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Updated: May 23, 2026

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Published on: April 5, 2024
A stochastic markov model of cellular response to radiation
Krzysztof Wojciech Fornalski1, Ludwik Dobrzyński, Marek Krzysztof Janiak
1The Andrzej Soltan Institute for Nuclear Studies, Poland.
Abstract:
A stochastic model based on the Markov Chain Monte Carlo process is used to describe responses to ionizing radiation in a group of cells. The results show that where multiple relationships linearly depending on the dose are introduced, the overall reaction shows a threshold, and, generally, a non-linear response. Such phenomena have been observed and reported in a number of papers. The present model permits the inclusion of adaptive responses and bystander effects that can lead to hormetic effects. In addition, the model allows for incorporating various time-dependent phenomena. Essentially, all known biological effects can be reproduced using the proposed model.
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