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Association testing of the mitochondrial genome using pedigree data

机译:使用谱系数据对线粒体基因组进行关联测试

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In humans, mitochondria contain their own DNA (mtDNA) that is inherited exclusively from the mother. The mitochondrial genome encodes 13 polypeptides that are components of oxidative phosphorylation to produce energy. Any disruption in these genes might interfere with energy production and thus contribute to metabolic derangement. Mitochondria also regulate several important cellular activities including cell death and calcium homeostasis. Aided by sharply declining costs of high-density genotyping, hundreds of mitochondrial variants will soon be available in several cohorts with pedigree structures. Association testing of mitochondrial variants with disease traits using pedigree data raises unique challenges because of the difficulty in separating the effects of nuclear and mitochondrial genomes, which display different modes of inheritance. Failing to correctly account for these effects might decrease power or inflate type I error in association tests. In this report, we sought to identify the best strategy for association testing of mitochondrial variants when genotype and phenotype data are available in pedigrees. We proposed several strategies to account for polygenic effects of the nuclear and mitochondrial genomes and we performed extensive simulation studies to evaluate type I error and power of these strategies. In addition, we proposed two permutation tests to obtain empirical P values for these strategies. Furthermore, we applied two of the analytical strategies to association analysis of 196 mitochondrial variants with blood pressure and fasting blood glucose in the pedigree rich, Framingham Heart Study. Finally, we discussed strategies for study design, genotyping, and data cleaning in association testing of mtDNA in pedigrees.
机译:在人类中,线粒体含有自己的DNA(mtDNA),该DNA仅从母亲那里继承。线粒体基因组编码13种多肽,它们是氧化磷酸化产生能量的成分。这些基因的任何破坏都可能干扰能量产生,从而导致代谢紊乱。线粒体还调节几种重要的细胞活动,包括细胞死亡和钙稳态。在高密度基因分型的成本急剧下降的帮助下,数百个线粒体变体将很快在具有血统结构的多个队列中提供。使用谱系数据对线粒体变异体与疾病性状的关联测试提出了独特的挑战,因为难以区分显示不同遗传模式的核和线粒体基因组的影响。未能正确考虑这些影响可能会降低功耗,或在关联测试中夸大I型错误。在本报告中,我们试图找出在谱系中可获得基因型和表型数据的线粒体变体关联测试的最佳策略。我们提出了几种策略来说明核和线粒体基因组的多基因效应,并且我们进行了广泛的模拟研究以评估这些策略的I型错误和功效。此外,我们提出了两种置换检验来获得这些策略的经验P值。此外,在富血统的弗雷明汉心脏研究中,我们应用了两种分析策略将196种线粒体变异与血压和空腹血糖进行关联分析。最后,我们讨论了系谱中mtDNA关联测试中的研究设计,基因分型和数据清除策略。

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