Abstract
There are few studies on the predictors of long-term course of major depressive disorder (MDD) with an onset in childhood and adolescence. Studies have relied on variable-centered methods, utilizing psychosocial and clinical characteristics to predict depression outcomes. However, fewer studies have used person-centered approaches that rely on profiles of functioning to predict course and outcomes of depression. This study examined the long-term course and outcome of early onset depression as a function of profiles of psychosocial and clinical characteristics in adolescence. Participants from the Oregon Adolescent Depression Project with a history of MDD by study entry (Mage = 16.29 years) and who had follow-up assessments at age 30 were included (n = 215). Psychosocial and clinical constructs, including domains of internalizing problems, externalizing problems, correlates of internalizing problems, adolescent stress, and social support, were assessed in adolescence. Latent profile analyses found a 3-class solution with Low Negative Cognitive Style (LNCS; 27.9%); Internalizing and High Negative Cognitive Style (INT/HNCS; 53.9%); and Internalizing and High Negative Cognitive Style plus Poor Interpersonal Functioning and High Stress (INT/HNCS+ ; 18.1%). Overall, classes differed in depression morbidity, such that the INT/HNCS+ class had the greatest depression morbidity across follow-up assessments. Social adjustment differed between all classes, with the INT/HNCS+ class showing the worst functioning, the LNCS class showing the best functioning, and the INT/HNCS class falling in the middle. Patterns of clinical and psychosocial functioning were differentially associated with long-term depression and social adjustment among youth with depression.
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References
Achenbach, T. M., & Edelbrock, C. S. (1987). Manual for the youth self-report and profile: University of Vermont. Department of Psychiatry.
Alaie, I., Låftman, S. B., Jonsson, U., & Bohman, H. (2020). Parent–youth conflict as a predictor of depression in adulthood: a 15-year follow-up of a community-based cohort. European child & adolescent psychiatry, 29(4), 527–536. https://doi.org/10.1007/s00787-019-01368-8
American Psychiatric Association. (1987). Diagnostic and Statistical Manual of Mental Disorders (3rd edition, rev.). Washington, DC: Author.
American Psychiatric Association. (1994). Diagnostic and Statistical Manual of Mental Disorders (4th edition, rev.). Washington, DC: Author.
Andrews, F. M., & Withey, S. B. (1976). Social indicators of well-being: Americans’ perceptions of life quality. New York, NY: Plenum Press.
Asarnow, J. R., Goldstein, M. J., Carlson, G. A., Perdue, S., Bates, S., & Keller, J. (1988). Childhood-onset depressive disorders: A follow-up study of rates of rehospitalization and out-of-home placement among child psychiatric inpatients. Journal of affective disorders, 15(3), 245–253. https://doi.org/10.1016/0165-0327(88)90022-5
Asparouhov, T., & Muthén, B. (2014). Auxiliary Variables in Mixture Modeling: Using the BCH Method in Mplus to Estimate a Distal Outcome Model and an Arbitrary Secondary Model. Los Angeles, CA: UCLA.
Bachman, J. G. (1985). Some Recent Trends in the Aspirations, Concerns, and Behaviors of American Young People. McAfee, NJ: Paper presented at the Association for Public Opinion Research.
Barrera, M. (1980). A method for the assessment of social support networks in community survey research. Connections, 3(3), 8–13.
Beck, A. T., Steer, R. A., & Carbin, M. G. (1988). Psychometric properties of the Beck Depression Inventory: Twenty-five years of evaluation. Clinical psychology review, 8(1), 77–100. https://doi.org/10.1016/0272-7358(88)90050-5
Berscheid, E., Walster, E., & Bohrnstedt, G. (1973). The happy American body: A survey report. Psychology Today, 7, 119–131.
Birmaher, B., Williamson, D. E., Dahl, R. E., Axelson, D. A., Kaufman, J., Dorn, L. D., & Ryan, N. D. (2004). Clinical presentation and course of depression in youth: does onset in childhood differ from onset in adolescence? Journal of the American Academy of Child & Adolescent Psychiatry, 43(1), 63–70. https://doi.org/10.1097/00004583-200401000-00015
Campbell, A., Converse, P. E., & Rodgers, W. L. (1976). The quality of American life: Perceptions, evaluations, and satisfactions. New York, NY: Russell Sage Foundation.
Clayborne, Z. M., Varin, M., & Colman, I. (2019). Systematic review and meta-analysis: adolescent depression and long-term psychosocial outcomes. Journal of the American Academy of Child & Adolescent Psychiatry, 58(1), 72–79. https://doi.org/10.1016/j.jaac.2018.07.896
Daley, S. E., Hammen, C., & Rao, U. (2000). Predictors of first onset and recurrence of major depression in young women during the 5 years following high school graduation. Journal of Abnormal Psychology, 109(3), 525. https://doi.org/10.1037/0021-843X.109.3.525
Depue, R., & Klein, D. (1988). Identification of unipolar and bipolar affective conditions in nonclinical and clinical populations by the General Behavior Inventory. Relatives at risk for mental disorder, 179–202.
Eckblad, M., & Chapman, L. J. (1986). Development and validation of a scale for hypomanic personality. Journal of Abnormal Psychology, 95(3), 214. https://doi.org/10.1037//0021-843x.95.3.214
Farmer, R. F., Kosty, D. B., Seeley, J. R., Olino, T. M., & Lewinsohn, P. M. (2013). Aggregation of lifetime Axis I psychiatric disorders through age 30: Incidence, predictors, and associated psychosocial outcomes. Journal of Abnormal Psychology, 122(2), 573–586. https://doi.org/10.1037/a0031429
Fenigstein, A., Scheier, M. F., & Buss, A. H. (1975). Public and private self-consciousness: Assessment and theory. Journal of consulting and clinical psychology, 43(4), 522. https://doi.org/10.1037/h0076760
First, M., Spitzer, R., Gibbon, M., & Williams, J. (1996). Structured clinical interview for DSM-IV Axis I disorders, research version, non-patient edition. New York: New York State Psychiatric Institute. Biometrics Research Department.
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. https://doi.org/10.2307/2136617
Garber, J., Keiley, M. K., & Martin, N. C. (2002). Developmental trajectories of adolescents’ depressive symptoms: Predictors of change. Journal of consulting and clinical psychology, 70(1), 79–95. https://doi.org/10.1037//0022-006x.70.1.79
Hamilton, M. (1960). A rating scale for depression. Journal of neurology, neurosurgery, and psychiatry, 23(1), 56. https://doi.org/10.1136/jnnp.23.1.56
Hammen, C., Brennan, P. A., & Keenan-Miller, D. (2008). Patterns of adolescent depression to age 20: The role of maternal depression and youth interpersonal dysfunction. Journal of Abnormal Child Psychology, 36(8), 1189–1198. https://doi.org/10.1007/s10802-008-9241-9
Harter, S. (1982). The perceived competence scale for children Child development 87–97. https://doi.org/10.2307/1129640
Heiby, E. M. (1982). A self-reinforcement questionnaire. Behaviour Research and Therapy, 20(4), 397–401. https://doi.org/10.1016/0005-7967(82)90100-0
Hirschfeld, R. M., Klerman, G. L., Chodoff, P., Korchin, S., & Barrett, J. (1976). Dependency—Self–Esteem—Clinical Depression. Journal of the American Academy of Psychoanalysis, 4(3), 373–388. https://doi.org/10.1521/jaap.1.1976.4.3.373
Hodgson, R. J., & Rachman, S. (1977). Obsessional-compulsive complaints. Behaviour Research and Therapy, 15(5), 389–395. https://doi.org/10.1016/0005-7967(77)90042-0
Holmes, T. H., & Rahe, R. H. (1967). Schedule of recent experience. Marriage, 10, 50.
Judd, L. L., Akiskal, H. S., Zeller, P. J., Paulus, M., Leon, A. C., Maser, J. D., & Mueller, T. I. (2000). Psychosocial disability during the long-term course of unipolar major depressive disorder. Archives of general psychiatry, 57(4), 375. https://doi.org/10.1001/archpsyc.57.4.375
Kasch, K. L., Rottenberg, J., Arnow, B. A., & Gotlib, I. H. (2002). Behavioral activation and inhibition systems and the severity and course of depression. Journal of Abnormal Psychology, 111(4), 589–597. https://doi.org/10.1037//0021-843x.111.4.589
Kaslow, N., Tanenbaum, R., & Seligman, M. E. P. (1981). The KASTAN Attributional Style Questionnaire (rev. ed.).
Keller, M. B., Lavori, P. W., Friedman, B., Nielsen, E., Endicott, J., McDonald-Scott, P., & Andreasen, N. C. (1987). The Longitudinal Interval Follow-up Evaluation - a comprehensive method for assessing outcome in prospective longitudinal-studies. Archives of general psychiatry, 44(6), 540–548. https://doi.org/10.1001/archpsyc.1987.01800180050009
Kessler, R. C., Berglund, P., Demler, O., Jin, R., Koretz, D., Merikangas, K. R., & Wang, P. S. (2003). The epidemiology of major depressive disorder: results from the National Comorbidity Survey Replication (NCS-R). JAMA, 289(23), 3095–3105. https://doi.org/10.1001/jama.289.23.3095
Lewinsohn, P. M., Hops, H., Roberts, R. E., Seeley, J. R., & Andrews, J. A. (1993). Adolescent psychopathology: I. Prevalence and incidence of depression and other DSM-III—R disorders in high school students. Journal of Abnormal Psychology, 102(1), 133. https://doi.org/10.1037/0021-843X.102.1.133
Lewinsohn, P. M., Clarke, G. N., Seeley, J. R., & Rohde, P. (1994a). 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., Roberts, R. E., Seeley, J. R., Rohde, P., Gotlib, I. H., & Hops, H. (1994b). Adolescent psychopathology: II. Psychosocial risk factors for depression. Journal of Abnormal Psychology, 103(2), 302–315. doi:https://doi.org/10.1037//0021-843x.103.2.302
Lewinsohn, P. M., Mischel, W., Chaplin, W., & Barton, R. (1980). Social competence and depression: The role of illusory self-perceptions. Journal of Abnormal Psychology, 89(2), 203. https://doi.org/10.1037//0021-843x.89.2.203
Lewinsohn, P. M., Mermelstein, R. M., Alexander, C., & MacPhillamy, D. J. (1985). The Unpleasant Events Schedule: A scale for the measurement of aversive events. Journal of Clinical Psychology, 41(4), 483–498. https://doi.org/10.1002/1097-4679(198507)41:4%3c483::aid-jclp2270410407%3e3.0.co;2-0
Lewinsohn, P. M., Allen, N. B., Seeley, J. R., & Gotlib, I. H. (1999). First onset versus recurrence of depression: differential processes of psychosocial risk. Journal of Abnormal Psychology, 108(3), 483. https://doi.org/10.1037/0021-843X.108.3.483
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
Lewinsohn, P. M., Rohde, P., Seeley, J. R., Klein, D. N., & Gotlib, I. H. (2003). Psychosocial functioning of young adults who have experienced and recovered from major depressive disorder during adolescence. Journal of Abnormal Psychology, 112(3), 353–363. https://doi.org/10.1037/0021-843X.112.3.353
Maalouf, F. T., Porta, G., Vitiello, B., Emslie, G., Mayes, T., Clarke, G., & Keller, M. (2012). Do sub-syndromal manic symptoms influence outcome in treatment resistant depression in adolescents? A latent class analysis from the TORDIA study. Journal of affective disorders, 138(1–2), 86–95. https://doi.org/10.1016/j.jad.2011.12.021
McCauley, E., Myers, K., Mitchell, J., Calderon, R., Schloredt, K., & Treder, R. (1993). Depression in young people: initial presentation and clinical course. Journal of the American Academy of Child & Adolescent Psychiatry, 32(4), 714–722. https://doi.org/10.1097/00004583-199307000-00003
Merikangas, K. R., He, J.-P., Burstein, M., Swanson, S. A., Avenevoli, S., Cui, L., & Swendsen, J. (2010). Lifetime prevalence of mental disorders in US adolescents: results from the National Comorbidity Survey Replication-Adolescent Supplement (NCS-A). Journal of the American Academy of Child & Adolescent Psychiatry, 49(10), 980–989. https://doi.org/10.1016/j.jaac.2010.05.017
Mezulis, A., Salk, R. H., Hyde, J. S., Priess-Groben, H. A., & Simonson, J. L. (2014). Affective, biological, and cognitive predictors of depressive symptom trajectories in adolescence. Journal of Abnormal Child Psychology, 42(4), 539–550. https://doi.org/10.1007/s10802-013-9812-2
Moos, R. (1974). Family environment scale preliminary manual. Palo Alto, CA: Consulting.
Muñoz, R., & Lewinsohn, P. (1976). The subjective probability questionnaire. Unpublished manuscript.
Muthén, B., & Muthén, L. K. (2000). Integrating person‐centered and variable‐centered analyses: Growth mixture modeling with latent trajectory classes. Alcoholism: Clinical and experimental research, 24(6), 882–891. https://doi.org/10.1111/j.1530-0277.2000.tb02070.x
Muthén, L. K., & Muthén, B. O. (1998–2018). Mplus User’s Guide. Eighth Edition. Los Angeles, CA: Muthén & Muthén.
Nylund, K. L., Asparouhov, T., & Muthén, B. O. (2007). Deciding on the number of classes in latent class analysis and growth mixture modeling: A Monte Carlo simulation study. Structural Equation Modeling, 14(4), 535–569. https://doi.org/10.1080/10705510701575396
Olino, T. M., Klein, D. N., Lewinsohn, P. M., Rohde, P., & Seeley, J. R. (2010). Latent trajectory classes of depressive and anxiety disorders from adolescence to adulthood: descriptions of classes and associations with risk factors. Comprehensive Psychiatry, 51(3), 224–235. https://doi.org/10.1016/j.comppsych.2009.07.002
Orth, U., Robins, R. W., Widaman, K. F., & Conger, R. D. (2014). Is low self-esteem a risk factor for depression? Findings from a longitudinal study of Mexican-origin youth. Developmental psychology, 50(2), 622. https://doi.org/10.1037/a0033817
Orvaschel, H., Puig-Antich, J., Chambers, W. J., Tabrizi, M. A., & Johnson, R. (1982). Retrospective assessment of prepubertal major depression with the Kiddie-SADS-E. Journal of the American Academy of Child & Adolescent Psychiatry, 21(4), 392–397. https://doi.org/10.1016/s0002-7138(09)60944-4
Parker, G., & Brown, L. (1979). Repertoires of Response to Potential Precipstants of Depression. Australian and New Zealand Journal of Psychiatry, 13(4), 327–333. https://doi.org/10.3109/00048677909159155
Pearlin, L. I., & Schooler, C. (1978). The structure of coping. Journal of health and social behavior, 19(1), 2–21. https://doi.org/10.2307/2136319
Pilowsky, I. (1967). Dimensions of hypochondriasis. The British Journal of Psychiatry, 113(494), 89–93. https://doi.org/10.1192/bjp.113.494.89
Prinz, R. J., Foster, S., Kent, R. N., & O’Leary, K. D. (1979). Multivariate assessment of conflict in distressed and nondistressed mother-adolescent dyads. Journal of applied behavior analysis, 12(4), 691–700. https://doi.org/10.1901/jaba.1979.12-691
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
Reinherz, H. Z., Paradis, A. D., Giaconia, R. M., Stashwick, C. K., & Fitzmaurice, G. (2003). Childhood and adolescent predictors of major depression in the transition to adulthood. American Journal of Psychiatry, 160(12), 2141–2147. https://doi.org/10.1176/appi.ajp.160.12.2141
Rhebergen, D., Lamers, F., Spijker, J., De Graaf, R., Beekman, A., & Penninx, B. (2012). Course trajectories of unipolar depressive disorders identified by latent class growth analysis. Psychological medicine, 42(7), 1383–1396. https://doi.org/10.1017/S0033291711002509.
Rippere, V. (1977). What’s the thing to do when you’re feeling depressed: A pilot study. Behaviour Research and Therapy. https://doi.org/10.1016/0005-7967(77)90104-8
Robin, A. L., & Weiss, J. G. (1980). Criterion-related validity of behavioral and self-report measures of problem-solving communication-skills in distressed and non-distressed parent-adolescent dyads. Behavioral Assessment, 2(4), 339–352.
Rohde, P., Lewinsohn, P. M., & Seeley, J. R. (1997). Comparability of telephone and face-to-face interviews in assessing axis I and II disorders. American Journal of Psychiatry, 154(11), 1593–1598. https://doi.org/10.1176/ajp.154.11.1593
Rosenbaum, M. (1980). A schedule for assessing self-control behaviors: Preliminary findings. Behavior Therapy, 11(1), 109–121. https://doi.org/10.1016/S0005-7894(80)80040-2
Rosenberg, M. (1965). Rosenberg self-esteem scale (RSE). Acceptance and commitment therapy. Measures package, 61, 52.
Rottenberg, J., Devendorf, A. R., Kashdan, T. B., & Disabato, D. J. (2018). The Curious Neglect of High Functioning After Psychopathology: The Case of Depression. Perspectives on Psychological Science, 13(5), 549–566. https://doi.org/10.1177/1745691618769868
Russell, D., Peplau, L. A., & Cutrona, C. E. (1980). The revised UCLA Loneliness Scale: Concurrent and discriminant validity evidence. Journal of Personality and Social Psychology, 39(3), 472–480. https://doi.org/10.1037//0022-3514.39.3.472
Sandler, I. N., & Block, M. (1979). Life stress and maladaptation of children. American Journal of Community Psychology, 7(4), 425–440. https://doi.org/10.1007/BF00894384
Schaefer, E. S. (1965). Children’s reports of parental behavior: An inventory. Child development, 36, 413–424. https://doi.org/10.2307/1126465
Shore, L., Toumbourou, J. W., Lewis, A. J., & Kremer, P. (2018). Longitudinal trajectories of child and adolescent depressive symptoms and their predictors–a systematic review and meta-analysis. Child and Adolescent Mental Health, 23(2), 107–120. https://doi.org/10.1111/camh.12220
Sobin, C., Weissman, M. M., Goldstein, R. B., Adams, P., Wickramaratne, P., Warner, V., & Lish, J. D. (1993). Diagnostic Interviewing for Family Studies - Comparing Telephone and Face-to-Face Methods for the Diagnosis of Lifetime Psychiatric-Disorders. Psychiatric Genetics, 3(4), 227–233. https://doi.org/10.1097/00041444-199324000-00005
Spielberger, C., Gorsuch, R., Lushene, R., Vagg, P., & Jacobs, G. (1970). State-trait anxiety inventory. Palo Alto: ca: consulting psychologists press. https://doi.org/10.1002/9780470479216.corpsy0943
ten Have, M., Lamers, F., Wardenaar, K., Beekman, A., de Jonge, P., van Dorsselaer, S., & de Graaf, R. (2016). The identification of symptom-based subtypes of depression: a nationally representative cohort study. Journal of affective disorders, 190, 395–406. https://doi.org/10.1016/j.jad.2015.10.040
Weissman, A. N., & Beck, A. T. (1978). Development and validation of the Dysfunctional Attitude Scale: A preliminary investigation.
Weissman, M. M., & Bothwell, S. (1976). Assessment of social adjustment by patient self-report. Archives of general psychiatry, 33(9), 1111–1115. https://doi.org/10.1001/archpsyc.1976.01770090101010.
Weissman, M. M., Wolk, S., Goldstein, R. B., Moreau, D., Adams, P., Greenwald, S., & Wickramaratne, P. (1999). Depressed adolescents grown up. JAMA, 281(18), 1707–1713. https://doi.org/10.1001/jama.281.18.1707
Winstead, B. A., & Cash, T. F. (1984). Reliability and validity of the Body Self-Relationship Questionnaire: A new measure of body image.
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This work was supported by National Institute of Mental Health Grants R01MH66023 (Dr. Klein), R01 MH40501, R01 MH50522, R01 MH52858, and R01 DA012951 (Dr. Lewinsohn), and R01 MH107495 (Dr. Olino). We thank Peter M. Lewinsohn for his long-term support of the Oregon Adolescent Depression Project.
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Wojcieszak, Z.K., Mennies, R.J., Klein, D.N. et al. Latent Class Analysis of Adolescent Psychosocial Functioning and Course of Major Depression. Res Child Adolesc Psychopathol 49, 963–973 (2021). https://doi.org/10.1007/s10802-021-00791-3
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DOI: https://doi.org/10.1007/s10802-021-00791-3