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量化因素在预测中国抑郁青少年非自杀性自伤中的重要性:独生子和非独生子群体的比较研究。

Quantifying the importance of factors in predicting non-suicidal self-injury among depressive Chinese adolescents: A comparative study between only child and non-only child groups.

机构信息

College of Management, Shenzhen University, Shenzhen, China.

Shenzhen Health Development Research and Data Management Center, Shenzhen, China.

出版信息

J Affect Disord. 2025 Jan 15;369:834-844. doi: 10.1016/j.jad.2024.10.031. Epub 2024 Oct 11.

DOI:10.1016/j.jad.2024.10.031
PMID:39396677
Abstract

BACKGROUND

Depression is a major global public health concern, often co-occurring with Non-Suicidal Self-Injury (NSSI). Focused on Depressive adolescents, this study aimed to quantify the importance of factors in predicting NSSI and compare them between the only child and non-only child groups, enriching knowledge to leverage tailored intervention strategies.

METHODS

A large multicenter survey was conducted in China. 2510 adolescents diagnosed with Major Depressive Disorder (MDD) volunteered for the study. 36 factors were included to train random forest models for NSSI prediction in only child and non-only child groups, respectively. The SHapley Additive exPlanations (SHAP) method was utilized to compute the relative importance of each factor in two groups.

RESULTS

Adolescents with MDD exhibited a rather high prevalence of NSSI (52.0 %), among them 66.9 % were non-only children. Self-esteem was the most significant factor for both groups, while critical disparities of factors were also found. In the only child group, factors like family support, parental overprotection, drinking alcohol, sleep conditions and romantic relationship involvement showed greater importance, while higher depression degree, anxiety level and emotional abuse were more important factors for non-only children.

LIMITATIONS

The use of cross-sectional data from Chinese adolescents may limit deeper analysis of NSSI mechanisms and the generalizability to Western cultures.

CONCLUSIONS

Only and non-only child family structures may have different influence on factors related with NSSI occurrence of adolescents with MDD. Only children were more susceptible to vulnerable family environments, alcohol abuse and romantic experience, while non-only children were more disturbed by abnormal mental states.

摘要

背景

抑郁症是一个严重的全球公共卫生问题,常与非自杀性自伤(NSSI)共病。本研究聚焦于抑郁青少年,旨在量化预测 NSSI 的因素的重要性,并在独生子和非独生子群体之间进行比较,丰富知识以利用量身定制的干预策略。

方法

在中国进行了一项大型多中心调查。2510 名被诊断为重度抑郁症(MDD)的青少年自愿参加了这项研究。纳入了 36 个因素,分别为独生子和非独生子群体的 NSSI 预测训练随机森林模型。利用 SHapley Additive exPlanations(SHAP)方法计算两个群体中每个因素的相对重要性。

结果

患有 MDD 的青少年 NSSI 的发生率相当高(52.0%),其中 66.9%是非独生子。自尊是两个群体最重要的因素,但也发现了因素的显著差异。在独生子群体中,家庭支持、父母过度保护、饮酒、睡眠状况和恋爱关系参与等因素更为重要,而抑郁程度、焦虑水平和情感虐待等因素对非独生子更为重要。

局限性

使用来自中国青少年的横断面数据可能限制对 NSSI 机制的更深入分析和对西方文化的推广。

结论

独生子和非独生子家庭结构可能对 MDD 青少年与 NSSI 发生相关的因素有不同的影响。独生子更容易受到脆弱的家庭环境、酗酒和恋爱经历的影响,而非独生子更容易受到异常精神状态的困扰。

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