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* TITLE Reconstructing Gene Regulatory Networks from Time-Series Microarray Data
* SPEAKERS
Name Affiliation E-mail
Prof. Sai-Ping Lee Institute of Physics, Academia Sinica
* HOST(Applicant)
Name Affiliation E-mail
-
* DATE / TIME 2005-06-25, 11:00 - 12:00
* PLACE Seminar Room #512, APCTP Headquarters
* ABSTRACT
A gene regulatory network depicts which genes turn on which and at what
moment. Knowledge of such gene networks is key to an understanding of
the biological process. We propose here to use a statistical method for
the reconstruction of gene regulatory networks based on Bayesian networks
from microarray data. We describe a nonlinear model for the rate of gene
transcription in which levels of gene expression are continuous. The
reconstruction becomes an optimization problem where optimization
algorithms are employed to search for optimal solutions. We apply the
methodology to reconstruct the regulatory network of 41 yeast cell cycle
genes from a real microarray data set. The result obtained is promising:
more than 70\% (31 out of 43 arcs) of the reconstructed regulations are
consistent with experimental findings.
 
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