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

Journal: European journal of psychotraumatology

Volume: 15

Issue: 1

Year of Publication: 2024

Affiliated Institutions:  Vanke School of Public Health, Tsinghua University, Beijing, People's Republic of China. Northeast Asian Research Center, Jilin University, Changchun, People's Republic of China. Key Laboratory of Brain, Cognition and Education Sciences, Ministry of Education, Guangzhou, People's Republic of China.

Abstract summary 

Non-suicidal self-injury (NSSI) is a significant mental health issue requiring a deeper understanding of its underlying causes, such as childhood maltreatment, adult bullying victimization, and depression. Previous studies have not adequately addressed the cumulative risks of these factors on NSSI among college students. This population-based study investigates these cumulative risk factors. The cross-sectional study included 63 university's college students with a mean age of 19.6 years ( = 95,833). Two Chi-Square Automatic Interaction Detection (CHAID) decision tree models were used to classify subgroups based on childhood maltreatment and adult bullying victimization experiences and to investigate their cumulative risks of NSSI. Recursive partitioning algorithms determined each predictor variable's relative importance. The CHAID model accurately predicted NSSI behaviours with an overall accuracy rate of 77.8% for individuals with clinically relevant depressive symptoms and 97.2% for those without. Among depressed individuals, childhood emotional abuse was the strongest NSSI predictor (Chi-Square, 650.747; adjusted  < .001), followed by sexual and physical abuse. For non-depressed individuals, emotional abuse in childhood was the strongest NSSI predictor (Chi-Square, 2084.171; adjusted  < .001), with sexual and verbal bullying in the past year representing the most significant proximal risks. Emotional abuse during childhood profoundly impacts individuals, increasing the risk of NSSI in both depressed and non-depressed individuals. Clinically relevant depressive symptoms have a moderating effect on the relationship between childhood maltreatment, adult bullying victimization, and NSSI. Identifying these factors can inform targeted interventions to prevent NSSI development among young adults.

Authors & Co-authors:  Wang Xu Wang Wang Chen

Study Outcome 

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Statistics
Citations :  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), 10.1186/s12888-018-1754-3
Authors :  5
Identifiers
Doi : 2322390
SSN : 2000-8066
Study Population
Male,Female
Mesh Terms
Humans
Other Terms
Autolesiones no suicidas;Non-suicidal self-injury;bullying victimization;childhood maltreatment;decision tree;depression;maltrato infantil;victimización por acoso escolar
Study Design
Study Approach
Country of Study
Publication Country
United States