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Properties of Boolean networks and methods for their tests

Transcriptional regulation networks are often modeled as Boolean networks. We discuss certain properties of Boolean functions (BFs), which are considered as important in such networks, namely, membership to the classes of unate or canalizing functions. Of further interest is the average sensitivity...

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Autores principales: Klotz, Johannes Georg, Feuer, Ronny, Sawodny, Oliver, Bossert, Martin, Ederer, Michael, Schober, Steffen
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2013
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3605186/
https://www.ncbi.nlm.nih.gov/pubmed/23311536
http://dx.doi.org/10.1186/1687-4153-2013-1
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author Klotz, Johannes Georg
Feuer, Ronny
Sawodny, Oliver
Bossert, Martin
Ederer, Michael
Schober, Steffen
author_facet Klotz, Johannes Georg
Feuer, Ronny
Sawodny, Oliver
Bossert, Martin
Ederer, Michael
Schober, Steffen
author_sort Klotz, Johannes Georg
collection PubMed
description Transcriptional regulation networks are often modeled as Boolean networks. We discuss certain properties of Boolean functions (BFs), which are considered as important in such networks, namely, membership to the classes of unate or canalizing functions. Of further interest is the average sensitivity (AS) of functions. In this article, we discuss several algorithms to test the properties of interest. To test canalizing properties of functions, we apply spectral techniques, which can also be used to characterize the AS of functions as well as the influences of variables in unate BFs. Further, we provide and review upper and lower bounds on the AS of unate BFs based on the spectral representation. Finally, we apply these methods to a transcriptional regulation network of Escherichia coli, which controls central parts of the E. coli metabolism. We find that all functions are unate. Also the analysis of the AS of the network reveals an exceptional robustness against transient fluctuations of the binary variables.(a)
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spelling pubmed-36051862013-03-26 Properties of Boolean networks and methods for their tests Klotz, Johannes Georg Feuer, Ronny Sawodny, Oliver Bossert, Martin Ederer, Michael Schober, Steffen EURASIP J Bioinform Syst Biol Research Transcriptional regulation networks are often modeled as Boolean networks. We discuss certain properties of Boolean functions (BFs), which are considered as important in such networks, namely, membership to the classes of unate or canalizing functions. Of further interest is the average sensitivity (AS) of functions. In this article, we discuss several algorithms to test the properties of interest. To test canalizing properties of functions, we apply spectral techniques, which can also be used to characterize the AS of functions as well as the influences of variables in unate BFs. Further, we provide and review upper and lower bounds on the AS of unate BFs based on the spectral representation. Finally, we apply these methods to a transcriptional regulation network of Escherichia coli, which controls central parts of the E. coli metabolism. We find that all functions are unate. Also the analysis of the AS of the network reveals an exceptional robustness against transient fluctuations of the binary variables.(a) BioMed Central 2013 2013-01-11 /pmc/articles/PMC3605186/ /pubmed/23311536 http://dx.doi.org/10.1186/1687-4153-2013-1 Text en Copyright ©2013 Klotz et al.; licensee Springer. http://creativecommons.org/licenses/by/2.0 This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research
Klotz, Johannes Georg
Feuer, Ronny
Sawodny, Oliver
Bossert, Martin
Ederer, Michael
Schober, Steffen
Properties of Boolean networks and methods for their tests
title Properties of Boolean networks and methods for their tests
title_full Properties of Boolean networks and methods for their tests
title_fullStr Properties of Boolean networks and methods for their tests
title_full_unstemmed Properties of Boolean networks and methods for their tests
title_short Properties of Boolean networks and methods for their tests
title_sort properties of boolean networks and methods for their tests
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3605186/
https://www.ncbi.nlm.nih.gov/pubmed/23311536
http://dx.doi.org/10.1186/1687-4153-2013-1
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