单核苷酸多态性检测的DNA池和统计检验。

IF 0.8 4区 数学 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY
David M Ramsey, Andreas Futschik
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引用次数: 4

摘要

下一代基因组测序仪的发展为更多地了解人类和其他种群的基因组成提供了机会。一个重要的问题涉及种群中变异发生的地点。我们的重点将放在罕见变异的检测上。这些变异通常不会出现在较小的样本中,并且很难与较大样本中的测序错误区分开来。对于通常用作节省成本策略一部分的汇集样本来说尤其如此。本文的重点是涉及DNA池的实验。我们推导了实验设计,优化了检测单核苷酸多态性(snp,种群中存在变异的位点)的统计测试的能力。我们还提出了一种新的简单测试,如果一个潜在变异的最大读取次数超过一定的阈值,则称为SNP。这个阈值是根据可用通道的数量、基因组测序仪的参数以及在没有变异存在的情况下接受位点存在变异的指定概率来定义的。在此测试的基础上,我们推导出最适合检测罕见变异的池大小。该测试与似然比测试进行比较,似然比测试考虑了来自所有车道的预期变体的读取数量。结果表明,基于阈值的规则达到了与该似然比检验相当的能力,并且可能是确定在实际应用中检测罕见等位基因的接近最佳池大小的有用工具。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
DNA pooling and statistical tests for the detection of single nucleotide polymorphisms.

The development of next generation genome sequencers gives the opportunity of learning more about the genetic make-up of human and other populations. One important question involves the location of sites at which variation occurs within a population. Our focus will be on the detection of rare variants. Such variants will often not be present in smaller samples and are hard to distinguish from sequencing errors in larger samples. This is particularly true for pooled samples which are often used as part of a cost saving strategy. The focus of this article is on experiments that involve DNA pooling. We derive experimental designs that optimize the power of statistical tests for detecting single nucleotide polymorphisms (SNPs, sites at which there is variation within a population). We also present a new simple test that calls a SNP, if the maximum number of reads of a prospective variant across lanes exceeds a certain threshold. The value of this threshold is defined according to the number of available lanes, the parameters of the genome sequencer and a specified probability of accepting that there is variation at a site when no variation is present. On the basis of this test, we derive pool sizes which are optimal for the detection of rare variants. This test is compared with a likelihood ratio test, which takes into account the number of reads of a prospective variant from all the lanes. It is shown that the threshold based rule achieves a comparable power to this likelihood ratio test and may well be a useful tool in determining near optimal pool sizes for the detection of rare alleles in practical applications.

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来源期刊
Statistical Applications in Genetics and Molecular Biology
Statistical Applications in Genetics and Molecular Biology BIOCHEMISTRY & MOLECULAR BIOLOGY-MATHEMATICAL & COMPUTATIONAL BIOLOGY
自引率
11.10%
发文量
8
期刊介绍: Statistical Applications in Genetics and Molecular Biology seeks to publish significant research on the application of statistical ideas to problems arising from computational biology. The focus of the papers should be on the relevant statistical issues but should contain a succinct description of the relevant biological problem being considered. The range of topics is wide and will include topics such as linkage mapping, association studies, gene finding and sequence alignment, protein structure prediction, design and analysis of microarray data, molecular evolution and phylogenetic trees, DNA topology, and data base search strategies. Both original research and review articles will be warmly received.
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