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首页> 外文期刊>Genetic epidemiology. >Unveiling Case-Control Relationships in Designing a Simple and Powerful Method for Detecting Gene-Gene Interactions
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Unveiling Case-Control Relationships in Designing a Simple and Powerful Method for Detecting Gene-Gene Interactions

机译:在设计简单而强大的基因-基因相互作用检测方法中揭示病例-对照关系

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摘要

The detection of gene-gene interactions (i.e., epistasis) in the human genome is becoming decisive for the complete characterization of the genetic factors associated with complex binary traits. Despite the fact that many methods have been developed to address this challenging issue, their performance still remains insufficient. We will show how case and control groups store complementary information regarding interactions, and the use of this fundamental property in the design of a new, rapid, and highly powerful epistasis analysis method. Unlike previous approaches where statistical methods are tested over a very limited range of situations, we have performed an exhaustive evaluation of the power of our new method. To this end, we also propose a more comprehensive interpretation of epistasis in which genotype interactions may be of risk, protective, or neutral. In this extended view of genetic interactions, we demonstrate that our method has superior performance than existing approaches, thus, providing a highly powerful tool for the identification of gene-gene interactions associated with binary traits.
机译:人类基因组中基因-基因相互作用(即上位性)的检测对于与复杂二元性状相关的遗传因子的完整表征变得决定性。尽管已经开发了许多方法来解决这一具有挑战性的问题,但是它们的性能仍然不足。我们将展示病例组和对照组如何存储有关相互作用的补充信息,以及在设计新的,快速且功能强大的上位性分析方法时如何使用此基本属性。与先前的方法在非常有限的情况下测试统计方法不同,我们对新方法的功能进行了详尽的评估。为此,我们还建议对上位基因进行更全面的解释,其中基因型相互作用可能具有风险,保护作用或中性。在这种遗传相互作用的扩展视图中,我们证明了我们的方法比现有方法具有更好的性能,从而为鉴定与二元性状相关的基因-基因相互作用提供了一个功能强大的工具。

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