| Literature DB >> 20309764 |
Shaoyu Li1, Qing Lu, Yuehua Cui.
Abstract
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.Entities:
Mesh:
Year: 2010 PMID: 20309764 DOI: 10.1080/10543400903572803
Source DB: PubMed Journal: J Biopharm Stat ISSN: 1054-3406 Impact factor: 1.051