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使用总和分数估计方差成分时存在的问题:污染与测量非不变性。

Problems with using sum scores for estimating variance components: contamination and measurement noninvariance.

作者信息

Neale Michael C, Lubke Gitta, Aggen Steven H, Dolan Conor V

机构信息

Virginia Institute for Psychiatric and Behavioral Genetics, Virginia Commonwealth University, Richmond, Virginia, USA 23219-1534, USA.

出版信息

Twin Res Hum Genet. 2005 Dec;8(6):553-68. doi: 10.1375/183242705774860231.

Abstract

Twin studies of complex traits, such as behavior or psychiatric diagnoses, frequently involve univariate analysis of a sum score derived from multiple items. In this article, we show that absence of measurement invariance across zygosity can bias estimates of genetic and environmental components of variance. Specifically, if the item responses are considered as multiple indicators of a latent factor, and the aim is to partition the variance in the latent factor, then the factor loadings relating the items to the factor should be equal for monozygotic (MZ) and dizygotic (DZ) twins. While it seems unlikely, a priori, that these loadings should differ as a function of zygosity, certain special measurement situations are cause for concern. Ratings by parents, or self-ratings of phenotypes which are more easily observed in others than via introspection, may be tainted by the co-twin's phenotype to a greater extent in MZ than DZ pairs. We also show that the analysis of sum scores typically biases both MZ and DZ correlations compared to the true latent trait correlation. These two sources of bias are quantified for a range of values and are shown to be especially acute for sum scores based on binary items. Solutions to these problems include formal tests for measurement invariance across zygosity prior to analysis of the sum or scale scores, and multivariate genetic analysis at the individual item or symptom level.

摘要

对复杂性状(如行为或精神疾病诊断)的双胞胎研究通常涉及对多个项目得出的总分进行单变量分析。在本文中,我们表明,同卵性之间缺乏测量不变性会使方差的遗传和环境成分估计产生偏差。具体而言,如果将项目反应视为一个潜在因子的多个指标,且目的是划分潜在因子的方差,那么对于同卵双胞胎(MZ)和异卵双胞胎(DZ),将项目与因子联系起来的因子负荷应该相等。虽然先验来看这些负荷似乎不太可能因同卵性而异,但某些特殊的测量情况值得关注。父母的评分,或对在他人身上比通过内省更容易观察到的表型进行的自我评分,在MZ双胞胎中可能比DZ双胞胎更容易受到双胞胎同胞表型的影响。我们还表明,与真实的潜在性状相关性相比,总分分析通常会使MZ和DZ相关性产生偏差。针对一系列值对这两种偏差来源进行了量化,结果表明对于基于二元项目的总分,这些偏差尤为严重。解决这些问题的方法包括在分析总分或量表分数之前对同卵性之间的测量不变性进行正式检验,以及在单个项目或症状水平上进行多变量遗传分析。

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