Cargando…
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...
Autores principales: | , , , , , |
---|---|
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 |
_version_ | 1783236437420802048 |
---|---|
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. |
format | Online Article Text |
id | pubmed-5431492 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | SAGE Publications |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT oduolawasiuopeyemi timebasedswitchingcontrolofgeneticregulatorynetworkstowardsequentialdrugintakeforcancertherapy AT lixiangfang timebasedswitchingcontrolofgeneticregulatorynetworkstowardsequentialdrugintakeforcancertherapy AT duanchang timebasedswitchingcontrolofgeneticregulatorynetworkstowardsequentialdrugintakeforcancertherapy AT qianlijun timebasedswitchingcontrolofgeneticregulatorynetworkstowardsequentialdrugintakeforcancertherapy AT wufen timebasedswitchingcontrolofgeneticregulatorynetworkstowardsequentialdrugintakeforcancertherapy AT doughertyedwardr timebasedswitchingcontrolofgeneticregulatorynetworkstowardsequentialdrugintakeforcancertherapy |