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Multipoint linkage-disequilibrium mapping with haplotype-block structure

机译:具有单倍型结构的多点连锁不平衡映射

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The HapMap Project is providing a great deal of new information on high-resolution haplotype structure in various human populations. This information has the potential to greatly increase the power of association mapping for a fixed amount of genotyping. A number of methods have been proposed for the identification of haplotype blocks, common haplotypes, and tagging single-nucleotide polymorphisms. Here, we build on this work by developing novel methods for case-control multipoint linkage-disequilibrium (LD) mapping that gain power and speed by making explicit use of the inferred block structure. Specifically, we developed a virtual-variant approach that uses the haplotype-block information to greatly increase power for detection of untyped common variants associated with a trait. Because full multipoint LD mapping can be slow, we exploited the haplotype-block information to develop a fast single-block multipointmapping method. Our methods are appropriate for genotype data and take into account the uncertainty in phase. We describe the methods in the context of case-parents trios, although they are also applicable to unrelated cases and controls. Our simulations indicate that the most important gains from taking into account the haplotype-block structure at the analysis stage of multipoint LD mapping come from (1) greatly increased power to detect association with untyped variants and (2) greatly improved localization of untyped variants associated with the trait. More-modest gains are obtained in improving power to detect association with a variant that is typed with a moderate amount of missing data. The methods are applied to a Crohn disease data set.
机译:HapMap项目正在提供有关各种人群的高分辨率单倍型结构的大量新信息。对于固定数量的基因分型,此信息可能会大大增加关联映射的功能。已经提出了许多用于鉴定单倍型嵌段,普通单倍型和标记单核苷酸多态性的方法。在这里,我们通过开发用于案例控制多点链接-不平衡(LD)映射的新颖方法来构建这项工作,该方法通过显式使用推断的块结构来获得功能和速度。具体来说,我们开发了一种虚拟变异方法,该方法使用单倍型区信息大大提高了检测与性状相关的未分型常见变异的能力。因为完整的多点LD映射可能很慢,所以我们利用单倍型块信息来开发快速的单块多点映射方法。我们的方法适用于基因型数据,并考虑了相位的不确定性。尽管它们也适用于无关的案例和控制,但我们在案例父母三重奏的上下文中描述了这些方法。我们的仿真表明,在多点LD映射的分析阶段考虑单体型结构,最重要的收获来自(1)大大提高了检测与无类型变体关联的能力,以及(2)大大改善了与无类型变体相关的定位具有特质。在提高检测与以中等数量的缺失数据键入的变体的关联的能力方面,获得了更为适度的收益。该方法被应用于克罗恩病数据集。

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