Department of Psychology, University of Amsterdam, Amsterdam, the Netherlands; Dutch Autism & ADHD Research Center, the Netherlands.
Department of Psychology, University of Amsterdam, Amsterdam, the Netherlands; Dutch Autism & ADHD Research Center, the Netherlands.
Clin Psychol Rev. 2021 Jul;87:102033. doi: 10.1016/j.cpr.2021.102033. Epub 2021 Apr 19.
Heterogeneity within autism spectrum disorder (ASD) is recognized as a challenge to both biological and psychological research, as well as clinical practice. To reduce unexplained heterogeneity, subtyping techniques are often used to establish more homogeneous subtypes based on metrics of similarity and dissimilarity between people. We review the ASD literature to create a systematic overview of the subtyping procedures and subtype validation techniques that are used in this field. We conducted a systematic review of 156 articles (2001-June 2020) that subtyped participants (range N of studies = 17-20,658), of which some or all had an ASD diagnosis. We found a large diversity in (parametric and non-parametric) methods and (biological, psychological, demographic) variables used to establish subtypes. The majority of studies validated their subtype results using variables that were measured concurrently, but were not included in the subtyping procedure. Other investigations into subtypes' validity were rarer. In order to advance clinical research and the theoretical and clinical usefulness of identified subtypes, we propose a structured approach and present the SUbtyping VAlidation Checklist (SUVAC), a checklist for validating subtyping results.
自闭症谱系障碍 (ASD) 内的异质性被认为是对生物学和心理学研究以及临床实践的挑战。为了减少无法解释的异质性,常使用分型技术根据人与人之间相似性和相异性的度量标准,建立更同质的亚类。我们综述了 ASD 文献,以创建一个系统的概述,介绍该领域中使用的分型程序和亚型验证技术。我们对 156 篇文章(2001 年至 2020 年 6 月)进行了系统回顾,这些文章对参与者(研究的 N 范围为 17-20,658)进行了分型,其中一些或全部有 ASD 诊断。我们发现用于建立亚型的(参数和非参数)方法和(生物、心理、人口统计学)变量存在很大的多样性。大多数研究使用同时测量但未包含在分型过程中的变量来验证其亚型结果。对亚型有效性的其他研究则较为少见。为了推进临床研究以及确定的亚型在理论和临床方面的有用性,我们提出了一种结构化方法,并提出了 SUbtyping VAlidation Checklist(SUVAC),这是一种用于验证分型结果的检查表。