Abstract
This study tested potential moderators and mediators of an indicated depression prevention program for middle school students, Positive Thoughts and Actions (PTA). Participants were 120 students randomly assigned to PTA, or a brief, individually administered supportive intervention (Individual Support Program). Youths completed measures of depressive symptoms at baseline, post-intervention, and 12-month follow-up. Hierarchical regression was used to test three moderators—ethnic minority status, gender, and baseline depressive symptoms—and three mediators representing functional outcomes targeted by PTA—parent–child communication, attitude towards school, and health behavior. Ethnic minority status did not moderate PTA effects at post-intervention but did moderate PTA effects at 12-month follow-up. At 12 months, PTA appeared to be more effective for White participants than ethnic minority youth. Follow-up analyses suggested this moderation effect was due to the tendency of ethnic minority youth, especially those with fewer symptoms at baseline, to drop out by 12 months. Neither gender nor baseline depressive symptoms moderated the effects of PTA. Although PTA improved parent-child communication and attitudes toward school, there was no evidence that any of the three functional outcomes measured mediated the impact of PTA on depressive symptoms. Future directions are discussed.
This study is registered on ClinicalTrials.gov as NCT01220635.
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References
American Psychological Association. (2010). Publication manual of the American Psychological Association (6th ed.). Washington, DC: American Psychological Association.
Angold, A., Costello, E. J., Messer, S. C., & Pickles, A. (1995). Development of a short questionnaire for use in epidemiological studies of depression in children and adolescents. International Journal of Methods in Psychiatric Research, 5(4), 237–249.
Baron, R. M., & Kenny, D. A. (1986). The moderator–mediator variable distinction in social psychological research: Conceptual, strategic, and statistical considerations. Journal of Personality and Social Psychology, 51, 1173–1182. doi:10.1037/0022-3514.51.6.1173.
Birkeland, M. S., Torsheim, T., & Wold, B. (2009). A longitudinal study of the relationship between leisure-time physical activity and depressed mood among adolescents. Psychology of Sport and Exercise, 10(1), 25–34.
Boyd-Franklin, N. (2003). Black families in therapy: Understanding the African American experience (2nd ed.). New York, NY: Guilford Press.
Brendgen, M., Vitaro, F., Bukowski, W. M., Dionne, G., Tremblay, R. E., & Boivin, M. (2013). Can friends protect genetically vulnerable children from depression? Development and Psychopathology, 25(2), 277–289.
Brière, F. N., Rohde, P., Shaw, H., & Stice, E. (2014). Moderators of two indicated cognitive-behavioral depression prevention approaches for adolescents in a school-based effectiveness trial. Behaviour Research and Therapy, 53, 55–62. doi:10.1016/j.brat.2013.12.005.
Brittian, A. S., Umaña-Taylor, A. J., Lee, R. M., Zamboanga, B. L., Kim, S. Y., Weisskirch, R. S., et al. (2013). The moderating role of centrality on associations between ethnic identity affirmation and ethnic minority college students’ mental health. Journal of American College Health, 61(3), 133–140.
Chen, J., & Rizzo, J. (2010). Racial and ethnic disparities in use of psychotherapy: Evidence from U.S. national survey data. Psychiatric Services, 61, 364–372. doi:10.1176/appi.ps.61.4.364.
Clarke, G. N., Hawkins, W., Murphy, M., & Sheeber, L. (1993). School-based primary prevention of depressive symptomatology in adolescents: Findings from two studies. Journal of Adolescent Research, 8(2), 183–204.
Cohen, J. (1988). Statistical power analysis for the behavioral sciences. Hillsdale, NJ: L. Erlbaum Associates.
Costello, E. J., & Angold, A. (1988). Scales to assess child and adolescent depression: Checklists, screens, and nets. Journal of the American Academy of Child and Adolescent Psychiatry, 27, 726–737. doi:10.1097/00004583-198811000-00011.
Cowen, S. (2014). A meta-analysis of school-based depression prevention programs for children and adolescents (Ph.D.). Available from BYU Scholar Archive.
Crawford, T. N., Cohen, P., Midlarsky, E., & Brook, J. S. (2001). Internalizing symptoms in adolescents: Gender differences in vulnerability to parental distress and discord. Journal of Research on Adolescence, 11, 95–118. doi:10.1111/1532-7795.00005.
Cumming, G. (2014). The new statistics: Why and how. Psychology Science, 25, 7–29. doi:10.1177/0956797613504966.
Cundiff, J. L. (2012). Is mainstream psychological research ‘womanless’ and ‘raceless’? An updated analysis. Sex Roles, 67, 158–173. doi:10.1007/s11199-012-0141-7.
de Bruyn, E. H., & Cillessen, A. H. N. (2006). Heterogeneity of girls’ consensual popularity: Academic and interpersonal behavioral profiles. Journal of Youth and Adolescence, 35(3), 412–422.
Dobalian, A., & Rivers, P. (2008). Racial and ethnic disparities in the use of mental health services. The Journal of Behavioral Health Services & Research, 35(2), 128–141.
Donovan, J. E., Jessor, R., & Costa, F. M. (1993). Structure of health-enhancing behavior in adolescence: A latent-variable approach. Journal of Health and Social Behavior, 34, 346–362. doi:10.2307/2137372.
Dunn, A. L., & Weintraub, P. (2008). Exercise in the prevention and treatment of adolescent depression: A promising but little researched intervention. American Journal of Lifestyle Medicine, 2, 507–518. doi:10.1177/1559827608323225.
Duong, M. T., Cruz, R. A., King, K. M., Violette, H. D., & McCarty, C. A. (2016). Twelve-month outcomes of a randomized trial of the Positive Thoughts and Action Program for depression among early adolescents. Prevention Science, 17, 295–305. doi:10.1007/s11121-015-0615-2.
Fritz, M. S., & MacKinnon, D. P. (2007). Required sample size to detect the mediated effect. PSCI Psychological Science, 18(3), 233–239.
Fröjd, S. A., Nissinen, E. S., Pelkonen, M. U. I., Marttunen, M. J., Koivisto, A., & Kaltiala-Heino, R. (2008). Depression and school performance in middle adolescent boys and girls. Journal of Adolescence, 31(4), 485–498.
Fulkerson, J. A., Sherwood, N. E., Perry, C. L., Neumark-Sztainer, D., & Story, M. (2004). Depressive symptoms and adolescent eating and health behaviors: A multifaceted view in a population-based sample. Preventive Medicine, 38, 865–875.
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, 16–25. doi:10.1080/01650250344000235.
Gau, J. M., Stice, E., Rohde, P., & Seeley, J. (2012). Negative life events and substance use moderate cognitive behavioral adolescent depression prevention intervention. Cognitive Behaviour Therapy, 41, 241–250. doi:10.1080/16506073.2011.649781.
Gelman, A., Hill, J., & Yajima, M. (2012). Why we (usually) don’t have to worry about multiple comparisons. Journal of Research on Educational Effectiveness, 5, 189–211. doi:10.1080/19345747.2011.618213.
Gillham, J. E., Hamilton, J., Freres, D. R., Patton, K., & Gallop, R. (2006). Preventing depression among early adolescents in the primary care setting: A randomized controlled study of the Penn resiliency program. Journal of Abnormal Child Psychology, 34(2), 203–219. doi:10.1007/s10802-005-9014-7.
Hall, G. C. N. (2001). Psychotherapy research with ethnic minorities: Empirical, ethical, and conceptual issues. Journal of Consulting and Clinical Psychology, 69(3), 502–510.
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(1), 128–140.
Hankin, B. L., Mermelstein, R., & Roesch, L. (2007). Sex differences in adolescent depression: Stress exposure and reactivity models. Child Development, 78(1), 279–295.
Hollon, S. D., Stewart, M. O., & Strunk, D. (2006). Enduring effects for cognitive behavior therapy in the treatment of depression and anxiety. Annual Review of Psychology, 57, 285–315.
Horowitz, J. L., & Garber, J. (2006). The prevention of depressive symptoms in children and adolescents: A meta-analytic review. Journal of Consulting and Clinical Psychology, 74, 401–415.
Horowitz, J. L., Garber, J., Ciesla, J. A., Young, J. F., & Mufson, L. (2007). Prevention of depressive symptoms in adolescents: A randomized trial of cognitive-behavioral and interpersonal prevention programs. Journal of Consulting and Clinical Psychology, 75, 693–706. doi:10.1037/0022-006X.75.5.693.
Huey, S. J. J., Tilley, J. L., Jones, E. O., & Smith, C. A. (2014). The contribution of cultural competence to evidence-based care for ethnically diverse populations. Annual Review of Clinical Psychology, 10, 305–338. doi:10.1146/annurev-clinpsy-032813-153729.
Jacobs, R. H., Becker, S. J., Curry, J. F., Silva, S. G., Ginsburg, G. S., Henry, D. B., & Reinecke, M. A. (2014). Increasing positive outlook partially mediates the effect of empirically supported treatments on depression symptoms among adolescents. Journal of Cognitive Psychotherapy, 28(1), 3–19.
Jaycox, L. H., Reivich, K. J., Gillham, J., & Seligman, M. E. P. (1994). Prevention of depressive symptoms in school children. Behaviour Research and Therapy, 32, 801–816. doi:10.1016/0005-7967(94)90160-0.
Kazdin, A. E., & Nock, M. K. (2003). Delineating mechanisms of change in child and adolescent therapy: Methodological issues and research recommendations. Journal of Child Psychology and Psychiatry, 44(8), 1116–1129.
Kazdin, A. E., & Weisz, J. R. (1998). Identifying and developing empirically supported child and adolescent treatments. Journal of Consulting and Clinical Psychology, 66(1), 19–36.
Kindt, K. C. M., Kleinjan, M., Janssens, J. M. A. M., & Scholte, R. H. J. (2014). Evaluation of a school-based depression prevention program among adolescents from low-income areas: A randomized controlled effectiveness trial. International Journal of Environmental Research and Public Health, 11, 5273–5293. doi:10.3390/ijerph110505273.
Kroenke, K., Spitzer, R. L., & Williams, J. B. (2001). The PHQ-9: Validity of a brief depression severity measure. Journal of General Internal Medicine, 16(9), 606–613.
Lester, K., Artz, C., Resick, P. A., & Young-Xu, Y. (2010). Impact of race on early treatment termination and outcomes in posttraumatic stress disorder treatment. Journal of Consulting and Clinical Psychology, 78, 480–489. doi:10.1037/a0019551.
Lewinsohn, P. M., Roberts, R. E., Seeley, J. R., Rohde, P., Gotlib, I. H., & Hops, H. (1994). Adolescent psychopathology: II. Psychosocial risk factors for depression. Journal of Abnormal Psychology, 103(2), 302–315.
Liu, L. L., & Lau, A. S. (2013). Teaching about race/ethnicity and racism matters: An examination of how perceived ethnic racial socialization processes are associated with depression symptoms. Cultural Diversity and Ethnic Minority Psychology, 19, 383–394. doi:10.1037/a0033447.
Lochman, J. E. (2001). Issues in prevention with school-aged children: Ongoing intervention refinement, developmental theory, prediction and moderation, and implementation and dissemination. Prevention & Treatment, 4, 4–11. doi:10.1037/1522-3736.4.1.44c.
Loeber, R., Farrington, D. P., Stouthamer-Loeber, M., & Van Kammen, W. B. (1998). Antisocial behavior and mental health problems: Explanatory factors in childhood and adolescence. Mahwah, NJ: Lawrence Erlbaum Associates Publishers.
MacKinnon, D. P., & Dwyer, J. H. (1993). Estimating mediated effects in prevention studies. Evaluation Review, 17, 144–158. doi:10.1177/0193841X9301700202.
MacKinnon, D. P., Fairchild, A. J., & Fritz, M. S. (2007). Mediation analysis. Annual Review of Psychology, 58, 593–614. doi:10.1146/annurev.psych.58.110405.085542.
Marchand, E., Ng, J., Rohde, P., & Stice, E. (2010). Effects of an indicated cognitive-behavioral depression prevention program are similar for asian american, latino, and european american adolescents. Behaviour Research and Therapy, 48(8), 821–825.
McCarty, C. A., Violette, H., Duong, M. T., & Cruz, R. (2013). A randomized trial of the Positive Thoughts and Action program for depression among early adolescents. Journal of Clinical Child and Adolescent Psychology, 42, 554–563. doi:10.1080/15374416.2013.782817.
Merry, S. N., & Stasiak, K. (2012). Preventing depression in adolescents. British Medical Journal, 345, e6720.
Miranda, J., Bernal, G., Lau, A., Kohn, L., Hwang, W. C., & LaFromboise, T. (2005). State of the science on psychosocial interventions for ethnic minorities. Annual Review of Clinical Psychology, 1, 113–142. doi:10.1146/annurev.clinpsy.1.102803.143822.
Nolan, S. A., Flynn, C., & Garber, J. (2003). Prospective relations between rejection and depression in young adolescents. Journal of Personality and Social Psychology, 85(4), 745–755.
Nolen-Hoeksema, S. (2001). Gender differences in depression. Current Directions in Psychological Science, 10(5), 173–176. doi:10.1111/1467-8721.00142.
Passel, J. S., & Cohn, D. (2008). U.S. population projections: 2005–2050. Washington, DC: Pew Research Center.
Pelkonen, M., Marttunen, M., & Aro, H. (2003). Risk for depression: A 6-year follow-up of Finnish adolescents. Journal of Affective Disorders, 77(1), 41–51.
Peterson, A. C., Leffert, N., Graham, B., Alwin, J., & Ding, S. (1997). Promoting mental health during the transition to adulthood. In J. Schulenberg, J. L. Maggs, & K. Hurrelmann (Eds.), Health risks and developmental transitions during adolescence (pp. 471–497). New York, NY: Cambridge University Press.
Plant, E., & Sachs-Ericsson, N. (2004). Racial and ethnic differences in depression: The roles of social support and meeting basic needs. Journal of Consulting and Clinical Psychology, 72(1), 41–52.
Pössel, P., Baldus, C., Horn, A. B., Groen, G., & Hautzinger, M. (2005). Influence of general self-efficacy on the effects of a school-based universal primary prevention program of depressive symptoms in adolescents: A randomized and controlled follow-up study. Journal of Child Psychology and Psychiatry, 46(9), 982–994.
Preacher, K. J., Curran, P. J., & Bauer, D. J. (2006). Computational tools for probing interactions in multiple linear regression, multilevel modeling, and latent curve analysis. Journal of Educational and Behavioral Statistics, 31, 437–448. doi:10.3102/10769986031004437.
Reynolds, C. R., & Kampthaus, R. W. (2004). BASC-2: Behavior assessment system for children manual (2nd ed.). Minneapolis: Pearson.
Richardson, L. P., McCauley, E., McCarty, C. A., Grossman, D. C., Myaing, M., Zhou, C., et al. (2012). Predictors of persistence after positive depression screen among adolescents. Pediatrics, 130, e1541–e1548. doi:10.1542/peds.2012-0450.
Rosenheck, R., Fontana, A., & Cottrol, C. (1995). Effect of clinician-veteran racial pairing in the treatment of posttraumatic stress disorder. The American Journal of Psychiatry, 152(4), 555–563.
Schraedley, P. K., Gotlib, I. H., & Hayward, C. (1999). Gender differences in correlates of depressive symptoms in adolescents. Journal of Adolescent Health, 25(2), 98–108.
Schwartz, D., Gorman, A. H., Duong, M. T., & Nakamoto, J. (2008). Peer relationships and academic achievement as interacting predictors of depressive symptoms during middle childhood. Journal of Abnormal Psychology, 117(2), 289–299. doi:10.1037/0021-843X.117.2.289.
Seligman, M. E. P., Schulman, P., DeRubeis, R. J., & Hollon, S. D. (1999). The prevention of depression and anxiety. Prevention and Treatment, 2(1), 8–29.
Shih, J. H., Eberhart, N. K., Hammen, C. L., & Brennan, P. A. (2006). Differential exposure and reactivity to interpersonal stress predict sex differences in adolescent depression. Journal of Clinical Child and Adolescent Psychology, 35(1), 103–115.
Siegel, J. M., Aneshensel, C. S., Taub, B., Cantwell, D. P., & Driscoll, A. K. (1998). Adolescent depressed mood in a multiethnic sample. Journal of Youth and Adolescence, 27, 413–427. doi:10.1023/A:1022873601030.
Stice, E., Rohde, P., Gau, J. M., & Wade, E. (2010a). Efficacy trial of a brief cognitive-behavioral depression prevention program for high-risk adolescents: Effects at 1- and 2-year follow-up. Journal of Consulting and Clinical Psychology, 78, 856–867. doi:10.1037/a0020544.
Stice, E., Rohde, P., Seeley, J. R., & Gau, J. M. (2010b). Testing mediators of intervention effects in randomized controlled trials: An evaluation of three depression prevention programs. Journal of Consulting and Clinical Psychology, 78, 273–280. doi:10.1037/a0018396.
Stice, E., Shaw, H., Bohon, C., Marti, C. N., & Rohde, P. (2009). A meta-analytic review of depression prevention programs for children and adolescents: Factors that predict magnitude of intervention effects. Journal of Consulting and Clinical Psychology, 77, 486–503. doi:10.1037/a0015168.
Sue, S. (1998). In search of cultural competence in psychotherapy and counseling. American Psychologist, 53, 440–448. doi:10.1037/0003-066X.53.4.440.
Sue, S., Fujino, D. C., Hu, L., Takeuchi, D. T., & Zane, N. W. S. (1991). Community mental health services for ethnic minority groups: A test of the cultural responsiveness hypothesis. Journal of Consulting and Clinical Psychology, 59, 533–540. doi:10.1037/0022-006X.59.4.533.
Sue, S., Zane, N., Hall, G. C. N., & Berger, L. K. (2009). The case for cultural competency in psychotherapeutic interventions. Annual Review of Psychology, 60(1), 525–548.
Tang, T. Z., & DeRubeis, R. J. (1999). Sudden gains and critical sessions in cognitive-behavioral therapy for depression. Journal of Consulting and Clinical Psychology, 67, 894–904. doi:10.1037/0022-006X.67.6.894.
Telzer, E. H., & Fuligni, A. J. (2013). Positive daily family interactions eliminate gender differences in internalizing symptoms among adolescents. Journal of Youth and Adolescence, 42(10), 1498–1511.
Thornberry, T. P., Huizinga, D., & Loeber, R. (1995). The prevention of serious delinquency and violence: Implications from the program of research on the causes and correlates of delinquency. In J. Howell, B. Krisberg, J. D. Hawkins, & J. D. Wilson (Eds.), Sourcebook on serious, violent, and chronic juvenile offenders (pp. 213–327). Thousand Oaks, CA: Sage.
Turner, R. J., Taylor, J., & Gundy, K. V. (2004). Personal resources and depression in the transition to adulthood: Ethnic comparisons. Journal of Health and Social Behavior, 45, 34–52. doi:10.1177/002214650404500103.
Wierzbicki, M., & Pekarik, G. (1993). A meta-analysis of psychotherapy dropout. Professional Psychology: Research and Practice, 24, 190–195. doi:10.1037/0735-7028.24.2.190.
Zahn-Waxler, C. (2000). The development of empathy, guilt, and internalization of distress: Implications for gender differences in internalizing and externalizing problems. In R. Davidson (Ed.), Wisconsin symposium on emotion: Anxiety, depression, and emotion (Vol. 1, pp. 226–265). Oxford: Oxford University Press.
Acknowledgments
This research was supported by Grant R34 MH083076 from the National Institute of Mental Health (awarded to C. McCarty). The authors wish to thank the participating schools, parents, and students for their valuable contributions to science.
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Mylien T. Duong, Brynn M. Kelly, Wren L. Haaland, Brandon Matsumiya, Stanley J. Huey and Carolyn A. McCarty declare that they have no conflict of interest.
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Duong, M.T., Kelly, B.M., Haaland, W.L. et al. Mediators and Moderators of a School-Based Cognitive-Behavioral Depression Prevention Program. Cogn Ther Res 40, 705–716 (2016). https://doi.org/10.1007/s10608-016-9780-2
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DOI: https://doi.org/10.1007/s10608-016-9780-2