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一种用于基于家系的关联研究的新型多标记检测方法。

A new multimarker test for family-based association studies.

作者信息

Rakovski Cyril S, Xu Xin, Lazarus Ross, Blacker Deborah, Laird Nan M

机构信息

Department of Biostatistics, Harvard School of Public Health, Boston, MA 02115, USA.

出版信息

Genet Epidemiol. 2007 Jan;31(1):9-17. doi: 10.1002/gepi.20186.

Abstract

We propose a new multimarker test for family-based studies in candidate genes. We use simulations under different genetic models to assess the performance of competing testing strategies, characterized in this study as combinations of the following important factors: genes, statistical tests, tag single nucleotide polymorphisms (SNP) methods, number of tag SNPs and family designs. An ANOVA model is employed to provide descriptive summaries of the effects on power of the above-mentioned factors. We find that tag SNP methods, gene characteristics and family designs have minimal impact on the best testing strategy. The familywise error rate (FWER) controlling multiple comparison procedure and the new multimarker test offer the highest power followed by the asymptotic global haplotype test. Both the FWER and the multimarker test are invariant to family designs and gain power as we increase the number of tag SNPs. However, the performance of the global haplotype test is slightly degraded when analyzing larger numbers of tag SNPs. Within the framework of our study, the best strategy for family-based studies in candidate genes that emerged from our analysis is to use the FWER or the multimarker test and select 6-10 tag SNPs using any of the tag SNP methods considered. We confirm the conclusions of our study with an application to Alzheimer's disease data.

摘要

我们提出了一种用于候选基因家系研究的新型多标记检测方法。我们在不同遗传模型下进行模拟,以评估竞争检测策略的性能,本研究将其表征为以下重要因素的组合:基因、统计检验、标签单核苷酸多态性(SNP)方法、标签SNP数量和家系设计。采用方差分析模型来提供上述因素对检验效能影响的描述性总结。我们发现标签SNP方法、基因特征和家系设计对最佳检测策略的影响最小。控制家族性错误率(FWER)的多重比较程序和新型多标记检测方法具有最高的检验效能,其次是渐近全局单倍型检验。FWER和多标记检测方法均不受家系设计的影响,并且随着标签SNP数量的增加检验效能会提高。然而,在分析大量标签SNP时,全局单倍型检验的性能会略有下降。在我们的研究框架内,我们分析得出的用于候选基因家系研究的最佳策略是使用FWER或多标记检测方法,并使用所考虑的任何一种标签SNP方法选择6 - 10个标签SNP。我们通过将其应用于阿尔茨海默病数据来证实我们研究的结论。

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