Suppr超能文献

使用基于期望最大化的有限混合模型解析精神分裂症内表型的潜在结构。

Resolving the latent structure of schizophrenia endophenotypes using expectation-maximization-based finite mixture modeling.

作者信息

Lenzenweger Mark F, McLachlan Geoff, Rubin Donald B

机构信息

Department of Psychology, State University of New York, Binghampton, NY 13902-6000, USA.

出版信息

J Abnorm Psychol. 2007 Feb;116(1):16-29. doi: 10.1037/0021-843X.116.1.16.

Abstract

Prior research has focused on the latent structure of endophenotypic markers of schizophrenia liability, or schizotypy. The work supports the existence of 2 relatively distinct latent classes and derives largely from the taxometric analysis of psychometric values. The present study used finite mixture modeling as a technique for discerning latent structure and the laboratory-measured endophenotypes of sustained attention deficits and eye-tracking dysfunction as endophenotype indexes. In a large adult community sample (N=311), finite mixture analysis of the sustained attention index d' and 2 eye-tracking indexes (gain and catch-up saccade rate) revealed evidence for 2 latent components. A putative schizotypy class accounted for 27% of the sample. A supplementary maximum covariance taxometric analysis yielded highly consistent results. Subjects in the schizotypy component displayed higher rates of schizotypal personality features and an increased rate of treated schizophrenia in their 1st-degree biological relatives compared with subjects in the other component. Implications of these results are examined in light of major theories of schizophrenia liability, and methodological advantages of finite mixture modeling for psychopathology research, with particular emphasis on genomic issues, are discussed.

摘要

先前的研究主要聚焦于精神分裂症易感性或分裂型人格特质的内表型标记的潜在结构。这项工作支持存在两个相对不同的潜在类别,并且很大程度上源于对心理测量值的分类分析。本研究使用有限混合模型作为一种辨别潜在结构的技术,并将持续注意力缺陷和眼动追踪功能障碍等实验室测量的内表型作为内表型指标。在一个大型成年社区样本(N = 311)中,对持续注意力指数d'和两个眼动追踪指数(增益和追赶扫视率)进行有限混合分析,结果显示存在两个潜在成分。一个假定的分裂型人格特质类别占样本的27%。补充的最大协方差分类分析得出了高度一致的结果。与另一成分中的受试者相比,分裂型人格特质成分中的受试者表现出更高的分裂型人格特征发生率,并且其一级生物学亲属中接受治疗的精神分裂症发病率也更高。我们根据精神分裂症易感性的主要理论对这些结果的意义进行了探讨,并讨论了有限混合模型在精神病理学研究中的方法学优势,特别强调了基因组问题。

文献AI研究员

20分钟写一篇综述,助力文献阅读效率提升50倍。

立即体验

用中文搜PubMed

大模型驱动的PubMed中文搜索引擎

马上搜索

文档翻译

学术文献翻译模型,支持多种主流文档格式。

立即体验