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使用Mplus计算机程序来估计双胞胎连续和分类数据的模型。

Using the Mplus computer program to estimate models for continuous and categorical data from twins.

作者信息

Prescott Carol A

机构信息

Virginia Institute for Psychiatric and Behavioral Genetics, Department of Psychiatry, Virginia Commonwealth University, Richmond, Virginia 23298-0126.

出版信息

Behav Genet. 2004 Jan;34(1):17-40. doi: 10.1023/B:BEGE.0000009474.97649.2f.

DOI:10.1023/B:BEGE.0000009474.97649.2f
PMID:14739694
Abstract

Historically, the focus of behavior genetic research was to obtain estimates of the sources of familial resemblance for a single phenotype. Current research strategies have moved beyond heritability estimates to the search for physiological and behavioral mechanisms by which genetic risk is translated into individual differences in behavior and disease liability. Such research questions often require multivariate designs and complex analytic models, including the analysis of continuous and categorical dependent variables within the same model. Recent advances in computer software for categorical data analysis have increased the tools available for researchers in behavior genetics. This paper describes how to use the Mplus software program (Muthén and Muthén, 1998, 2002) for the analysis of data obtained from twins. Example analyses include two- and five-group twin models for univariate and bivariate continuous and categorical variables. Data on alcoholism and age at first drink drawn from the Virginia Adult Twin Study of Psychiatric and Substance Use Disorders are used to illustrate how Mplus can be used to analyze multiple-category variables, recode and transform variables, select subgroups for analysis, handle subjects with incomplete data, include constraints to ensure non-negative loadings, include model covariates, model sex differences, and test alternative hypotheses about mediation of genetic risk by measured variables.

摘要

从历史上看,行为遗传学研究的重点是获得单一表型家族相似性来源的估计值。当前的研究策略已超越遗传力估计,转向寻找将遗传风险转化为行为和疾病易感性个体差异的生理和行为机制。此类研究问题通常需要多变量设计和复杂的分析模型,包括在同一模型中分析连续和分类因变量。用于分类数据分析的计算机软件的最新进展增加了行为遗传学研究人员可用的工具。本文描述了如何使用Mplus软件程序(Muthén和Muthén,1998年,2002年)分析从双胞胎获得的数据。示例分析包括单变量和双变量连续及分类变量的两组和五组双胞胎模型。从弗吉尼亚成人精神病和物质使用障碍双胞胎研究中提取的酗酒和首次饮酒年龄数据,用于说明如何使用Mplus分析多类别变量、重新编码和转换变量、选择分析的亚组、处理数据不完整的受试者、纳入确保非负负荷的约束、纳入模型协变量、模拟性别差异以及检验关于测量变量介导遗传风险的替代假设。

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