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Gene Set Enrichment in eQTL Data Identifies Novel Annotations and Pathway Regulators

机译:eQTL数据中的基因集富集可识别新型注释和途径调节剂

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摘要

Genome-wide gene expression profiling has been extensively used to generate biological hypotheses based on differential expression. Recently, many studies have used microarrays to measure gene expression levels across genetic mapping populations. These gene expression phenotypes have been used for genome-wide association analyses, an analysis referred to as expression QTL (eQTL) mapping. Here, eQTL analysis was performed in adipose tissue from 28 inbred strains of mice. We focused our analysis on “trans-eQTL bands”, defined as instances in which the expression patterns of many genes were all associated to a common genetic locus. Genes comprising trans-eQTL bands were screened for enrichments in functional gene sets representing known biological pathways, and genes located at associated trans-eQTL band loci were considered candidate transcriptional modulators. We demonstrate that these patterns were enriched for previously characterized relationships between known upstream transcriptional regulators and their downstream target genes. Moreover, we used this strategy to identify both novel regulators and novel members of known pathways. Finally, based on a putative regulatory relationship identified in our analysis, we identified and validated a previously uncharacterized role for cyclin H in the regulation of oxidative phosphorylation. We believe that the specific molecular hypotheses generated in this study will reveal many additional pathway members and regulators, and that the analysis approaches described herein will be broadly applicable to other eQTL data sets.
机译:全基因组基因表达谱已被广泛用于产生基于差异表达的生物学假设。最近,许多研究已经使用微阵列来测量跨基因作图群体的基因表达水平。这些基因表达表型已用于全基因组关联分析,这种分析称为表达QTL(eQTL)定位。在这里,在来自28个自交系小鼠的脂肪组织中进行了eQTL分析。我们将分析重点放在“ trans-eQTL条带”上,“条带eQTL条带”定义为许多基因的表达模式都与一个共同的基因座相关的实例。筛选包含反式eQTL条带的基因,以富集代表已知生物学途径的功能基因集,并将位于相关反式eQTL条带基因座的基因视为候选转录调节剂。我们证明,这些模式为已知上游转录调节因子与其下游靶基因之间先前表征的关系所丰富。此外,我们使用这种策略来识别已知途径的新型调节剂和新型成员。最后,基于在我们的分析中确定的假定调控关系,我们确定并验证了细胞周期蛋白H在调节氧化磷酸化中未曾描述的作用。我们相信,这项研究中产生的特定分子假设将揭示许多其他途径的成员和调控者,并且本文所述的分析方法将广泛适用于其他eQTL数据集。

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