelerated Latent Class Growth Curve Analysis of Adolescent Bonds and Trajectories of Depressive Symptoms. J Child Fam Stud 29, 292–306 (2020). https://doi.org/10.1007/s10826-019-01542-1
Published:
Issue Date:
DOI: https://doi.org/10.1007/s10826-019-01542-1