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Basic Research Article

Using decision tree to predict non-suicidal self-injury among young adults: the role of depression, childhood maltreatment and recent bullying victimization

Uso de árbol de decisión para predecir la autolesión no suicida entre adultos jóvenes: el papel de la depresión, el maltrato infantil y la victimización reciente por acoso escolar

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Article: 2322390 | Received 11 Dec 2023, Accepted 13 Feb 2024, Published online: 06 Mar 2024

References

  • Brown, R. C., Heines, S., Witt, A., Braehler, E., Fegert, J. M., Harsch, D., & Plener, P. L. (2018). The impact of child maltreatment on non-suicidal self-injury: Data from a representative sample of the general population. BMC Psychiatry, 18(1), https://doi.org/10.1186/s12888-018-1754-3
  • Bürger, A., von Schoenfeld, C., Scheiner, C., Seidel, A., Wasserscheid, A., Gad, D., Kittel-Schneider, S., Romanos, M., & Reiter, A. M. F. (2023). Universal prevention for non-suicidal self-injury in adolescents is scarce - A systematic review. Frontiers in Pychiatry, 14, 1130610. https://doi.org/10.3389/fpsyt.2023.1130610
  • Chandan, J. S., Thomas, T., Gokhale, K. M., Bandyopadhyay, S., Taylor, J., & Nirantharakumar, K. (2019). The burden of mental ill health associated with childhood maltreatment in the UK, using The Health Improvement Network database: A population-based retrospective cohort study. The Lancet Psychiatry, 6(11), 926–934. https://doi.org/10.1016/S2215-0366(19)30369-4
  • Child maltreatment. (n.d.). World Health Organization. Retrieved January 22, 2024, from https://www.who.int/news-room/fact-sheets/detail/child-maltreatment
  • Copeland, W. E., Wolke, D., Lereya, S. T., Shanahan, L., Worthman, C., & Costello, E. J. (2014). Childhood bullying involvement predicts low-grade systemic inflammation into adulthood. Proceedings of the National Academy of Sciences, 111(21), 7570–7575. https://doi.org/10.1073/pnas.1323641111
  • Cummings, L. R., Mattfeld, A. T., Pettit, J. W., & McMakin, D. L. (2021). Viewing nonsuicidal self-injury in adolescence through a developmental neuroscience lens: The impact of neural sensitivity to socioaffective pain and reward. Clinical Psychological Science, 9(5), 767–790. https://doi.org/10.1177/2167702621989323
  • da Silva Bandeira, B. E., dos Santos Júnior, A., Dalgalarrondo, P., de Azevedo, R. C. S., & Celeri, E. H. V. R. (2022). Nonsuicidal self-injury in undergraduate students: A cross-sectional study and association with suicidal behavior. Psychiatry Research, 318, 114917. https://doi.org/10.1016/j.psychres.2022.114917
  • Eagle, S. R., Brent, D., Covassin, T., Elbin, R. J., Wallace, J., Ortega, J., Pan, R., Anto-Ocrah, M., Okonkwo, D. O., Collins, M. W., & Kontos, A. P. (2022). Exploration of race and ethnicity, sex, sport-related concussion, depression history, and suicide attempts in US youth. JAMA Network Open, 5(7), e2219934. https://doi.org/10.1001/jamanetworkopen.2022.19934
  • Fisher, H. L., Moffitt, T. E., Houts, R. M., Belsky, D. W., Arseneault, L., & Caspi, A. (2012). Bullying victimisation and risk of self harm in early adolescence: Longitudinal cohort study. BMJ, 344(7855), e2683–e2683. https://doi.org/10.1136/bmj.e2683
  • Fralick, M., Sy, E., Hassan, A., Burke, M. J., Mostofsky, E., & Karsies, T. (2019). Association of concussion with the risk of suicide: A systematic review and meta-analysis. JAMA Neurology, 76(2), 144–151. https://doi.org/10.1001/jamaneurol.2018.3487
  • Fu, W.-Q., & Yao, S.-Q. (2005). Initial reliability and validity of Childhood Trauma Questionnaire (CTQ-SF) applied in Chinese college students. Chinese Journal of Clinical Psychology, 13(1), 40–42. http://search.ebscohost.com/login.aspx?direct=true&db=psyh&AN=2005-03947-012&site=ehost-live
  • Gershoff, E. T., Lee, S. J., & Durrant, J. E. (2017). Promising intervention strategies to reduce parents’ use of physical punishment. Child Abuse & Neglect, 71, 9–23. https://doi.org/10.1016/j.chiabu.2017.01.017
  • Gillies, D., Christou, M. A., Dixon, A. C., Featherston, O. J., Rapti, I., Garcia-Anguita, A., Villasis-Keever, M., Reebye, P., Christou, E., Al Kabir, N., & Christou, P. A. (2018). Prevalence and characteristics of self-harm in adolescents: Meta-analyses of community-based studies 1990-2015. Journal of the American Academy of Child & Adolescent Psychiatry, 57(10), 733–741. https://doi.org/10.1016/j.jaac.2018.06.018
  • Groschwitz, R. C., Kaess, M., Fischer, G., Ameis, N., Schulze, U. M. E., Brunner, R., Koelch, M., & Plener, P. L. (2015). The association of non-suicidal self-injury and suicidal behavior according to DSM-5 in adolescent psychiatric inpatients. Psychiatry Research, 228(3), 454–461. https://doi.org/10.1016/j.psychres.2015.06.019
  • Hamza, C. A., Stewart, S. L., & Willoughby, T. (2012). Examining the link between nonsuicidal self-injury and suicidal behavior: A review of the literature and an integrated model. Clinical Psychology Review, 32(6), 482–495. https://doi.org/10.1016/j.cpr.2012.05.003
  • Han, L., You, D., Gao, X., Duan, S., Hu, G., Wang, H., Liu, S., & Zeng, F. (2019). Unintentional injuries and violence among adolescents aged 12–15 years in 68 low-income and middle-income countries: A secondary analysis of data from the Global School-Based Student Health Survey. The Lancet Child & Adolescent Health, 3(9), 616–626. https://doi.org/10.1016/S2352-4642(19)30195-6
  • Hawton, K., Saunders, K. E. A., & O’Connor, R. C. (2012). Self-harm and suicide in adolescents. The Lancet, 379(9834), 2373–2382. https://doi.org/10.1016/S0140-6736(12)60322-5
  • Holden, R. R., Patterson, A. A., & Fekken, G. C. (2022). Childhood trauma and non-suicidal self-injury: Mental pain and depression as mediators in university and community samples? Personality and Individual Differences, 187, 111414. https://doi.org/10.1016/j.paid.2021.111414
  • Islam, M. I., Khanam, R., & Kabir, E. (2020). Bullying victimization, mental disorders, suicidality and self-harm among Australian high schoolchildren: Evidence from nationwide data. Psychiatry Research, 292, 113364. https://doi.org/10.1016/j.psychres.2020.113364
  • Kiekens, G., Hasking, P., Bruffaerts, R., Alonso, J., Auerbach, R. P., Bantjes, J., Benjet, C., Boyes, M., Chiu, W. T., Claes, L., Cuijpers, P., Ebert, D. D., Mak, A., Mortier, P., O’Neill, S., Sampson, N. A., Stein, D. J., Vilagut, G., Nock, M. K., & Kessler, R. C. (2021). Non-suicidal self-injury among first-year college students and its association with mental disorders: Results from the World Mental Health International College Student (WMH-ICS) initiative. Psychological Medicine, 53(3), 875–886. https://doi.org/10.1017/S0033291721002245
  • Lalouni, M., Fust, J., Bjureberg, J., Kastrati, G., Fondberg, R., Fransson, P., Jayaram-Lindström, N., Kosek, E., Hellner, C., & Jensen, K. B. (2022). Augmented pain inhibition and higher integration of pain modulatory brain networks in women with self-injury behavior. Molecular Psychiatry, 27(8), 3452–3459. https://doi.org/10.1038/s41380-022-01639-y
  • Ledoux, A. A., Webster, R. J., Clarke, A. E., Fell, D. B., Knight, B. D., Gardner, W., Cloutier, P., Gray, C., Tuna, M., & Zemek, R. (2022). Risk of mental health problems in children and youths following concussion. JAMA Network Open, 5(3), E221235. https://doi.org/10.1001/jamanetworkopen.2022.1235
  • Lereya, S. T., Copeland, W. E., Costello, E. J., & Wolke, D. (2015). Adult mental health consequences of peer bullying and maltreatment in childhood: Two cohorts in two countries. The Lancet Psychiatry, 2(6), 524–531. https://doi.org/10.1016/S2215-0366(15)00165-0
  • Linehan, M. M. (1993). Cognitive-behavioral treatment of borderline personality disorder. Guilford Press. https://psycnet.apa.org/record/1993-97864-000.
  • Liu, R. T., Scopelliti, K. M., Pittman, S. K., & Zamora, A. S. (2018). Childhood maltreatment and non-suicidal self-injury: A systematic review and meta-analysis. The Lancet Psychiatry, 5(1), 51–64. https://doi.org/10.1016/S2215-0366(17)30469-8
  • Manea, L., Gilbody, S., & McMillan, D. (2012). Optimal cut-off score for diagnosing depression with the Patient Health Questionnaire (PHQ-9): a meta-analysis. Canadian Medical Association Journal, 184(3), E191–E196. https://doi.org/10.1503/CMAJ.110829
  • McCarty, J. A., & Hastak, M. (2007). Segmentation approaches in data-mining: A comparison of RFM, CHAID, and logistic regression. Journal of Business Research, 60(6), 656–662. https://doi.org/10.1016/j.jbusres.2006.06.015
  • Moore, H., Sayal, K., Williams, A. J., & Townsend, E. (2022). Investigating the relationship between bullying involvement and self-harmful thoughts and behaviour in young people: A systematic review. Journal of Affective Disorders, 315, 234–258. https://doi.org/10.1016/j.jad.2022.07.056
  • Moon, K.-W. (2023). autoReg: Automatic Linear and Logistic Regression and Survival Analysis. R package version 0.3.4, https://cardiomoon.github.io/autoReg/, https://github.com/cardiomoon/autoReg.
  • Nock, M. K., Joiner, T. E., Gordon, K. H., Lloyd-Richardson, E., & Prinstein, M. J. (2006). Non-suicidal self-injury among adolescents: Diagnostic correlates and relation to suicide attempts. Psychiatry Research, 144(1), 65–72. https://doi.org/10.1016/j.psychres.2006.05.010
  • Olweus, D. (2013). School bullying: Development and some important challenges. Annual Review of Clinical Psychology, 9(1), 751–780. https://doi.org/10.1146/annurev-clinpsy-050212-185516
  • Somma, A., Fossati, A., Ferrara, M., Fantini, F., Galosi, S., Krueger, R. F., Markon, K. E., & Terrinoni, A. (2019). DSM-5 personality domains as correlates of non-suicidal self-injury severity in an Italian sample of adolescent inpatients with self-destructive behaviour. Personality and Mental Health, 13(4), 205–214. https://doi.org/10.1002/pmh.1462
  • Teicher, M. H., Samson, J. A., Anderson, C. M., & Ohashi, K. (2016). The effects of childhood maltreatment on brain structure, function and connectivity. Nature Reviews Neuroscience, 17(10), 652–666. https://doi.org/10.1038/nrn.2016.111
  • Thomassin, K., Shaffer, A., Madden, A., & Londino, D. L. (2016). Specificity of childhood maltreatment and emotion deficit in nonsuicidal self-injury in an inpatient sample of youth. Psychiatry Research, 244, 103–108. https://doi.org/10.1016/j.psychres.2016.07.050
  • Tietjen, G. E., Brandes, J. L., Peterlin, B. L., Eloff, A., Dafer, R. M., Stein, M. R., Drexler, E., Martin, V. T., Hutchinson, S., Aurora, S. K., Recober, A., Herial, N. A., Utley, C., White, L., & Khuder, S. A. (2010). Childhood maltreatment and migraine (part I). Prevalence and adult revictimization: A multicenter headache clinic survey. Headache: The Journal of Head and Face Pain, 50(1), 20–31. https://doi.org/10.1111/j.1526-4610.2009.01556.x
  • Turecki, G., Ernst, C., Jollant, F., Labonté, B., & Mechawar, N. (2012). The neurodevelopmental origins of suicidal behavior. Trends in Neurosciences, 35(1), 14–23. https://doi.org/10.1016/j.tins.2011.11.008
  • Turner, H. A., & Colburn, D. (2022). Independent and cumulative effects of recent maltreatment on suicidal ideation and thoughts of self-harm in a national sample of youth. Journal of Adolescent Health, 70(2), 329–335. https://doi.org/10.1016/j.jadohealth.2021.09.022
  • Vachon, D. D., Krueger, R. F., Rogosch, F. A., & Cicchetti, D. (2015). Assessment of the harmful psychiatric and behavioral effects of different forms of child maltreatment. JAMA Psychiatry, 72(11), 1135–1142. https://doi.org/10.1001/jamapsychiatry.2015.1792
  • Venables, W. N., & Ripley, B. D. (2002). Modern Applied Statistics with S, Fourth edition. New York: Springer. https://www.stats.ox.ac.uk/pub/MASS4/
  • Wang, Y. J., Li, X., Ng, C. H., Xu, D. W., Hu, S., & Yuan, T. F. (2022). Risk factors for non-suicidal self-injury (NSSI) in adolescents: A meta-analysis. EClinicalMedicine, 46, 101350. https://doi.org/10.1016/J.ECLINM.2022.101350
  • Weir, C. B., & Jan, A. (2023). BMI classification percentile and cut off points. StatPearls. https://www.ncbi.nlm.nih.gov/books/NBK541070/
  • WHO expert consultation. (2004). Appropriate body-mass index for Asian populations and its implications for policy and intervention strategies. The Lancet, 363(9403), 157–163. https://doi.org/10.1016/S0140-6736(03)15268-3
  • Wilkinson, P. O., Qiu, T., Neufeld, S., Jones, P. B., & Goodyer, I. M. (2018). Sporadic and recurrent non-suicidal self-injury before age 14 and incident onset of psychiatric disorders by 17 years: Prospective cohort study. The British Journal of Psychiatry, 212(4), 222–226. https://doi.org/10.1192/bjp.2017.45
  • Yates, T. M. (2004). The developmental psychopathology of self-injurious behavior: Compensatory regulation in posttraumatic adaptation. Clinical Psychology Review, 24(1), 35–74. https://doi.org/10.1016/j.cpr.2003.10.001
  • Zhang, Y. L., Liang, W., Chen, Z. M., Zhang, H. M., Zhang, J. H., Weng, X. Q., Yang, S. C., Zhang, L., Shen, L. J., & Zhang, Y. L. (2013). Validity and reliability of Patient Health Questionnaire-9 and Patient Health Questionnaire-2 to screen for depression among college students in China. Asia-Pacific Psychiatry, 5(4), 268–275. https://doi.org/10.1111/appy.12103
  • Zhu, Y., Wu, X., Liu, H., Niu, Z., Zhao, J., Wang, F., Mao, R., Guo, X., Zhang, C., Wang, Z., Chen, J., & Fang, Y. (2022). Employing biochemical biomarkers for building decision tree models to predict bipolar disorder from major depressive disorder. Journal of Affective Disorders, 308, 190–198. https://doi.org/10.1016/j.jad.2022.03.080