The Empirical Identification of Insomnia Subtypes: A Cluster Analytic Approach

一致性 失眠症 医学诊断 心理学 星团(航天器) 多元分析 层次聚类 睡眠障碍 临床心理学 精神科 医学 聚类分析 内科学 病理 统计 程序设计语言 计算机科学 数学
作者
Jack D. Edinger,Ana I. Fins,John M. Goeke,Donna K. McMillan,Tracey L. Gersh,Andrew D. Krystal,W. Vaughn McCall
出处
期刊:Sleep [Oxford University Press]
卷期号:19 (5): 398-411 被引量:45
标识
DOI:10.1093/sleep/19.5.398
摘要

Over the past 15 years, there has been considerable debate concerning the extent to which insomnia patients can be classified into diagnostic subtypes. Despite this debate, relatively little research has been conducted to empirically determine whether naturally occurring insomnia subtypes might be identified within populations of sleep clinic patients. In the current study we used a hierarchical cluster analysis to empirically identify subtypes among a mixed group of normal sleepers and the insomnia outpatients who presented to our sleep center over the past decade. Using factor-analytically derived composite variables that summarized data obtained from sleep history questionnaires and polysomnographic monitoring, this clustering procedure resulted in the identification of 14 subgroups that varied between four and 34 patients/subjects in size. Subsequently, subgroup mean scores for the composite variables used in the clustering procedure were used to construct profiles for each of the 14 clusters. A multivariate profile analysis, employed to elucidate subgroup differences, showed that these cluster profiles differed in terms of their configural shapes, average elevations, and degrees of interscale differences. Furthermore, both DSM-III-R (American Psychiatric Association) and International Classification of Sleep Disorders (ICSD) insomnia diagnoses, assigned independent of cluster findings, suggested that these subtypes differed significantly in regard to their diagnostic compositions. Nevertheless, a far-from-perfect concordance was observed between such clinically assigned diagnoses and cluster group membership. In fact, many of the empirically identified groups were composed of various DSM-III-R and/or ICSD diagnostic subtypes. These results provided only partial support for current DSM and ICSD insomnia categories. However, our results support the existence of multiple, clinically discrete insomnia subtypes and provide information that may be useful in future revisions of current insomnia nosologies.
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