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The statistical practice of the GTEx Project: from single to multiple tissues
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作者 Xu Liao Xiaoran Chai +2 位作者 Xingjie Shi lin s.chen Jin Liu 《Quantitative Biology》 CSCD 2021年第2期151-167,共17页
Background:The Genotype-Tissue Expression(GTEx)Project has collected genetic and transcriptome profiles from a wide spectrum of tissues in nearly 1,000 ceased indiv iduals,providing an opportunity to study the regulat... Background:The Genotype-Tissue Expression(GTEx)Project has collected genetic and transcriptome profiles from a wide spectrum of tissues in nearly 1,000 ceased indiv iduals,providing an opportunity to study the regulatory roles of genetic variants in transcriptome activities from both cross-tissue and tissue-specific perspectives.Moreover,transeriptome activities(e.g.,transcript abundance and alternative splicing)can be treated as mediators between genotype and phenotype to achieve phenotypic alteration.Knowing the genotype associated transcriptome status,researchers can better understand the biological and molecular mechanisms of genetic risk variants in complex traits.Results:In this article,we first explore the genetic architecture of gene expression traits,and then review recent methods on quantitative trait locus(QTL)and co-expression network analysis.To further exemplify the usage of associations between genotype and transcriptome status,we briefly review methods that either directly or indirectly integrate expression/splicing QTL information in genome wide association studies(GWASs).Conclusions:The GTEx Project provides the largest and useful resouree to investigate the associations between genotype and transcriptome status.The integration of results from the GTEx Project and existing GWASs further advances our understanding of roles of gene expression changes in bridging both the genetic variants and complex traits. 展开更多
关键词 the Genotype-Tissue Expression Project quantitative trait loci(QTL) transcriptome-wide association studies genome-wide association studies
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