A systems biology approach for identifying novel pathway regulators in eQTL mapping.

نویسندگان

  • Shaoyu Li
  • Qing Lu
  • Yuehua Cui
چکیده

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.

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عنوان ژورنال:
  • Journal of biopharmaceutical statistics

دوره 20 2  شماره 

صفحات  -

تاریخ انتشار 2010