Estimation of Parent-Sib Correlations for Quantitative Traits Using the Linear Mixed Regression Model: Applications to Arterial Blood Pressures Data Collected From Nuclear Families

Maha Al-Eid, Sarah Al-Gahtani, M. Shoukri
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Abstract

: A fundamental question in quantitative genetics is whether observed variation in the phenotypic values of a particular trait is due to environmental or to biological factors. Proportion of variations attributed to genetic factors is known as heritability of the trait. Heritability is a concept that summarizes how much of the variation in a trait is due to variation in genetic factors. Often, this term is used in reference to the resemblance between parents and their offspring. In this context, high heritability implies a strong resemblance between parents and offspring with regard to a specific trait, while low heritability implies a low level of resemblance. While many applications measure the offspring resemblance to their parents using the mid-parental value of a quantitative trait of interest as an input parameter, others focus on estimating maternal and paternal heritability. In this paper we address the problem of estimating parental heritability using the nuclear family as a unit of analysis. We derive moment and maximum likelihood estimators of parental heritability, and test their equality using the likelihood ratio test, the delta method. We also use Fieller’s interval on the ratio of parental heritability to address the question of bioequivalence. The methods are illustrated on published arterial blood pressures data collected from nuclear families.
使用线性混合回归模型估计数量性状的父母-兄弟相关:应用于从核心家族收集的动脉血压数据
数量遗传学的一个基本问题是观察到的特定性状表型值的变化是由于环境因素还是生物因素。归因于遗传因素的变异比例被称为性状的遗传性。遗传力是一个概念,概括了性状中有多少变异是由遗传因素引起的。通常,这个词用来指父母和子女之间的相似之处。在这种情况下,高遗传率意味着父母和后代之间就某一特定特征有很强的相似性,而低遗传率意味着低水平的相似性。虽然许多应用程序使用感兴趣的数量性状的中间亲代值作为输入参数来测量后代与其父母的相似性,但其他应用程序则侧重于估计母亲和父亲的遗传力。在本文中,我们解决的问题估计亲本遗传力使用核心家庭作为一个分析单位。我们推导了亲本遗传力的矩似然估计量和极大似然估计量,并使用似然比检验(delta法)检验了它们的相等性。我们还使用亲本遗传率的菲尔勒区间来解决生物等效性问题。从核心家庭收集的已发表的动脉血压数据说明了这些方法。
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