Reconstruction Of Transcriptional Regulatory Networks Via Integer Linear Programming

16TH EUROPEAN SYMPOSIUM ON COMPUTER AIDED PROCESS ENGINEERING AND 9TH INTERNATIONAL SYMPOSIUM ON PROCESS SYSTEMS ENGINEERING(2006)

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摘要
Much effort has been recently dedicated to the identification of genome-wide transcription regulatory networks by means of comprehensive high-throughput experiments that are capable of capturing the systemic behavior of the transcription coordination phenomenon. The present work comprises the development of Linear Programming (LP) and Integer Linear Programming (ILP) approaches to model and analyze the gene regulatory network of Saccharomyces cerevisiae, centered on a logic inference based representation of regulatory events and on a direct evaluation of experimental quantitative results. Our models are based in a simple representation of regulatory logic. Initial results show coherence to published data and improvements on the logical representation of regulatory events are currently under development.
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关键词
Integer Linear Programming, Transcriptional Regulatory Networks, Optimization, Logical Modeling
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