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Towards an integrated systems-based modelling framework for drug transport and its effect on tumour cells

BACKGROUND: A systematic understanding of chemotherapeutic influence on solid tumours is highly challenging and complex as it encompasses the interplay of phenomena occurring at multiple scales. It is desirable to have a multiscale systems framework capable of disentangling the individual roles of m...

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Autores principales: Liu, Cong, Krishnan, Xu, Xiao Yun
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3896664/
https://www.ncbi.nlm.nih.gov/pubmed/24764492
http://dx.doi.org/10.1186/1754-1611-8-3
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author Liu, Cong
Krishnan
Xu, Xiao Yun
author_facet Liu, Cong
Krishnan
Xu, Xiao Yun
author_sort Liu, Cong
collection PubMed
description BACKGROUND: A systematic understanding of chemotherapeutic influence on solid tumours is highly challenging and complex as it encompasses the interplay of phenomena occurring at multiple scales. It is desirable to have a multiscale systems framework capable of disentangling the individual roles of multiple contributing factors, such as transport and extracellular factors, and purely intracellular factors, as well as the interactions among these factors. Based on a recently developed systems-based modelling framework, we have developed a coupled system in order to further elucidate the role of drug transport, and its interplay with cellular signalling by incorporating intra- and extra-vascular drug transport in tumour, dynamic descriptions of intracellular signalling and tumour cell density dynamics. RESULTS: Different aspects of the interaction between transport and cell signalling and the effects of transport parameters have been investigated in silico. Limited drug penetration is found to be a major constraint in inducing drug effect; many aspects of the interaction of transport with cell signalling are independent of the details of cell signalling. A sensitivity analysis indicates that the effect of drug diffusivity depends on the balance between interstitial drug transport and the specific requirement for triggering apoptosis (governed by highly nonlinear signalling networks), suggesting that the effect of drug diffusivity in such cases must be considered in conjunction with descriptions of cellular dynamics. CONCLUSIONS: The modelling framework developed in this study provides qualitative and mechanistic insights into the effect of drug on tumour cells. It provides an in silico experimental platform to investigate the interplay between extracellular factors (e.g. transport) and intracellular factors. Such a platform is essential to understanding the individual and combined effects of transport and cellular factors in solid tumour.
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spelling pubmed-38966642014-01-31 Towards an integrated systems-based modelling framework for drug transport and its effect on tumour cells Liu, Cong Krishnan Xu, Xiao Yun J Biol Eng Research BACKGROUND: A systematic understanding of chemotherapeutic influence on solid tumours is highly challenging and complex as it encompasses the interplay of phenomena occurring at multiple scales. It is desirable to have a multiscale systems framework capable of disentangling the individual roles of multiple contributing factors, such as transport and extracellular factors, and purely intracellular factors, as well as the interactions among these factors. Based on a recently developed systems-based modelling framework, we have developed a coupled system in order to further elucidate the role of drug transport, and its interplay with cellular signalling by incorporating intra- and extra-vascular drug transport in tumour, dynamic descriptions of intracellular signalling and tumour cell density dynamics. RESULTS: Different aspects of the interaction between transport and cell signalling and the effects of transport parameters have been investigated in silico. Limited drug penetration is found to be a major constraint in inducing drug effect; many aspects of the interaction of transport with cell signalling are independent of the details of cell signalling. A sensitivity analysis indicates that the effect of drug diffusivity depends on the balance between interstitial drug transport and the specific requirement for triggering apoptosis (governed by highly nonlinear signalling networks), suggesting that the effect of drug diffusivity in such cases must be considered in conjunction with descriptions of cellular dynamics. CONCLUSIONS: The modelling framework developed in this study provides qualitative and mechanistic insights into the effect of drug on tumour cells. It provides an in silico experimental platform to investigate the interplay between extracellular factors (e.g. transport) and intracellular factors. Such a platform is essential to understanding the individual and combined effects of transport and cellular factors in solid tumour. BioMed Central 2014-01-13 /pmc/articles/PMC3896664/ /pubmed/24764492 http://dx.doi.org/10.1186/1754-1611-8-3 Text en Copyright © 2014 Liu et al.; licensee BioMed Central Ltd. 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
Liu, Cong
Krishnan
Xu, Xiao Yun
Towards an integrated systems-based modelling framework for drug transport and its effect on tumour cells
title Towards an integrated systems-based modelling framework for drug transport and its effect on tumour cells
title_full Towards an integrated systems-based modelling framework for drug transport and its effect on tumour cells
title_fullStr Towards an integrated systems-based modelling framework for drug transport and its effect on tumour cells
title_full_unstemmed Towards an integrated systems-based modelling framework for drug transport and its effect on tumour cells
title_short Towards an integrated systems-based modelling framework for drug transport and its effect on tumour cells
title_sort towards an integrated systems-based modelling framework for drug transport and its effect on tumour cells
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3896664/
https://www.ncbi.nlm.nih.gov/pubmed/24764492
http://dx.doi.org/10.1186/1754-1611-8-3
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