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JAG:一种评估基因集在复杂性状中作用的计算工具。

JAG: A Computational Tool to Evaluate the Role of Gene-Sets in Complex Traits.

作者信息

Lips Esther S, Kooyman Maarten, de Leeuw Christiaan, Posthuma Danielle

机构信息

Department of Complex Trait Genetics, Neuroscience Campus Amsterdam, VU University & VU Medical Center, Amsterdam 1081HV, The Netherlands.

Netherlands Bioinformatics Centre, Geert de Grooteplein 28, Nijmegen 6525 GA, The Netherlands.

出版信息

Genes (Basel). 2015 May 14;6(2):238-51. doi: 10.3390/genes6020238.

Abstract

Gene-set analysis has been proposed as a powerful tool to deal with the highly polygenic architecture of complex traits, as well as with the small effect sizes typically found in GWAS studies for complex traits. We developed a tool, Joint Association of Genetic variants (JAG), which can be applied to Genome Wide Association (GWA) data and tests for the joint effect of all single nucleotide polymorphisms (SNPs) located in a user-specified set of genes or biological pathway. JAG assigns SNPs to genes and incorporates self-contained and/or competitive tests for gene-set analysis. JAG uses permutation to evaluate gene-set significance, which implicitly controls for linkage disequilibrium, sample size, gene size, the number of SNPs per gene and the number of genes in the gene-set. We conducted a power analysis using the Wellcome Trust Case Control Consortium (WTCCC) Crohn's disease data set and show that JAG correctly identifies validated gene-sets for Crohn's disease and has more power than currently available tools for gene-set analysis. JAG is a powerful, novel tool for gene-set analysis, and can be freely downloaded from the CTG Lab website.

摘要

基因集分析已被提出作为一种强大的工具,用于处理复杂性状的高度多基因结构,以及处理全基因组关联研究(GWAS)中复杂性状通常发现的小效应大小。我们开发了一种工具,即基因变异联合关联(JAG),它可应用于全基因组关联(GWA)数据,并对位于用户指定的一组基因或生物途径中的所有单核苷酸多态性(SNP)的联合效应进行检验。JAG将SNP分配给基因,并纳入用于基因集分析的自包含和/或竞争性检验。JAG使用置换来评估基因集的显著性,这隐含地控制了连锁不平衡、样本大小、基因大小、每个基因的SNP数量以及基因集中的基因数量。我们使用威康信托病例对照研究联盟(WTCCC)的克罗恩病数据集进行了效能分析,结果表明JAG能正确识别出已验证的克罗恩病基因集,并且比目前可用的基因集分析工具具有更高的效能。JAG是一种用于基因集分析的强大且新颖的工具,可从CTG实验室网站免费下载。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b66f/4488663/6ac39822b64f/genes-06-00238-g001.jpg

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