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Global Stabilization of Boolean Networks to Control the Heterogeneity of Cellular Responses

Boolean networks (BNs) have been widely used as a useful model for molecular regulatory networks in systems biology. In the state space of BNs, attractors represent particular cell phenotypes. For targeted therapy of cancer, there is a pressing need to control the heterogeneity of cellular responses...

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Autores principales: Yang, Jung-Min, Lee, Chun-Kyung, Cho, Kwang-Hyun
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6060448/
https://www.ncbi.nlm.nih.gov/pubmed/30072906
http://dx.doi.org/10.3389/fphys.2018.00774
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author Yang, Jung-Min
Lee, Chun-Kyung
Cho, Kwang-Hyun
author_facet Yang, Jung-Min
Lee, Chun-Kyung
Cho, Kwang-Hyun
author_sort Yang, Jung-Min
collection PubMed
description Boolean networks (BNs) have been widely used as a useful model for molecular regulatory networks in systems biology. In the state space of BNs, attractors represent particular cell phenotypes. For targeted therapy of cancer, there is a pressing need to control the heterogeneity of cellular responses to the targeted drug by reducing the number of attractors associated with the ill phenotypes of cancer cells. Here, we present a novel control scheme for global stabilization of BNs to a unique fixed point. Using a sufficient condition of global stabilization with respect to the adjacency matrix, we can determine a set of constant controls so that the controlled BN is steered toward an unspecified fixed point which can then be further transformed to a desired attractor by subsequent control. Our method is efficient in that it has polynomial complexity with respect to the number of state variables, while having exponential complexity with respect to in-degree of BNs. To demonstrate the applicability of the proposed control scheme, we conduct simulation studies using a regulation influence network describing the metastatic process of cells and the Mitogen-activated protein kinase (MAPK) signaling network that is crucial in cancer cell fate determination.
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spelling pubmed-60604482018-08-02 Global Stabilization of Boolean Networks to Control the Heterogeneity of Cellular Responses Yang, Jung-Min Lee, Chun-Kyung Cho, Kwang-Hyun Front Physiol Physiology Boolean networks (BNs) have been widely used as a useful model for molecular regulatory networks in systems biology. In the state space of BNs, attractors represent particular cell phenotypes. For targeted therapy of cancer, there is a pressing need to control the heterogeneity of cellular responses to the targeted drug by reducing the number of attractors associated with the ill phenotypes of cancer cells. Here, we present a novel control scheme for global stabilization of BNs to a unique fixed point. Using a sufficient condition of global stabilization with respect to the adjacency matrix, we can determine a set of constant controls so that the controlled BN is steered toward an unspecified fixed point which can then be further transformed to a desired attractor by subsequent control. Our method is efficient in that it has polynomial complexity with respect to the number of state variables, while having exponential complexity with respect to in-degree of BNs. To demonstrate the applicability of the proposed control scheme, we conduct simulation studies using a regulation influence network describing the metastatic process of cells and the Mitogen-activated protein kinase (MAPK) signaling network that is crucial in cancer cell fate determination. Frontiers Media S.A. 2018-07-17 /pmc/articles/PMC6060448/ /pubmed/30072906 http://dx.doi.org/10.3389/fphys.2018.00774 Text en Copyright © 2018 Yang, Lee and Cho. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Physiology
Yang, Jung-Min
Lee, Chun-Kyung
Cho, Kwang-Hyun
Global Stabilization of Boolean Networks to Control the Heterogeneity of Cellular Responses
title Global Stabilization of Boolean Networks to Control the Heterogeneity of Cellular Responses
title_full Global Stabilization of Boolean Networks to Control the Heterogeneity of Cellular Responses
title_fullStr Global Stabilization of Boolean Networks to Control the Heterogeneity of Cellular Responses
title_full_unstemmed Global Stabilization of Boolean Networks to Control the Heterogeneity of Cellular Responses
title_short Global Stabilization of Boolean Networks to Control the Heterogeneity of Cellular Responses
title_sort global stabilization of boolean networks to control the heterogeneity of cellular responses
topic Physiology
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6060448/
https://www.ncbi.nlm.nih.gov/pubmed/30072906
http://dx.doi.org/10.3389/fphys.2018.00774
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