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Usefulness of continuous probability distributions of rates for modelling radionuclide biokinetics in humans and animals
Modelling the biokinetics of radionuclide excretion or retention is important in nuclear medicine and following accidental/malicious radioactivity releases. Sums of discrete exponential decay rates are often used, but we hypothesized that continuous probability distributions (CPD) of decay rates can...
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/PMC6362015/ https://www.ncbi.nlm.nih.gov/pubmed/30718770 http://dx.doi.org/10.1038/s41598-018-38046-9 |
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author | Shuryak, Igor Dadachova, Ekaterina |
author_facet | Shuryak, Igor Dadachova, Ekaterina |
author_sort | Shuryak, Igor |
collection | PubMed |
description | Modelling the biokinetics of radionuclide excretion or retention is important in nuclear medicine and following accidental/malicious radioactivity releases. Sums of discrete exponential decay rates are often used, but we hypothesized that continuous probability distributions (CPD) of decay rates can describe the data more parsimoniously and robustly. We tested this hypothesis on diverse human and animal data sets involving various radionuclides (including plutonium, strontium, caesium) measured in the laboratory and in regions contaminated by the Fukushima and Chernobyl nuclear accidents. We used four models on each data set: mono-exponential (ME) with one discrete decay rate, bi-exponential (BE) with two rates, gamma-exponential (GE) with a Gamma distribution of stretched-exponential rates, and power-decay (PD) with a Gamma distribution of power-decay rates. Information-theoretic model selection suggested that radionuclide biokinetics, e.g. for plutonium in humans, are often better described by CPD models like GE and PD, than by discrete rates (ME and BE). Extrapolation of models fitted to data at short times to longer times was frequently more robust for CPD formalisms. We suggest that using a set of several CPD and discrete-rate models, and comparing them by information-theoretic methods, is a promising strategy to enhance the analysis of radionuclide excretion and retention kinetics. |
format | Online Article Text |
id | pubmed-6362015 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-63620152019-02-06 Usefulness of continuous probability distributions of rates for modelling radionuclide biokinetics in humans and animals Shuryak, Igor Dadachova, Ekaterina Sci Rep Article Modelling the biokinetics of radionuclide excretion or retention is important in nuclear medicine and following accidental/malicious radioactivity releases. Sums of discrete exponential decay rates are often used, but we hypothesized that continuous probability distributions (CPD) of decay rates can describe the data more parsimoniously and robustly. We tested this hypothesis on diverse human and animal data sets involving various radionuclides (including plutonium, strontium, caesium) measured in the laboratory and in regions contaminated by the Fukushima and Chernobyl nuclear accidents. We used four models on each data set: mono-exponential (ME) with one discrete decay rate, bi-exponential (BE) with two rates, gamma-exponential (GE) with a Gamma distribution of stretched-exponential rates, and power-decay (PD) with a Gamma distribution of power-decay rates. Information-theoretic model selection suggested that radionuclide biokinetics, e.g. for plutonium in humans, are often better described by CPD models like GE and PD, than by discrete rates (ME and BE). Extrapolation of models fitted to data at short times to longer times was frequently more robust for CPD formalisms. We suggest that using a set of several CPD and discrete-rate models, and comparing them by information-theoretic methods, is a promising strategy to enhance the analysis of radionuclide excretion and retention kinetics. Nature Publishing Group UK 2019-02-04 /pmc/articles/PMC6362015/ /pubmed/30718770 http://dx.doi.org/10.1038/s41598-018-38046-9 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 Shuryak, Igor Dadachova, Ekaterina Usefulness of continuous probability distributions of rates for modelling radionuclide biokinetics in humans and animals |
title | Usefulness of continuous probability distributions of rates for modelling radionuclide biokinetics in humans and animals |
title_full | Usefulness of continuous probability distributions of rates for modelling radionuclide biokinetics in humans and animals |
title_fullStr | Usefulness of continuous probability distributions of rates for modelling radionuclide biokinetics in humans and animals |
title_full_unstemmed | Usefulness of continuous probability distributions of rates for modelling radionuclide biokinetics in humans and animals |
title_short | Usefulness of continuous probability distributions of rates for modelling radionuclide biokinetics in humans and animals |
title_sort | usefulness of continuous probability distributions of rates for modelling radionuclide biokinetics in humans and animals |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6362015/ https://www.ncbi.nlm.nih.gov/pubmed/30718770 http://dx.doi.org/10.1038/s41598-018-38046-9 |
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