Longitudinal Clustering of Psychopathology Across Childhood and Adolescence: An Approach Toward Developmentally Based Classification.

IF 4.1 2区 医学 Q1 PSYCHIATRY
Connor Lawhead, Jamilah Silver, Thomas M Olino, Loïc Labache, Swanie Juhng, H Andrew Schwartz, Daniel N Klein
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引用次数: 0

Abstract

Current classification systems of psychopathology focus on cross-sectional symptomatology rather than continuity, discontinuity and comorbidity across development. Here, a community sample of 600 youth was assessed every 3 years from early childhood through late adolescence using semi-structured diagnostic interviews. We used longitudinal k-means clustering of joint-diagnostic trajectories to identify 6 distinct clusters (healthy, childhood anxiety, childhood/adolescent ADHD, adolescent depression/anxiety, adolescent depression/substance use, and early childhood disruptive behavior). When comparing psychopathology clusters to the healthy cluster on age 3 predictors (parental education and psychopathology, early environment, temperament, cognitive and social functioning) and age 18 functional outcomes, the clusters captured developmental patterning of psychopathology not apparent in cross-sectional nosology. The study serves as a proof of principle in applying a longitudinal clustering approach to common mental disorders, affording a rich perspective on the unfolding of sequential comorbidity and heterotypic continuity and identifying transdiagnostic subgroups with meaningful clinical, family, and temperamental correlates.

儿童期和青春期精神病理的纵向聚类:一种基于发展的分类方法。
目前的精神病理学分类系统侧重于横断面症状学,而不是整个发展过程中的连续性、不连续性和共病。在这里,每3年对600名社区青年样本进行评估,从儿童早期到青春期晚期,使用半结构化诊断访谈。我们使用联合诊断轨迹的纵向k均值聚类来确定6个不同的聚类(健康、儿童焦虑、儿童/青少年多动症、青少年抑郁/焦虑、青少年抑郁/药物使用和儿童早期破坏性行为)。当在3岁预测因子(父母教育和精神病理、早期环境、气质、认知和社会功能)和18岁功能结果上比较精神病理集群和健康集群时,这些集群捕获了在横断面分类学中不明显的精神病理发展模式。该研究证明了将纵向聚类方法应用于常见精神障碍的原理,为揭示顺序共病和异型连续性提供了丰富的视角,并确定了具有有意义的临床、家庭和气质相关的跨诊断亚群。
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来源期刊
Clinical Psychological Science
Clinical Psychological Science Psychology-Clinical Psychology
CiteScore
9.70
自引率
2.10%
发文量
35
期刊介绍: The Association for Psychological Science’s journal, Clinical Psychological Science, emerges from this confluence to provide readers with the best, most innovative research in clinical psychological science, giving researchers of all stripes a home for their work and a place in which to communicate with a broad audience of both clinical and other scientists.
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