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首页> 外文期刊>Journal of biopharmaceutical statistics >A Systems Biology Approach for Identifying Novel Pathway Regulators in eQTL Mapping
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A Systems Biology Approach for Identifying Novel Pathway Regulators in eQTL Mapping

机译:在eQTL映射中识别新型通路调节剂的系统生物学方法

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摘要

Expression quantitative trait loci (eQTL) mapping holds great promise in elucidating gene regulations and predicting gene networks associated with complex phenotypes. We propose a systems biology approach by incorporating prior pathway information into an eQTL mapping framework, to identify novel pathway regulators that mediate pathway expression changes. We model gene expressions in a predefined biological pathway as a multivariate response to test the joint variation changes among different genotype categories at a locus. The method is motivated and applied to a yeast data set. Significant pathway regulators and regulation hotspots are detected. The proposed method provides a powerful tool for understanding gene regulation at a pathway level.
机译:表达定量性状基因座(eQTL)映射在阐明基因调控和预测与复杂表型相关的基因网络方面具有广阔的前景。我们通过将先前的途径信息整合到eQTL映射框架中来提出系统生物学方法,以鉴定介导途径表达变化的新型途径调节剂。我们在预定义的生物学途径中将基因表达建模为多变量响应,以测试某个基因座在不同基因型类别之间的关节变异变化。该方法被激发并应用于酵母数据集。检测到重要的通路调节剂和调节热点。拟议的方法提供了一个强大的工具,用于了解途径水平的基因调控。

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