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Network Structure Preserving Model Reduction: Results of a Simulation Study
Yeung, E.; GONCALVES, Jorge; Sandberg, H. et al.
2009In The proceedings of the Third International Conference on Foundations of Systems Biology in Engineering (FOSBE 2009)
Peer reviewed
 

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Abstract :
[en] Reconstructed models of biochemical networks often reflect the high level of complexity inherent in the biological system being modeled. The difficulties of predicting gene expression and analyzing the effects of individual perturbations at a system-wide resolution are exacerbated by model complexity. This paper extends a state projection method for structure preserving model reduction to a particular model class of reconstructed networks known as dynamical structure functions. In contrast to traditional approaches where a priori knowledge of partitions on unmeasured species is required, dynamical structure functions require a weaker notion of system structure, specifying only the causal relationship between measured chemical species of the system. The resulting technique, like similar approaches, does not provide theoretical performance guarantees, so an extensive computational study is conducted, and it is observed to work fairly well in practice. Moreover, sufficient conditions, characterizing edge loss resulting from the reduction process, are presented.
Disciplines :
Engineering, computing & technology: Multidisciplinary, general & others
Author, co-author :
Yeung, E.
GONCALVES, Jorge ;  University of Luxembourg > Luxembourg Centre for Systems Biomedicine (LCSB)
Sandberg, H.
Warnick, S.
Language :
English
Title :
Network Structure Preserving Model Reduction: Results of a Simulation Study
Publication date :
2009
Event name :
Third International Conference on Foundations of Systems Biology in Engineering (FOSBE 2009)
Event place :
Denver, Colorado, United States
Event date :
August 9-12, 2009
Main work title :
The proceedings of the Third International Conference on Foundations of Systems Biology in Engineering (FOSBE 2009)
Pages :
193-196
Peer reviewed :
Peer reviewed
Available on ORBilu :
since 17 March 2015

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