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Mechanistic Modelling of DNA Repair and Cellular Survival Following Radiation-Induced DNA Damage

Characterising and predicting the effects of ionising radiation on cells remains challenging, with the lack of robust models of the underlying mechanism of radiation responses providing a significant limitation to the development of personalised radiotherapy. In this paper we present a mechanistic m...

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Autores principales: McMahon, Stephen J., Schuemann, Jan, Paganetti, Harald, Prise, Kevin M.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5022028/
https://www.ncbi.nlm.nih.gov/pubmed/27624453
http://dx.doi.org/10.1038/srep33290
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author McMahon, Stephen J.
Schuemann, Jan
Paganetti, Harald
Prise, Kevin M.
author_facet McMahon, Stephen J.
Schuemann, Jan
Paganetti, Harald
Prise, Kevin M.
author_sort McMahon, Stephen J.
collection PubMed
description Characterising and predicting the effects of ionising radiation on cells remains challenging, with the lack of robust models of the underlying mechanism of radiation responses providing a significant limitation to the development of personalised radiotherapy. In this paper we present a mechanistic model of cellular response to radiation that incorporates the kinetics of different DNA repair processes, the spatial distribution of double strand breaks and the resulting probability and severity of misrepair. This model enables predictions to be made of a range of key biological endpoints (DNA repair kinetics, chromosome aberration and mutation formation, survival) across a range of cell types based on a set of 11 mechanistic fitting parameters that are common across all cells. Applying this model to cellular survival showed its capacity to stratify the radiosensitivity of cells based on aspects of their phenotype and experimental conditions such as cell cycle phase and plating delay (correlation between modelled and observed Mean Inactivation Doses R(2) > 0.9). By explicitly incorporating underlying mechanistic factors, this model can integrate knowledge from a wide range of biological studies to provide robust predictions and may act as a foundation for future calculations of individualised radiosensitivity.
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spelling pubmed-50220282016-09-20 Mechanistic Modelling of DNA Repair and Cellular Survival Following Radiation-Induced DNA Damage McMahon, Stephen J. Schuemann, Jan Paganetti, Harald Prise, Kevin M. Sci Rep Article Characterising and predicting the effects of ionising radiation on cells remains challenging, with the lack of robust models of the underlying mechanism of radiation responses providing a significant limitation to the development of personalised radiotherapy. In this paper we present a mechanistic model of cellular response to radiation that incorporates the kinetics of different DNA repair processes, the spatial distribution of double strand breaks and the resulting probability and severity of misrepair. This model enables predictions to be made of a range of key biological endpoints (DNA repair kinetics, chromosome aberration and mutation formation, survival) across a range of cell types based on a set of 11 mechanistic fitting parameters that are common across all cells. Applying this model to cellular survival showed its capacity to stratify the radiosensitivity of cells based on aspects of their phenotype and experimental conditions such as cell cycle phase and plating delay (correlation between modelled and observed Mean Inactivation Doses R(2) > 0.9). By explicitly incorporating underlying mechanistic factors, this model can integrate knowledge from a wide range of biological studies to provide robust predictions and may act as a foundation for future calculations of individualised radiosensitivity. Nature Publishing Group 2016-09-14 /pmc/articles/PMC5022028/ /pubmed/27624453 http://dx.doi.org/10.1038/srep33290 Text en Copyright © 2016, The Author(s) http://creativecommons.org/licenses/by/4.0/ This work is licensed under a Creative Commons Attribution 4.0 International License. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in the credit line; if the material is not included under the Creative Commons license, users will need to obtain permission from the license holder to reproduce the material. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/
spellingShingle Article
McMahon, Stephen J.
Schuemann, Jan
Paganetti, Harald
Prise, Kevin M.
Mechanistic Modelling of DNA Repair and Cellular Survival Following Radiation-Induced DNA Damage
title Mechanistic Modelling of DNA Repair and Cellular Survival Following Radiation-Induced DNA Damage
title_full Mechanistic Modelling of DNA Repair and Cellular Survival Following Radiation-Induced DNA Damage
title_fullStr Mechanistic Modelling of DNA Repair and Cellular Survival Following Radiation-Induced DNA Damage
title_full_unstemmed Mechanistic Modelling of DNA Repair and Cellular Survival Following Radiation-Induced DNA Damage
title_short Mechanistic Modelling of DNA Repair and Cellular Survival Following Radiation-Induced DNA Damage
title_sort mechanistic modelling of dna repair and cellular survival following radiation-induced dna damage
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5022028/
https://www.ncbi.nlm.nih.gov/pubmed/27624453
http://dx.doi.org/10.1038/srep33290
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