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Hardy-Weinberg equilibrium revisited for inferences on genotypes featuring allele and copy-number variations

机译:重新研究哈迪-温伯格平衡以推断具有等位基因和拷贝数变异的基因型

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摘要

Copy number variations represent a substantial source of genetic variation and are associated with a plethora of physiological and pathophysiological conditions. Joint copy number and allelic variations (CNAVs) are difficult to analyze and require new strategies to unravel the properties of genotype distributions. We developed a Bayesian hidden Markov model (HMM) approach that allows dissecting intrinsic properties and metastructures of the distribution of CNAVs within populations, in particular haplotype phases of genes with varying copy numbers. As a key feature, this approach incorporates an extension of the Hardy-Weinberg equilibrium, allowing both a comprehensive and parsimonious model design. We demonstrate the quality of performance and applicability of the HMM approach with a real data set describing the Fcγ receptor (FcγR) gene region. Our concept, using a dynamic process to analyze a static distribution, establishes the basis for a novel understanding of complex genomic data sets.
机译:拷贝数变异代表遗传变异的重要来源,并与过多的生理和病理生理状况有关。联合拷贝数和等位基因变异(CNAVs)难以分析,需要新的策略来阐明基因型分布的特性。我们开发了一种贝叶斯隐马尔可夫模型(HMM)方法,该方法可以剖析种群内CNAV分布的固有属性和元结构,尤其是具有不同拷贝数的基因的单倍型。作为主要功能,此方法结合了Hardy-Weinberg平衡的扩展,从而允许进行全面而简约的模型设计。我们用描述Fcγ受体(FcγR)基因区域的真实数据集证明了HMM方法的性能和适用性。我们的概念是使用动态过程来分析静态分布,为新颖理解复杂的基因组数据集奠定了基础。

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