Abstract
Adolescence is often accompanied by an increase in stress and depression. Although there is considerable consensus about the benefits of mindfulness-based interventions to reduce these problems, the results for the role of dispositional mindfulness facets have been mixed. Recent studies have contributed to clarifying this role by identifying subtypes of individuals according to their profiles in mindfulness facets and examining the functioning of these profiles in relation to several self-reported indicators of wellbeing and health. The current study extends previous research by exploring mindfulness profiles in adolescents and by providing several sources of indicators (self-reports, parent-reports, and hypothalamic–pituitary–adrenal axis hormones) to examine the adaptive role of these profiles. A sample of 571 adolescents (50.61% girls; 12–17 years old) completed measures of mindfulness, depression, maladaptive schemas, and temperament (neuroticism, extraversion, and effortful control), and provided salivary samples for cortisol and dehydroepiandrosterone sulfate. In addition, 331 adolescents’ parents completed measures of their children’ temperaments. The results of latent profile analyses supported a three-profile solution: (1) moderate mindfulness (65.5%), (2) judgmental observing (24.2%), and (3) nonjudgmentally aware (10.3%). The judgmental observing profile was associated with a worse adjustment, indicated by higher depressive symptoms, maladaptive schemas, perceived stress, stress-associated hormones, and neuroticism, as well as lower scores on extroversion and effortful control. This profile was more frequent among the oldest adolescents. In contrast, the nonjudgmentally aware group presented a better adjustment and was more frequent among the youngest adolescents. These findings have implications for preventive interventions. Analyzing the specific profile of each adolescent can help improve individual intervention, taking into account the strengths and weaknesses of each adolescent.
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References
Alba, J., Calvete, E., Wante, L., Van Beveren, M. L., & Braet, C. (2018). Early maladaptive schemas as moderators of the association between bullying victimization and depressive symptoms in adolescents. Cognitive Therapy and Research, 42(1), 24–35. https://doi.org/10.1007/s10608-017-9874-5.
Barbaranelli, C., Carpara, G., Rabasca, A., & Pastorelli, C. (2003). A questionnaire for measuring the big five in late childhood. Personality and Individual Differences, 34, 645–664.
Baer, R. A., Smith, G. T., Hopkins, J., Krietemeyer, J., & Toney, L. (2006). Using self-report assessment methods to explore facets of mindfulness. Assessment, 13, 27–45. https://doi.org/10.1177/1073191105283504.
Baer, R. A., Smith, G. T., Lykins, E., Button, D., Krietemeyer, J., Sauer, S., & Williams, J. M. G. (2008). Construct validity of the five facet mindfulness questionnaire in meditating and nonmeditating samples. Assessment, 15, 329–342. https://doi.org/10.1177/1073191107313003.
Bishop, S. R., Lau, M., Shapiro, S., Carlson, L., Anderson, N. D., Carmody, J., & Devins, G. (2004). Mindfulness: a proposed operational definition. Clinical Psychology: Science and Practice, 11, 230–241. https://doi.org/10.1093/clipsy/bph077.
Bravo, A. J., Boothe, L. G., & Pearson, M. R. (2016). Getting personal with mindfulness: a latent profile analysis of mindfulness and psychological outcomes. Mindfulness, 7, 420–432. https://doi.org/10.1007/s12671-015-0459-7.
Bravo, A. J., Pearson, M. R., & Kelley, M. L. (2018). Mindfulness and psychological health outcomes: a latent profile analysis among military personnel and college students. Mindfulness, 9, 258–270. https://doi.org/10.1007/s12671-017-0771-5.
Calvete, E., Orue, I., & González-Diez, Z. (2013). An examination of the structure and stability of early maladaptive schemas by means of the young schema questionnaire-3. European Journal of Psychological Assessment, 29, 283–290. https://doi.org/10.1027/1015-5759/a000158.
Calvete, E., Orue, I., & Hankin, B. L. (2013). Transactional relationships among cognitive vulnerabilities, stressors, and depressive symptoms in adolescence. Journal of Abnormal Child Psychology, 41, 399–410. https://doi.org/10.1007/s10802-012-9691-y.
Calvete, E., Orue, I., & Sampedro, A. (2017). Does the acting with awareness trait of mindfulness buffer the predictive association between stressors and psychological symptoms in adolescents? Personality and Individual Differences, 105, 158–163. https://doi.org/10.1016/j.paid.2016.09.055.
Carrasco Ortiz, M. A., Holgado Tello, F. P., & Barrio Gandara, M. V. (2005). Dimensionalidad del cuestionario de los cinco grandes (BFQ-N) en población infantil española. Psicothema, 17, 286–291.
Capaldi, D. M., & Rothbart, M. K. (1992). Development and validation of an early adolescent temperament measure. Journal of Early Adolescence, 12, 153–173. https://doi.org/10.1177/0272431692012002002.
Checa, P., Rodríguez-Bailón, R., & Rueda, M. R. (2008). Neurocognitive and temperamental systems of self-regulation and early adolescents’ social and academic outcomes. Mind, Brain, and Education, 2, 177–187. https://doi.org/10.1111/j.1751-228x.2008.00052.x.
Cortazar, N., & Calvete, E. (2019). Dispositional mindfulness and its moderating role in the predictive association between stressors and psychological symptoms in adolescents. Mindfulness, 10, 2046–2059. https://doi.org/10.1007/s12671-019-01175-x.
Cortazar, N., Calvete, E., Fernández-González, L., & Orue, I. (2019). Development of a short form of the five facet mindfulness questionnaire -adolescents (FFMQ-A) for children and adolescents. Journal of Personality Assessment, 1–13. https://doi.org/10.1080/00223891.2019.1616206.
Daryanani, I., Hamilton, J. L., Mcarthur, B. A., Steinberg, L., Abramson, L. Y., & Alloy, L. B. (2017). Cognitive vulnerabilities to depression for adolescents in single-mother and two-parent families. Journal of Youth and Adolescence, 46(1), 213–227. https://doi.org/10.1007/s10964-016-0607-y.
Dixon, H. C., & Overall, N. C. (2016). Dispositional mindfulness attenuates the link between daily stress and depressed mood. Journal of Social and Clinical Psychology, 35(3), 255–268.
Dockray, S., Susman, E. J., & Dorn, L. D. (2009). Depression, cortisol reactivity, and obesity in childhood and adolescence. Journal of Adolescent Health, 45(4), 344–350. https://doi.org/10.1016/j.jadohealth.2009.06.014.
Dunning, D., Griffiths, K., Kuyken, W., Crane, C., Foulkes, L., Parker, J., & Dalgleish, T. (2019). The effects of mindfulness-based interventions on cognition and mental health in children and adolescents: a meta-analysis of randomised controlled trials. Journal of Child Psychology and Psychiatry. https://doi.org/10.1111/jcpp.12980.
Eisenberg, N., Valiente, C., Spinrad, T. L., Liew, J., Zhou, Q., Losoya, S. H., & Cumberland, A. (2009). Longitudinal relations of children’s effortful control, impulsivity, and negative emotionality to their externalizing, internalizing and co-occurring behavior problems. Developmental Psychology, 45, 988–1008. https://doi.org/10.1037/a0016213.
Ellis, L. K., & Rothbart, M. K. (2001). Revision of the early adolescent temperament questionnaire. In Poster Presented at the Biennial Meeting of the Society for Research in Child Development. Minneapolis, MN.
Giluk, T. L. (2009). Mindfulness, big five personality, and affect: a meta-analysis. Personality and Individual Differences, 47, 805–811. https://doi.org/10.1016/j.paid.2009.06.026.
Gu, J., Karl, A., Baer, R., Strauss, C., Barnhofer, T., & Crane, C. (2017). Latent profile analysis of the five facet mindfulness questionnaire in a sample with a history of recurrent depression. Assessment, 1–15. https://doi.org/10.1177/1073191117715114.
Hankin, B. L., & Abramson, L. Y. (2002). Measuring cognitive vulnerability to depression in adolescence: reliability, validity, and gender differences. Journal of Clinical Child and Adolescent Psychology, 31, 491–504.
Hankin, B. L., Snyder, H. R., & Gulley, L. D. (2016). Cognitive risks in developmental psychopathology. Developmental Psychopathology, 1–74. https://doi.org/10.1002/9781119125556.devpsy308.
Henson, J. M., Reise, S. P., & Kim, K. H. (2007). Detecting mixtures from structural model differences using latent variable mixture modeling: a comparison of relative model fit statistics. Structural Equation Modeling, 14, 202–226. https://doi.org/10.1080/10705510709336744.
Kabat-Zinn, J. (2003). Mindfulness-based interventions in context: past, present and future. Clinical Psychology: Science and Practice, 10, 144–107. https://doi.org/10.1093/clipsy/bpg016.
Kamin, H. S., & Kertes, D. A. (2017). Cortisol and DHEA in development and psychopathology. Hormones and Behavior, 89, 69–85. https://doi.org/10.1016/j.yhbeh.2016.11.018.
Kimmes, J. G., Durtschi, J. A., & Fincham, F. D. (2017). Perception in romantic relationships: a latent profile analysis of trait mindfulness in relation to attachment and attributions. Mindfulness, 8, 1328–1338. https://doi.org/10.1007/s12671-017-0708-z.
Lam, K. F., Lim, H. A., Kua, E. H., Griva, K., & Mahendran, R. (2018). Mindfulness and cancer patients’ emotional states: a latent profile analysis among newly diagnosed cancer patients. Mindfulness, 9, 521–533. https://doi.org/10.1007/s12671-017-0794-y.
Lau, J. Y. F. (2013). Developmental aspects of mood disorders. Current Topics in Behavioral Neurosciences, 14, 15–27. https://doi.org/10.1007/7854_2012_214.
Lewinsohn, P. M., Seeley, J. R., Roberts, R. E., & Allen, N. B. (1997). Center for epidemiological studies-depression scale (CES-D) as a screening instrument for depression among community-residing older adults. Psychology and Aging, 12, 277–287.
Lilja, J. L., Lundh, L. G., Josefsson, T., & Falkenström, F. (2013). Observing as an essential facet of mindfulness: a comparison of FFMQ patterns in meditating and non-meditating individuals. Mindfulness, 4, 203–212. https://doi.org/10.1007/s12671-012-0111-8.
Merikangas, K. R., He, J., 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, 980–989. https://doi.org/10.1016/j.jaac.2010.05.017.
Muris, P., & Meesters, C. (2009). Reactive and regulative temperament in youths: psychometric evaluation of the early adolescent temperament questionnaire-revised. Journal of Psychopathology and Behavioral Assessment, 31(1), 7–19. https://doi.org/10.1007/s10862-008-9089-x.
Muthén, L. K., & Muthén, B. O. (2018). Mplus user’s guide. Los Angeles: Muthén & Muthén.
Nagin, D. S. (2005). Group-based modeling of development. Cambridge, MA: Harvard University Press.
Nylund-Gibson, K., & Choi, A. Y. (2018). Ten frequently asked questions about latent class analysis. Translational Issues in Psychological Science, 4, 440–461. https://doi.org/10.1037/tps0000176.
Oldehinkel, A. J., & Bouma, E. M. (2011). Sensitivity to the depressogenic effect of stress and HPA-axis reactivity in adolescence: a review of gender differences. Neuroscience & Biobehavioral Reviews, 35, 1757–1770. https://doi.org/10.1016/j.neubiorev.2010.10.013.
Paulus, D. J., Vanwoerden, S., Norton, P. J., & Sharp, C. (2016). Emotion dysregulation, psychological inflexibility, and shame as explanatory factors between neuroticism and depression. Journal of Affective Disorders, 190, 376–385. https://doi.org/10.1016/j.jad.2015.10.014.
Pearson, M. R., Lawless, A. K., Brown, D. B., & Bravo, A. J. (2015). Mindfulness and emotional outcomes: Identifying subgroups of college students using latent profile analysis. Personality and Individual Differences, 76, 33–38. https://doi.org/10.1016/j.paid.2014.11.009.
Radloff, L. (1977). The CES-D scale: a self-report depression scale for research in the general population. Applied Psychological Measurement, 1, 385–401. https://doi.org/10.1177/014662167700100306.
Rau, H. K., & Williams, P. G. (2016). Dispositional mindfulness: a critical review of construct validation research. Personality and Individual Differences, 93, 32–43. https://doi.org/10.1016/j.paid.2015.09.035.
Royuela-Colomer, E., & Calvete, E. (2016). Mindfulness facets and depression in adolescents: rumination as a mediator. Mindfulness, 7, 1092–1102. https://doi.org/10.1007/s12671-016-0547-3.
Schmidt, C., & Vinet, E. (2015). Mindfulness: validation of the five facet mindfulness questionnaire (FFMQ) in chilean university students. Terapia Psicológica, 33, 93–102.
Sahdra, B. K., Ciarrochi, J., Parker, P. D., Basarkod, G., Bradshaw, E. L., & Baer, R. (2017). Are people mindful in different ways? Disentangling the quantity and quality of mindfulness in latent profiles and exploring their links to mental health and life effectiveness. European Journal of Personality, 31, 347–365. https://doi.org/10.1002/per.2108.
Shapero, B. G., McClung, G., Bangasser, D. A., Abramson, L. Y., & Alloy, L. B. (2017). Interaction of biological stress recovery and cognitive vulnerability for depression in adolescence. Journal of Youth and Adolescence, 46(1), 91–103. https://doi.org/10.1007/s10964-016-0451-0.
Sugiura, Y., Sato, A., Ito, Y., & Murakami, H. (2011). Development and validation of the Japanese version of the five facet mindfulness questionnaire. Mindfulness, 3, 85–94. https://doi.org/10.1007/s12671-011-0082-1.
Tiberio, S. S., Capaldi, D. M., Kerr, D. C., Bertrand, M., Pears, K. C., & Owen, L. (2016). Parenting and the development of effortful control from early childhood to early adolescence: a transactional developmental model. Development and Psychopathology, 28, 837–853. https://doi.org/10.1017/S0954579416000341.
Tomlinson, E. R., Yousaf, O., Vittersø, A. D., & Jones, L. (2018). Dispositional mindfulness and psychological health: a systematic review. Mindfulness, 9, 23–43. https://doi.org/10.1007/s12671-017-0762-6.
Van der Graaff, J., Branje, S., De Wied, M., Hawk, S., Van Lier, P., & Meeus, W. (2014). Perspective taking and empathic concern in adolescence: gender differences in developmental changes. Developmental Psychology, 50, 881–888.
Young, J. (2006). Young schema questionnaire-3. New York, NY: Cognitive Therapy Center.
Young, J. E., Klosko, J. S., & Weishar, M. E. (2003). Schema therapy: a practitioner´s guide. New York, NY: Guilford Press.
Young, C. C., LaMontagne, L. L., Dietrich, M. S., & Wells, N. (2012). Cognitive vulnerabilities, negative life events, and depressive symptoms in young adolescents. Archives of Psychiatric Nursing, 26(1), 9–20.
Zhang, J., Deng, X., Huang, L., Zeng, H., Wang, L., & Wen, P. (2019). Profile of trait mindfulness and its association with emotional regulation for early adolescents. Personality and Individual Differences, 147, 12–17. https://doi.org/10.1016/j.paid.2019.04.008.
Acknowledgements
The authors thank the schools, parents, and adolescents who participated in the study.
Authors’ Contributions
E.C. conceived of the study, participated in its design and coordination and drafted the manuscript; L.F.G. participated in the design and interpretation of the data; A.E. performed the measurements; I.O. participated in the design and helped to draft the manuscript. All authors read and approved the final manuscript.
Funding
This research was supported by a grant from the Spanish Government (Ref. PSI2015-68426-R) and from the Basque Country (Ref. IT982-16 and Ref. PI_2016_1_0023).
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The dataset is available at https://osf.io/p7jz5/.
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The study was approved by the Ethics Committee of the University of Deusto (Ref. ETK-2/14-15).
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Calvete, E., Fernández-González, L., Echezarraga, A. et al. Dispositional Mindfulness Profiles in Adolescents and their Associations with Psychological Functioning and Hypothalamic–Pituitary–Adrenal Axis Hormones. J Youth Adolescence 49, 1406–1419 (2020). https://doi.org/10.1007/s10964-019-01128-6
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DOI: https://doi.org/10.1007/s10964-019-01128-6