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在多标记传递/不平衡检验中利用单倍型相似性提高检验效能。

Increasing power by using haplotype similarity in a multimarker transmission/disequilibrium test.

作者信息

Abad-Grau María M, Medina-Medina Nuria, Moral Serafín, Montes-Soldado Rosana, Torres-Sánchez Sergio, Matesanz Fuencisla

机构信息

Department of Computer Languages and Systems-CITIC, Universidad de Granada, Granada 18071, Spain.

出版信息

J Bioinform Comput Biol. 2013 Apr;11(2):1250014. doi: 10.1142/S021972001250014X. Epub 2012 Jul 11.

Abstract

It is already known that power in multimarker transmission/disequilibrium tests may improve with the number of markers as some associations may require several markers to be captured. However, a mechanism such as haplotype grouping must be used to avoid incremental complexity with the number of markers. 2G, a state-of-the-art transmission/disequilibrium test, implements this mechanism to its maximum extent by grouping haplotypes into only two groups, high and low-risk haplotypes, so that the test has only one degree of freedom regardless of the number of markers. The test checks whether those haplotypes more often transmitted from parents to offspring are truly high-risk haplotypes. In this paper we use haplotype similarity as prior knowledge to classify haplotypes as high or low risk ones and start with those haplotypes in which the prior will have lower impact i.e. those with the largest differences between transmission and non-transmission counts. If their counts are very different, the prior knowledge has little effect and haplotypes are classified as low or high risk as 2G does. We show a substantial gain in power achieved by this approach, in both simulation and real data sets.

摘要

已经知道,在多标记传递/不平衡检验中,随着标记数量的增加,检验效能可能会提高,因为一些关联可能需要多个标记才能被捕捉到。然而,必须使用一种机制,如单倍型分组,以避免随着标记数量增加而带来的复杂性增加。2G是一种先进的传递/不平衡检验方法,它通过将单倍型仅分为高风险和低风险两组,最大限度地实施了这种机制,这样无论标记数量多少,该检验都只有一个自由度。该检验会检查那些更常从父母传递给后代的单倍型是否真的是高风险单倍型。在本文中,我们将单倍型相似性作为先验知识,将单倍型分类为高风险或低风险单倍型,并从那些先验影响较小的单倍型开始,即那些传递计数和非传递计数差异最大的单倍型。如果它们的计数差异很大,先验知识的影响就很小,单倍型将像2G那样被分类为低风险或高风险。我们表明,在模拟数据集和真实数据集中,这种方法都能显著提高检验效能。

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