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A Cellular Automata Model of Oncolytic Virotherapy in Pancreatic Cancer
Oncolytic virotherapy is known as a new treatment to employ less virulent viruses to specifically target and damage cancer cells. This work presents a cellular automata model of oncolytic virotherapy with an application to pancreatic cancer. The fundamental biomedical processes (like cell proliferat...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer US
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7395005/ https://www.ncbi.nlm.nih.gov/pubmed/32737595 http://dx.doi.org/10.1007/s11538-020-00780-5 |
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author | Chen, J. Weihs, D. Vermolen, F. J. |
author_facet | Chen, J. Weihs, D. Vermolen, F. J. |
author_sort | Chen, J. |
collection | PubMed |
description | Oncolytic virotherapy is known as a new treatment to employ less virulent viruses to specifically target and damage cancer cells. This work presents a cellular automata model of oncolytic virotherapy with an application to pancreatic cancer. The fundamental biomedical processes (like cell proliferation, mutation, apoptosis) are modeled by the use of probabilistic principles. The migration of injected viruses (as therapy) is modeled by diffusion through the tissue. The resulting diffusion–reaction equation with smoothed point viral sources is discretized by the finite difference method and integrated by the IMEX approach. Furthermore, Monte Carlo simulations are done to quantitatively evaluate the correlations between various input parameters and numerical results. As we expected, our model is able to simulate the pancreatic cancer growth at early stages, which is calibrated with experimental results. In addition, the model can be used to predict and evaluate the therapeutic effect of oncolytic virotherapy. |
format | Online Article Text |
id | pubmed-7395005 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Springer US |
record_format | MEDLINE/PubMed |
spelling | pubmed-73950052020-08-18 A Cellular Automata Model of Oncolytic Virotherapy in Pancreatic Cancer Chen, J. Weihs, D. Vermolen, F. J. Bull Math Biol Original Paper Oncolytic virotherapy is known as a new treatment to employ less virulent viruses to specifically target and damage cancer cells. This work presents a cellular automata model of oncolytic virotherapy with an application to pancreatic cancer. The fundamental biomedical processes (like cell proliferation, mutation, apoptosis) are modeled by the use of probabilistic principles. The migration of injected viruses (as therapy) is modeled by diffusion through the tissue. The resulting diffusion–reaction equation with smoothed point viral sources is discretized by the finite difference method and integrated by the IMEX approach. Furthermore, Monte Carlo simulations are done to quantitatively evaluate the correlations between various input parameters and numerical results. As we expected, our model is able to simulate the pancreatic cancer growth at early stages, which is calibrated with experimental results. In addition, the model can be used to predict and evaluate the therapeutic effect of oncolytic virotherapy. Springer US 2020-07-31 2020 /pmc/articles/PMC7395005/ /pubmed/32737595 http://dx.doi.org/10.1007/s11538-020-00780-5 Text en © The Author(s) 2020 Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Original Paper Chen, J. Weihs, D. Vermolen, F. J. A Cellular Automata Model of Oncolytic Virotherapy in Pancreatic Cancer |
title | A Cellular Automata Model of Oncolytic Virotherapy in Pancreatic Cancer |
title_full | A Cellular Automata Model of Oncolytic Virotherapy in Pancreatic Cancer |
title_fullStr | A Cellular Automata Model of Oncolytic Virotherapy in Pancreatic Cancer |
title_full_unstemmed | A Cellular Automata Model of Oncolytic Virotherapy in Pancreatic Cancer |
title_short | A Cellular Automata Model of Oncolytic Virotherapy in Pancreatic Cancer |
title_sort | cellular automata model of oncolytic virotherapy in pancreatic cancer |
topic | Original Paper |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7395005/ https://www.ncbi.nlm.nih.gov/pubmed/32737595 http://dx.doi.org/10.1007/s11538-020-00780-5 |
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