Kruzan Kaylee P, Hentges Eva, Ramirez Israel, Washburn Jason J
Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, Illinois, United States of America.
Department of Psychiatry and Behavioral Sciences, Northwestern University Feinberg School of Medicine, Chicago, Illinois, United States of America.
PLOS Ment Health. 2025;2(4). doi: 10.1371/journal.pmen.0000291. Epub 2025 Apr 21.
Nonsuicidal self-injury (NSSI) is a complex behavior, and its presentation is marked by significant heterogeneity, complicating efforts to identify and intervene. In this study, we sought to systematically review studies that used data-driven classification methods to identify NSSI subgroups. We searched PubMed, MEDLINE, EMBASE, PsycINFO, Web of Science, and Scopus. Article were included if they: (1) focused on NSSI, relative to suicidal self-injury, (2) were published in a peer-reviewed journal, (3) in English language, (4) applied data-driven classification methods to identify subgroups of NSSI and (5) provided details about building the analytical models. Two investigators independently screened abstracts and full-text articles and assessed study quality. In total, 26 articles published between 2008 and 2023 were identified by the search. Studies included data from 7,388 individuals with a history of NSSI and identified 94 subgroups. Many subgroups were defined by NSSI characteristics including NSSI methods, NSSI functions, and lifetime frequency. Others focused on emotion regulation, social competencies, or relationship quality. The quality of study designs and reporting varied. Understanding heterogeneity within NSSI through these subgroups can help inform treatment and intervention personalization.
非自杀性自伤(NSSI)是一种复杂行为,其表现具有显著的异质性,这使得识别和干预工作变得复杂。在本研究中,我们试图系统回顾使用数据驱动分类方法来识别NSSI亚组的研究。我们检索了PubMed、MEDLINE、EMBASE、PsycINFO、Web of Science和Scopus。符合以下条件的文章被纳入:(1)相对于自杀性自伤,聚焦于NSSI;(2)发表在同行评审期刊上;(3)英文撰写;(4)应用数据驱动分类方法来识别NSSI亚组;(5)提供有关构建分析模型的详细信息。两名研究人员独立筛选摘要和全文文章并评估研究质量。通过检索共识别出2008年至2023年间发表的26篇文章。这些研究纳入了7388名有NSSI病史个体的数据,并识别出94个亚组。许多亚组由NSSI特征定义,包括NSSI方法、NSSI功能和终生频率。其他亚组则聚焦于情绪调节、社交能力或人际关系质量。研究设计和报告的质量各不相同。通过这些亚组了解NSSI中的异质性有助于为治疗和干预的个性化提供依据。