Design of Fixed Points in Boolean Networks Using Feedback Vertex Sets and Model Reduction

Fixed points in Boolean networks (BNs) represent cell types or states of cells and are important to decide characteristics of cells. As the control problem on fixed points, it is important to consider the problem of changing fixed points by using external stimuli (i.e., control inputs). In this pape...

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Main Author: Koichi Kobayashi
Format: Article
Language:English
Published: Wiley 2019-01-01
Series:Complexity
Online Access:http://dx.doi.org/10.1155/2019/9261793
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author Koichi Kobayashi
author_facet Koichi Kobayashi
author_sort Koichi Kobayashi
collection DOAJ
description Fixed points in Boolean networks (BNs) represent cell types or states of cells and are important to decide characteristics of cells. As the control problem on fixed points, it is important to consider the problem of changing fixed points by using external stimuli (i.e., control inputs). In this paper, we propose two methods for designing fixed points. First, a design method using model reduction is proposed. Using the reduced model, the problem of placing fixed points can be rewritten as an integer linear programming problem. Next, we consider the design problem using only the graph structure of a given BN and derive some results. In both methods, a feedback vertex set of a directed graph plays an important role. Finally, a biological example is presented.
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spelling doaj-art-c1747f8fe8b146a4a0f0a8d21c14bb1d2025-08-20T02:19:15ZengWileyComplexity1076-27871099-05262019-01-01201910.1155/2019/92617939261793Design of Fixed Points in Boolean Networks Using Feedback Vertex Sets and Model ReductionKoichi Kobayashi0Graduate School of Information Science and Technology, Hokkaido University, Sapporo 060-0814, JapanFixed points in Boolean networks (BNs) represent cell types or states of cells and are important to decide characteristics of cells. As the control problem on fixed points, it is important to consider the problem of changing fixed points by using external stimuli (i.e., control inputs). In this paper, we propose two methods for designing fixed points. First, a design method using model reduction is proposed. Using the reduced model, the problem of placing fixed points can be rewritten as an integer linear programming problem. Next, we consider the design problem using only the graph structure of a given BN and derive some results. In both methods, a feedback vertex set of a directed graph plays an important role. Finally, a biological example is presented.http://dx.doi.org/10.1155/2019/9261793
spellingShingle Koichi Kobayashi
Design of Fixed Points in Boolean Networks Using Feedback Vertex Sets and Model Reduction
Complexity
title Design of Fixed Points in Boolean Networks Using Feedback Vertex Sets and Model Reduction
title_full Design of Fixed Points in Boolean Networks Using Feedback Vertex Sets and Model Reduction
title_fullStr Design of Fixed Points in Boolean Networks Using Feedback Vertex Sets and Model Reduction
title_full_unstemmed Design of Fixed Points in Boolean Networks Using Feedback Vertex Sets and Model Reduction
title_short Design of Fixed Points in Boolean Networks Using Feedback Vertex Sets and Model Reduction
title_sort design of fixed points in boolean networks using feedback vertex sets and model reduction
url http://dx.doi.org/10.1155/2019/9261793
work_keys_str_mv AT koichikobayashi designoffixedpointsinbooleannetworksusingfeedbackvertexsetsandmodelreduction