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The mixed or multilevel model for behavior genetic analysis.

机译:行为遗传分析的混合或多层模型。

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摘要

We propose the mixed model or multilevel model as a general alternative approach to existing behavior genetic analysis-an alternative to correlation analysis, the DeFries-Fulker analysis, and structural equation modeling. The mixed or multilevel model handles readily families of behavioral genetic data, which include paired sibling data (e.g., pairs of MZ and DZ twins) and clustered sibling data (e.g., a family of more than two biological siblings) as special cases. Not only can a family of behavioral genetic data have more than two siblings, it can also contain multiple types of siblings (e.g., a pair of MZ twins, a pair of DZ twins, a full sibling, and a half sibling). In contrast to the traditional approaches, the mixed or multilevel model is insensitive to the order of the siblings in a sibling cluster. We apply our approach to a large, nationally representative behavior genetic sample collected recently by the Add Health Study. We demonstrate the approach through several applications using both clustered and family complex behavioral genetic data: conventional variance decomposition analysis, analysis of interactions between genetic and environmental influences, and analysis of the possible genetic basis for friendship selection. We compare results from the mixed or multilevel model, Pearson's correlation analysis, and the structural equation model.
机译:我们提出将混合模型或多级模型作为现有行为遗传分析的通用替代方法,作为相关分析,DeFries-Fulker分析和结构方程建模的替代方法。混合或多级模型可以轻松处理行为遗传数据家族,其中包括成对的同胞数据(例如,一对MZ和DZ双胞胎)和成簇的同胞数据(例如,两个以上的生物学同胞的家庭)。一个行为遗传数据家族不仅可以有两个以上的兄弟姐妹,而且还可以包含多种兄弟姐妹(例如一对MZ双胞胎,一对DZ双胞胎,一个完整的兄弟姐妹和一个半兄弟姐妹)。与传统方法相反,混合或多级模型对同级集群中同级的顺序不敏感。我们将我们的方法应用于最近由Add Health Study收集的,具有全国代表性的行为遗传样本。我们通过使用聚类和家族复杂行为遗传数据的几种应用来证明该方法:常规方差分解分析,遗传与环境影响之间相互作用的分析以及友谊选择的可能遗传基础分析。我们比较了混合模型或多层模型,Pearson相关分析和结构方程模型的结果。

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