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In Silico Analysis of Disease-Association Mapping Strategies Using the Coalescent Process and Incorporating Ascertainment and Selection

机译:结合过程以及确定性和选择性的疾病关联制图策略计算机模拟分析

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摘要

We present a new method for simulating samples of marker haplotypes, genotypes, or diplotypes in case-control studies in which the markers are linked to a disease locus in any specified region of the genome. The method allows realistic features to be incorporated into the simulations, including selection acting on disease alleles, sample ascertainment of disease chromosomes and polymorphic markers, a genetic dominance model of disease expression that allows incomplete penetrance and phenocopies, and an accurate genetic map of recombination rates and hotspots for recombination in the human genome (or, alternatively, an improved method for simulating the distribution of hotspots). The new method uses an approach that combines simulation of the coalescent process for the sampled chromosomes with a diffusion process used to model the evolution of the disease-mutation frequency over time. Examples illustrate how the method may be used to study the expected power of a marker-disease association study.
机译:我们提出了一种新的方法,用于在病例对照研究中模拟标记单倍型,基因型或双倍型的样品,其中标记与基因组任何指定区域中的疾病位点相关。该方法可以将逼真的功能整合到模拟中,包括对疾病等位基因进行选择,确定疾病染色体和多态性标记的样本,疾病表达的遗传优势模型(允许不完整的外显率和表型以及正确的重组率遗传图谱)以及在人类基因组中重组的热点(或者,一种用于模拟热点分布的改进方法)。新方法使用了一种方法,该方法将对采样染色体的合并过程的仿真与用于对疾病突变频率随时间的演变进行建模的扩散过程相结合。实例说明了该方法如何用于研究标记物-疾病关联研究的预期功效。

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