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Time-Based Switching Control of Genetic Regulatory Networks: Toward Sequential Drug Intake for Cancer Therapy

As cancer growth and development typically involves multiple genes and pathways, combination therapy has been touted as the standard of care in the treatment of cancer. However, drug toxicity becomes a major concern whenever a patient takes 2 or more drugs simultaneously at the maximum tolerable dos...

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Autores principales: Oduola, Wasiu Opeyemi, Li, Xiangfang, Duan, Chang, Qian, Lijun, Wu, Fen, Dougherty, Edward R
Formato: Online Artículo Texto
Lenguaje:English
Publicado: SAGE Publications 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5431492/
https://www.ncbi.nlm.nih.gov/pubmed/28579741
http://dx.doi.org/10.1177/1176935117706888
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author Oduola, Wasiu Opeyemi
Li, Xiangfang
Duan, Chang
Qian, Lijun
Wu, Fen
Dougherty, Edward R
author_facet Oduola, Wasiu Opeyemi
Li, Xiangfang
Duan, Chang
Qian, Lijun
Wu, Fen
Dougherty, Edward R
author_sort Oduola, Wasiu Opeyemi
collection PubMed
description As cancer growth and development typically involves multiple genes and pathways, combination therapy has been touted as the standard of care in the treatment of cancer. However, drug toxicity becomes a major concern whenever a patient takes 2 or more drugs simultaneously at the maximum tolerable dosage. A potential solution would be administering the drugs in a sequential or alternating manner rather than concurrently. This study therefore examines the feasibility of such an approach from a switched system control perspective. Particularly, we study how genetic regulatory systems respond to sequential (switched) drug inputs using the time-based switching mechanism. The design of the time-driven drug switching function guarantees the stability of the genetic regulatory system and the repression of the diseased genes. Simulation results using proof-of-concept models and the proliferation and survival pathways with sequential drug inputs show the effectiveness of the proposed approach.
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spelling pubmed-54314922017-06-02 Time-Based Switching Control of Genetic Regulatory Networks: Toward Sequential Drug Intake for Cancer Therapy Oduola, Wasiu Opeyemi Li, Xiangfang Duan, Chang Qian, Lijun Wu, Fen Dougherty, Edward R Cancer Inform Article As cancer growth and development typically involves multiple genes and pathways, combination therapy has been touted as the standard of care in the treatment of cancer. However, drug toxicity becomes a major concern whenever a patient takes 2 or more drugs simultaneously at the maximum tolerable dosage. A potential solution would be administering the drugs in a sequential or alternating manner rather than concurrently. This study therefore examines the feasibility of such an approach from a switched system control perspective. Particularly, we study how genetic regulatory systems respond to sequential (switched) drug inputs using the time-based switching mechanism. The design of the time-driven drug switching function guarantees the stability of the genetic regulatory system and the repression of the diseased genes. Simulation results using proof-of-concept models and the proliferation and survival pathways with sequential drug inputs show the effectiveness of the proposed approach. SAGE Publications 2017-05-10 /pmc/articles/PMC5431492/ /pubmed/28579741 http://dx.doi.org/10.1177/1176935117706888 Text en © The Author(s) 2017 This article is distributed under the terms of the Creative Commons Attribution-NonCommercial 4.0 License (http://www.creativecommons.org/licenses/by-nc/4.0/) which permits non-commercial use, reproduction and distribution of the work without further permission provided the original work is attributed as specified on the SAGE and Open Access page(https://us.sagepub.com/en-us/nam/open-access-at-sage).
spellingShingle Article
Oduola, Wasiu Opeyemi
Li, Xiangfang
Duan, Chang
Qian, Lijun
Wu, Fen
Dougherty, Edward R
Time-Based Switching Control of Genetic Regulatory Networks: Toward Sequential Drug Intake for Cancer Therapy
title Time-Based Switching Control of Genetic Regulatory Networks: Toward Sequential Drug Intake for Cancer Therapy
title_full Time-Based Switching Control of Genetic Regulatory Networks: Toward Sequential Drug Intake for Cancer Therapy
title_fullStr Time-Based Switching Control of Genetic Regulatory Networks: Toward Sequential Drug Intake for Cancer Therapy
title_full_unstemmed Time-Based Switching Control of Genetic Regulatory Networks: Toward Sequential Drug Intake for Cancer Therapy
title_short Time-Based Switching Control of Genetic Regulatory Networks: Toward Sequential Drug Intake for Cancer Therapy
title_sort time-based switching control of genetic regulatory networks: toward sequential drug intake for cancer therapy
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5431492/
https://www.ncbi.nlm.nih.gov/pubmed/28579741
http://dx.doi.org/10.1177/1176935117706888
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