Abstract
Research has underscored the importance of adolescence in the development of depression and its associated key risk factors, namely rumination. Recently, there has been an emphasis on exploring the neuropsychological correlates of depression and rumination, including the role of executive functioning (EF). However, research has yet to fully elucidate the relationship among these constructs from a developmental perspective. The purpose of the current study was to examine the relationship between various components of EF, rumination, and depression among a normative sample of adolescents. A secondary aim of this study was to examine whether rumination mediates the relationship between EF and depression. Multiple regression analyses indicated a significant association between perseveration, set-shifting and inhibitory impairments and increased depressive symptomatology. Set-shifting deficits were also associated with higher levels of rumination. Additionally, rumination significantly mediated the relationship between impaired set-shifting and depressive symptoms. These findings add to the limited extant literature examining the associations among these constructs in a non-clinical sample of adolescents. Further, this study is the first to examine the mediating effects of rumination in youth.
Similar content being viewed by others
Notes
Given the identified impact of medication and history of TBI on cognitive performance, we evaluated whether history of cognitive evaluations, TBI, medical conditions, and current medication status were significantly associated with any of the study variables. None of these variables were significantly related to any of the study variables (p’s > .5).
The study procedures necessitated the administration of the self-report questionnaires and assessments at two time points. Specifically, the site of data collection (local high school) placed restrictions on the specific lengths and dates of the sessions in which we could conduct data collection. As such, data collection was done over the course of two separate periods.
References
Altamirano, L. J., Miyake, A., & Whitmer, A. J. (2010). When mental inflexibility facilitates executive control beneficial side effects of ruminative tendencies on goal maintenance. Psychological Science, 21, 1377–1382.
Ardila, A., Pineda, D., & Rosselli, M. (2000). Correlation between intelligence test scores and executive function measures. Archives of Clinical Neuropsychology, 15, 31–36.
Armey, M. F., Fresco, D. M., Moore, M. T., Mennin, D. S., Turk, C. L., Heimberg, R. G., et al. (2009). Brooding and pondering: Isolating the active ingredients of depressive rumination with exploratory factor analysis and structural equation modeling. Assessment, 16, 315–327.
Austin, M. P., Mitchell, P., & Goodwin, G. M. (2001). Cognitive deficits in depression: Possible implications for functional neuropathology. The British Journal of Psychiatry, 178, 200–206.
Baade, L. E., Heinrichs, R. J., Coady, E. L., & Stropes, J. (2010). Assessment of premorbid functioning in a pediatric population. In A. S. Davis (Ed.), Handbook of pediatric neuropsychology (pp. 199–200). New York: Springer.
Baune, B. T., Czira, M. E., Smith, A. L., Mitchell, D., & Sinnamon, G. (2012). Neuropsychological performance in a sample of 13–25 year olds with a history of non-psychotic major depressive disorder. Journal of Affective Disorders, 141, 441–448.
Benjamini, Y., & Hochberg, Y. (1995). Controlling the false discovery rate: A practical and powerful approach to multiple testing. Journal of the Royal Statistical Society. Series B (Methodological), 57, 289–300.
Broderick, P., & Korteland, C. (2004). A prospective study of rumination and depression in early adolescence. Clinical Child Psychology and Psychiatry, 9, 383–394.
Brooks, B. L., Iverson, G. L., Sherman, E. M. S., & Roberge, M. C. (2010). Identifying cognitive problems in children and adolescents with depression using computerized neuropsychological testing. Applied Neuropsychology, 17, 37–43.
Brown, A. L., Bransford, J. D., Ferrara, R. A., & Campione, J. C. (1983). Learning, remembering, and understanding. In J. H. Flavell & E. M. Markman (Eds.), Handbook of child psychology (Vol. 3, pp. 77–166). New York: Wiley.
Cataldo, M. G., Nobile, M., Lorusso, M. L., Battaglia, M., & Molteni, M. (2005). Impulsivity in depressed children and adolescents: A comparison between behavioral and neuropsychological data. Psychiatry Research, 136, 123–133.
Connolly, S. L., Wagner, C. A., Shapero, B. G., Pendergast, L. L., Abramson, L. Y., & Alloy, L. B. (2014). Rumination prospectively predicts executive functioning impairments in adolescents. Journal of Behavior Therapy and Experimental Psychiatry, 45, 46–56.
Costello, J. E., Erkanli, A., & Angold, A. (2006). Is there an epidemic of child or adolescent depression? Journal of Child Psychology and Psychiatry, 47(12), 1263–1271.
Davis, R. N., & Nolen-Hoeksema, S. (2000). Cognitive inflexibility among ruminators and non-ruminators. Cognitive Therapy and Research, 24, 699–711.
De Lissnyder, E., Koster, E. H., Derakshan, N., & De Raedt, R. (2010). The association between depressive symptoms and executive control impairments in response to emotional and non-emotional information. Cognition and Emotion, 24, 264–280.
Demeyer, I., De Lissnyder, E., Koster, E. H., & De Raedt, R. (2012). Rumination mediates the relationship between impaired cognitive control for emotional information and depressive symptoms: A prospective study in remitted depressed adults. Behaviour Research and Therapy, 50(5), 292–297.
Emerson, C. S., Mollet, G. A., & Harrison, D. W. (2005). Anxious-depression in boys: An evaluation of executive functioning. Archives of Clinical Neuropsychology, 20, 539–546.
Favre, T., Hughes, C., Emslie, G., Stavinoha, P., Kennard, B., & Carmody, T. (2009). Executive functioning in children and adolescents with major depressive disorder. Child Neuropsychology, 15, 85–98.
Frost, L. A., Moffitt, T. E., & McGee, R. (1989). Neuropsychological correlates of psychopathology in an unselected cohort of young adolescents. Journal of Abnormal Psychology, 98, 307.
Guy, S. C., Gioia, G. A., & Isquith, P. K. (2004). BRIEF-SR: Behavior rating inventory of executive function–self-report version: Professional manual. Psychological Assessment Resources.
Hankin, B. (2008). Stability of cognitive vulnerabilities to depression: A short-term prospective multiwave study. Journal of Abnormal Psychology, 117, 324–333.
Hayes, A. F. (2009). Beyond Baron and Kenny: Statistical mediation analysis in the new millennium. Communication Monographs, 76, 408–420.
Heaton, R. K., Chelune, G. J., Talley, J. L., Kay, G. G., & Curtiss, G. (1993). Wisconsin card sorting test manual—Revised and expanded 1993. Lutz, FL: Psychological Assessment Resources Inc.
Hertel, P. T. (1997). On the contributions of deficient cognitive control to memory impairments in depression. Cognition and Emotion, 11, 569–583.
Hsu, K. J., Beard, C., Rifkin, L., Dillon, D. G., Pizzagalli, D. A., & Björgvinsson, T. (2015). Transdiagnostic mechanisms in depression and anxiety: The role of rumination and attentional control. Journal of Affective Disorders, 188, 22–27.
Joormann, J. (2006). Differential effects of rumination and dysphoria on the inhibition of irrelevant emotional material: Evidence from a negative priming task. Cognitive Therapy and Research, 30, 149–160.
Joormann, J. (2010). Cognitive inhibition and emotion regulation in depression. Current Directions in Psychological Science, 19, 161–166.
Joormann, J., & Gotlib, I. H. (2008). Updating the contents of working memory in depression: Interference from irrelevant negative material. Journal of Abnormal Psychology, 117(1), 182.
Joormann, J., & Gotlib, I. H. (2010). Emotion regulation in depression: Relation to cognitive inhibition. Cognition and Emotion, 24, 281–298.
Jose, P. E., & Brown, I. (2008). When does the gender difference in rumination begin? Gender and age differences in the use of rumination by adolescents. Journal of Youth and Adolescence, 37, 180–192.
Kessler, R., Avenevoli, S., & Merikangas, K. (2001). Mood disorders in children and adolescents: An epidemiologic perspective. Biological Psychiatry, 49, 1002–1014.
Klenberg, L., Korkman, M., & Lahti-Nuuttila, P. (2001). Differential development of attention and executive functions in 3- to 12-year-old Finnish children. Developmental Neuropsychology, 20, 407–428.
Klimkeit, E. I., Tonge, B., Bradshaw, J. L., Melvin, G. A., & Gould, K. (2011). Neuropsychological deficits in adolescent unipolar depression. Archives of Clinical Neuropsychology, 26, 662–676.
Kuyken, W., Watkins, E., Holden, E., & Cook, W. (2006). Rumination in adolescents at risk for depression. Journal of Affective Disorders, 96, 39–47.
Kyte, Z. A., Goodyer, I. M., & Sahakian, B. J. (2005). Selected executive skills in adolescents with recent first episode major depression. Journal of Child Psychology and Psychiatry, 46, 995–1005.
Levens, S. M., Muhtadie, L., & Gotlib, I. H. (2009). Rumination and impaired resource allocation in depression. Journal of Abnormal Psychology, 118, 757–766.
Levin, R. L., Heller, W., Mohanty, A., Herrington, J. D., & Miller, G. A. (2007). Cognitive deficits in depression and functional specificity of regional brain activity. Cognitive Therapy and Research, 31, 211–233.
Lezak, M. D. (1995). Neuropsychological assessment (3rd ed.). New York: Oxford University Press.
Luria, A. R. (1966). Higher cortical function in man. Oxford: Basic Books.
Lyubomirsky, S., & Nolen-Hoeksema, S. (1993). Self-perpetuating properties of dysphoric rumination. Journal of Personality and Social Psychology, 65, 339–349.
Lyubomirsky, S., Tucker, K. L., Caldwell, N. D., & Berg, K. (1999). Why ruminators are poor problem solves: Clues from the phenomenology of dysphoric rumination. Journal of Personality and Social Psychology, 77, 1041–1060.
MacKinnon, D. P., Lockwood, C. M., & Williams, J. (2004). Confidence limits for the indirect effect: Distribution of the product and resampling methods. Multivariate Behavioral Research, 39, 99–128.
Maric, M., Wiers, R. W., & Prins, P. J. (2012). Ten ways to improve the use of statistical mediation analysis in the practice of child and adolescent treatment research. Clinical Child and Family Psychology Review, 15(3), 177–191.
Mathews, A., & MacLeod, C. (1994). Cognitive approaches to emotion and emotional disorders. Annual Review of Psychology, 45, 25.
Maxwell, S. E., & Cole, D. A. (2007). Bias in cross-sectional analyses of longitudinal mediation. Psychological Methods, 12, 23.
Miyake, A., Friedman, N. P., Emerson, M. J., Witzki, A. H., Howerter, A., & Wager, T. D. (2000). The unity and diversity of executive functions and their contributions to complex ‘Frontal Lobe’ tasks: A latent variable analysis. Cognitive Psychology, 41, 49–100.
Mohlman, J., & Gorman, J. M. (2005). The role of executive functioning in CBT: A pilot study with anxious older adults. Behaviour Research and Therapy, 43(4), 447–465.
Myers, K., & Winters, N. C. (2002). Ten-year review of rating scales. II: Scales for internalizing disorders. Journal of the American Academy of Child and Adolescent Psychiatry, 41, 634–659.
Nolen-Hoeksema, S., & Morrow, J. (1991). A prospective study of depression and posttraumatic stress symptoms after a natural disaster: The 1989 loma prieta earthquake. Journal of Personality and Social Psychology, 61, 115–121.
Nolen-Hoeksema, S., Stice, E., Wade, E., & Bohon, C. (2007). Reciprocal relations between rumination and bulimic, substance abuse, and depressive symptoms in female adolescents. Journal of Abnormal Psychology, 116, 198–207.
Nolen-Hoeksema, S., Wisco, B. E., & Lyubomirsky, S. (2008). Rethinking rumination. Perspectives on Psychological Science, 3, 400–424.
Papageorgiou, C., & Wells, A. (2001). Metacognitive beliefs about rumination in recurrent major depression. Cognitive and Behavioral Practice, 8, 160–164.
Papageorgiou, C., & Wells, A. (2003). An empirical test of a clinical metacognitive model of rumination and depression. Cognitive Therapy and Research, 27, 261–273.
Philippot, P., & Brutoux, F. (2008). Induced rumination dampens executive processes in dysphoric young adults. Journal of Behavior Therapy and Experimental Psychiatry, 39, 219–227.
Radloff, L. (1977). The CES-D scale: A self-report depression scale for research in the general population. Applied Psychological Measurement, 1, 385–401.
Rood, L., Roelofs, J., Bögels, S. M., Nolen-Hoeksema, S., & Schouten, E. (2009). The influence of emotion-focused rumination and distraction on depressive symptoms in non-clinical youth: A meta-analytic review. Clinical Psychology Review, 29, 607–616.
Snyder, H. R. (2013). Major depressive disorder is associated with broad impairments on neuropsychological measures of executive function: A meta-analysis and review. Psychological Bulletin, 139, 81.
Snyder, H. R., Miyake, A., & Hankin, B. L. (2015). Advancing understanding of executive function impairments and psychopathology: Bridging the gap between clinical and cognitive approaches. Frontiers in Psychology, 6, 328.
Toplak, M. E., Bucciarelli, S. M., Jain, U., & Tannock, R. (2008). Executive functions: Performance-based measures and the behavior rating inventory of executive function (BRIEF) in adolescents with attention deficit/hyperactivity disorder. Child Neuropsychology, 15, 53–72.
Trapnell, P. D., & Campbell, J. D. (1999). Private self-consciousness and the five-factor model of personality: Distinguishing rumination from reflection. Journal of Personality and Social Psychology, 76, 284.
Watkins, E. (2015). Psychological treatment of depressive rumination. Current Opinion in Psychology, 4, 32–36.
Watkins, E., & Brown, R. G. (2002). Rumination and executive function in depression: An experimental study. Journal of Neurology, Neurosurgery and Psychiatry, 72, 400–402.
Watson, D., & Clark, L. A. (1994). The PANAS-X: Manual for the positive and negative affect schedule-expanded form. Iowa City: University of Iowa.
Whitmer, A. J., & Banich, M. T. (2007). Inhibition versus switching deficits in different forms of rumination. Psychological Science, 18, 546–553.
Whitmer, A. J., & Gotlib, I. H. (2012). Switching and backward inhibition in major depressive disorder: The role of rumination. Journal of Abnormal Psychology, 121, 570.
Wilkinson, P. O., & Goodyer, I. M. (2006). Attention difficulties and mood-related ruminative response style in adolescents with unipolar depression. Journal of Child Psychology and Psychiatry, 47, 1284–1291.
Wilkinson, G. S., & Robertson, G. J. (2006). Wide range achievement test (WRAT4). Lutz: Psychological Assessment Resources.
Zetsche, U., & Joormann, J. (2011). Components of interference control predict depressive symptoms and rumination cross-sectionally and at six months follow-up. Journal of Behavior Therapy and Experimental Psychiatry, 42(1), 65e73.
Treynor, W., Gonzalez, R., & Nolen-Hoeksema, S. (2003). Rumination reconsidered: A psychometric analysis. Cognitive Therapy and Research, 27(3), 247–259.
Acknowledgments
This study was funded by Kent State University as part of an award through the Department of Psychological Sciences.
Author information
Authors and Affiliations
Corresponding author
Ethics declarations
Conflicts of Interest
Kelsey S. Dickson, Jeffrey A. Ciesla and Kate Zelic declare that they have no conflicts of interest.
Ethical Approval
All procedures performed involving human subjects were in accordance with ethical standards of the institutional review committee and with the 1964 Helsinki declaration and its later amendments.
Informed Consent
All procedures followed were in accordance with the ethical standards of the responsible committee on human experimentation (national and institutional). Informed consent was obtained from all from participants 18 years old or older; parental consent and adolescent assent for all individual participants under the age of 18.
Animal Rights
No animal studies were carried out by the authors for this article.
Rights and permissions
About this article
Cite this article
Dickson, K.S., Ciesla, J.A. & Zelic, K. The Role of Executive Functioning in Adolescent Rumination and Depression. Cogn Ther Res 41, 62–72 (2017). https://doi.org/10.1007/s10608-016-9802-0
Published:
Issue Date:
DOI: https://doi.org/10.1007/s10608-016-9802-0