DocumentCode :
3550564
Title :
Assignment of terminal penalties in controlling genetic regulatory networks
Author :
Choudhary, Ashish ; Datta, Aniruddha ; Bittner, Michael L. ; Dougherty, Edward R.
Author_Institution :
Dept. of Electr. Eng., Texas A&M Univ., College Station, TX, USA
fYear :
2005
fDate :
8-10 June 2005
Firstpage :
417
Abstract :
Probabilistic Boolean networks have been used to model inter-gene relationships and their dynamic behavior. Optimal control of such networks has been proposed by turning on or off individual genes. Though this problem was solved in an earlier work by using a dynamic programming algorithm, issues regarding the assignment of terminal penalties and selection of genes for intervention were not addressed. In this work, we provide an algorithm for assigning terminal penalties, taking long term uncontrolled behavior into account. We also discuss the possibility of using gene influence for pre selection of genes to be used for intervention. This is implemented for the popular WNT5A network.
Keywords :
Boolean functions; biocontrol; dynamic programming; genetics; optimal control; probability; WNT5A network; dynamic behavior; dynamic programming; gene influence; gene selection; genetic regulatory network control; intergene relationship modeling; optimal control; probabilistic Boolean networks; terminal penalty assignment; Bioinformatics; Biological system modeling; Control systems; Cost function; Genetics; Genomics; Intelligent networks; Optimal control; Turning; Uncertainty;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
American Control Conference, 2005. Proceedings of the 2005
ISSN :
0743-1619
Print_ISBN :
0-7803-9098-9
Electronic_ISBN :
0743-1619
Type :
conf
DOI :
10.1109/ACC.2005.1469971
Filename :
1469971
Link To Document :
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