Suppr超能文献

一种用于识别与性状相关的拷贝数变异的统计方法。

A Statistical Method for Identifying Trait-Associated Copy Number Variants.

作者信息

Jeng Jessie, Wu Qian, Li Hongzhe

机构信息

Department of Statistics, North Carolina State University, Raleigh, N.C., USA.

出版信息

Hum Hered. 2015;79(3-4):147-56. doi: 10.1159/000381585. Epub 2015 Jul 28.

Abstract

Copy number variants (CNVs), ranging in size from about one kilobase to several megabases, are DNA alterations of a genome that result in the cell having less or more than two copies of segments of the DNA. Such CNVs have been shown to be associated with many complex phenotypes, ranging from diseases to gene expressions. Novel methods have been developed for identifying CNVs both at the individual and at the population level. However, methods for testing CNV association are limited. Most available methods employ a two-step approach, where CNVs carried by the samples are identified first and then tested for association. However, the results of such tests depend on the threshold used for CNV identification and also the number of CNVs to be tested. We developed a method, CNVtest, to directly identify the trait-associated CNVs without the need of identifying sample-specific CNVs. We show that CNVtest asymptotically controls the type I error rate and identifies true trait-associated CNVs with a high probability. We demonstrate the methods using simulations and an application to identify the CNVs that are associated with population differentiation.

摘要

拷贝数变异(CNV),大小从约1千碱基到几兆碱基不等,是基因组的DNA改变,导致细胞中DNA片段的拷贝数少于或多于两个。已证明此类CNV与许多复杂表型相关,从疾病到基因表达。已经开发出了在个体和群体水平上识别CNV的新方法。然而,用于测试CNV关联的方法有限。大多数现有方法采用两步法,首先识别样本携带的CNV,然后测试其关联性。然而,此类测试的结果取决于用于CNV识别的阈值以及要测试的CNV数量。我们开发了一种方法CNVtest,无需识别样本特异性CNV即可直接识别与性状相关的CNV。我们表明,CNVtest渐近地控制I型错误率,并以高概率识别真正与性状相关的CNV。我们通过模拟和一个用于识别与群体分化相关的CNV的应用来演示这些方法。

相似文献

4
Copy number variation signature to predict human ancestry.拷贝数变异特征预测人类起源。
BMC Bioinformatics. 2012 Dec 27;13:336. doi: 10.1186/1471-2105-13-336.

本文引用的文献

3
Optimal Sparse Segment Identification with Application in Copy Number Variation Analysis.用于拷贝数变异分析的最优稀疏片段识别
J Am Stat Assoc. 2010 Apr 1;105(491):1156-1166. doi: 10.1198/jasa.2010.tm10083. Epub 2012 Jan 1.
5
Detecting simultaneous changepoints in multiple sequences.检测多个序列中的同时变化点。
Biometrika. 2010 Sep;97(3):631-645. doi: 10.1093/biomet/asq025. Epub 2010 Jun 16.

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验