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A cellular automaton model for spheroid response to radiation and hyperthermia treatments
Thermo-radiosensitisation is a promising approach for treatment of radio-resistant tumours such as those containing hypoxic subregions. Response prediction and treatment planning should account for tumour response heterogeneity, e.g. due to microenvironmental factors, and quantification of the biolo...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6881451/ https://www.ncbi.nlm.nih.gov/pubmed/31776398 http://dx.doi.org/10.1038/s41598-019-54117-x |
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author | Brüningk, Sarah C. Ziegenhein, Peter Rivens, Ian Oelfke, Uwe Haar, Gail ter |
author_facet | Brüningk, Sarah C. Ziegenhein, Peter Rivens, Ian Oelfke, Uwe Haar, Gail ter |
author_sort | Brüningk, Sarah C. |
collection | PubMed |
description | Thermo-radiosensitisation is a promising approach for treatment of radio-resistant tumours such as those containing hypoxic subregions. Response prediction and treatment planning should account for tumour response heterogeneity, e.g. due to microenvironmental factors, and quantification of the biological effects induced. 3D tumour spheroids provide a physiological in vitro model of tumour response and a systems oncology framework for simulating spheroid response to radiation and hyperthermia is presented. Using a cellular automaton model, 3D oxygen diffusion, delivery of radiation and/or hyperthermia were simulated for many ([Formula: see text] ) individual cells forming a spheroid. The iterative oxygen diffusion model was compared to an analytical oxygenation model and simulations were calibrated and validated against experimental data for irradiated (0–10 Gy) and/or heated (0–240 CEM(43)) HCT116 spheroids. Despite comparable clonogenic survival, spheroid growth differed significantly following radiation or hyperthermia. This dynamic response was described well by the simulation ([Formula: see text] > 0.85). Heat-induced cell death was implemented as a fast, proliferation-independent process, allowing reoxygenation and repopulation, whereas radiation was modelled as proliferation-dependent mitotic catastrophe. This framework stands out both through its experimental validation and its novel ability to predict spheroid response to multimodality treatment. It provides a good description of response where biological dose-weighting based on clonogenic survival alone was insufficient. |
format | Online Article Text |
id | pubmed-6881451 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-68814512019-12-06 A cellular automaton model for spheroid response to radiation and hyperthermia treatments Brüningk, Sarah C. Ziegenhein, Peter Rivens, Ian Oelfke, Uwe Haar, Gail ter Sci Rep Article Thermo-radiosensitisation is a promising approach for treatment of radio-resistant tumours such as those containing hypoxic subregions. Response prediction and treatment planning should account for tumour response heterogeneity, e.g. due to microenvironmental factors, and quantification of the biological effects induced. 3D tumour spheroids provide a physiological in vitro model of tumour response and a systems oncology framework for simulating spheroid response to radiation and hyperthermia is presented. Using a cellular automaton model, 3D oxygen diffusion, delivery of radiation and/or hyperthermia were simulated for many ([Formula: see text] ) individual cells forming a spheroid. The iterative oxygen diffusion model was compared to an analytical oxygenation model and simulations were calibrated and validated against experimental data for irradiated (0–10 Gy) and/or heated (0–240 CEM(43)) HCT116 spheroids. Despite comparable clonogenic survival, spheroid growth differed significantly following radiation or hyperthermia. This dynamic response was described well by the simulation ([Formula: see text] > 0.85). Heat-induced cell death was implemented as a fast, proliferation-independent process, allowing reoxygenation and repopulation, whereas radiation was modelled as proliferation-dependent mitotic catastrophe. This framework stands out both through its experimental validation and its novel ability to predict spheroid response to multimodality treatment. It provides a good description of response where biological dose-weighting based on clonogenic survival alone was insufficient. Nature Publishing Group UK 2019-11-27 /pmc/articles/PMC6881451/ /pubmed/31776398 http://dx.doi.org/10.1038/s41598-019-54117-x Text en © The Author(s) 2019 Open Access This 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 license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license 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 license, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Article Brüningk, Sarah C. Ziegenhein, Peter Rivens, Ian Oelfke, Uwe Haar, Gail ter A cellular automaton model for spheroid response to radiation and hyperthermia treatments |
title | A cellular automaton model for spheroid response to radiation and hyperthermia treatments |
title_full | A cellular automaton model for spheroid response to radiation and hyperthermia treatments |
title_fullStr | A cellular automaton model for spheroid response to radiation and hyperthermia treatments |
title_full_unstemmed | A cellular automaton model for spheroid response to radiation and hyperthermia treatments |
title_short | A cellular automaton model for spheroid response to radiation and hyperthermia treatments |
title_sort | cellular automaton model for spheroid response to radiation and hyperthermia treatments |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6881451/ https://www.ncbi.nlm.nih.gov/pubmed/31776398 http://dx.doi.org/10.1038/s41598-019-54117-x |
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