DocumentCode :
2690955
Title :
Computation of biochemical pathway fluctuations beyond the linear noise approximation using iNA
Author :
Thomas, Paul ; Matuschek, Hannes ; Grima, Ramon
Author_Institution :
Sch. of Biol. Sci., Univ. of Edinburgh, Edinburgh, UK
fYear :
2012
fDate :
4-7 Oct. 2012
Firstpage :
1
Lastpage :
5
Abstract :
The linear noise approximation is commonly used to obtain intrinsic noise statistics for biochemical networks. These estimates are accurate for networks with large numbers of molecules. However it is well known that many biochemical networks are characterized by at least one species with a small number of molecules. We here describe version 0.3 of the software intrinsic Noise Analyzer (iNA) which allows for accurate computation of noise statistics over wide ranges of molecule numbers. This is achieved by calculating the next order corrections to the linear noise approximation´s estimates of variance and covariance of concentration fluctuations. The efficiency of the methods is significantly improved by automated just-in-time compilation using the LLVM framework leading to a fluctuation analysis which typically outperforms that obtained by means of exact stochastic simulations. iNA is hence particularly well suited for the needs of the computational biology community.
Keywords :
approximation theory; biochemistry; biology computing; covariance analysis; fluctuations; molecular biophysics; noise; program compilers; virtual machines; LLVM framework; automated just-in-time compilation; biochemical networks; biochemical pathway fluctuations; computational biology community; covariance analysis; fluctuation analysis; iNA; intrinsic noise statistics; linear noise approximation; molecule numbers; software intrinsic noise analyzer version 0.3; Approximation methods; Chemicals; Equations; Mathematical model; Noise; Proteins; Stochastic processes; Linear Noise Approximation; Stochastic modeling; genetic regulatory circuits;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Bioinformatics and Biomedicine (BIBM), 2012 IEEE International Conference on
Conference_Location :
Philadelphia, PA
Print_ISBN :
978-1-4673-2559-2
Electronic_ISBN :
978-1-4673-2558-5
Type :
conf
DOI :
10.1109/BIBM.2012.6392668
Filename :
6392668
Link To Document :
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