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A new inverse regression model applied to radiation biodosimetry
Biological dosimetry based on chromosome aberration scoring in peripheral blood lymphocytes enables timely assessment of the ionizing radiation dose absorbed by an individual. Here, new Bayesian-type count data inverse regression methods are introduced for situations where responses are Poisson or t...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
The Royal Society Publishing
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4309124/ https://www.ncbi.nlm.nih.gov/pubmed/25663804 http://dx.doi.org/10.1098/rspa.2014.0588 |
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author | Higueras, Manuel Puig, Pedro Ainsbury, Elizabeth A. Rothkamm, Kai |
author_facet | Higueras, Manuel Puig, Pedro Ainsbury, Elizabeth A. Rothkamm, Kai |
author_sort | Higueras, Manuel |
collection | PubMed |
description | Biological dosimetry based on chromosome aberration scoring in peripheral blood lymphocytes enables timely assessment of the ionizing radiation dose absorbed by an individual. Here, new Bayesian-type count data inverse regression methods are introduced for situations where responses are Poisson or two-parameter compound Poisson distributed. Our Poisson models are calculated in a closed form, by means of Hermite and negative binomial (NB) distributions. For compound Poisson responses, complete and simplified models are provided. The simplified models are also expressible in a closed form and involve the use of compound Hermite and compound NB distributions. Three examples of applications are given that demonstrate the usefulness of these methodologies in cytogenetic radiation biodosimetry and in radiotherapy. We provide R and SAS codes which reproduce these examples. |
format | Online Article Text |
id | pubmed-4309124 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | The Royal Society Publishing |
record_format | MEDLINE/PubMed |
spelling | pubmed-43091242015-02-08 A new inverse regression model applied to radiation biodosimetry Higueras, Manuel Puig, Pedro Ainsbury, Elizabeth A. Rothkamm, Kai Proc Math Phys Eng Sci Research Articles Biological dosimetry based on chromosome aberration scoring in peripheral blood lymphocytes enables timely assessment of the ionizing radiation dose absorbed by an individual. Here, new Bayesian-type count data inverse regression methods are introduced for situations where responses are Poisson or two-parameter compound Poisson distributed. Our Poisson models are calculated in a closed form, by means of Hermite and negative binomial (NB) distributions. For compound Poisson responses, complete and simplified models are provided. The simplified models are also expressible in a closed form and involve the use of compound Hermite and compound NB distributions. Three examples of applications are given that demonstrate the usefulness of these methodologies in cytogenetic radiation biodosimetry and in radiotherapy. We provide R and SAS codes which reproduce these examples. The Royal Society Publishing 2015-02-08 /pmc/articles/PMC4309124/ /pubmed/25663804 http://dx.doi.org/10.1098/rspa.2014.0588 Text en http://creativecommons.org/licenses/by/4.0/ © 2015 The Authors. Published by the Royal Society under the terms of the Creative Commons Attribution License http://creativecommons.org/licenses/by/4.0/, which permits unrestricted use, provided the original author and source are credited. |
spellingShingle | Research Articles Higueras, Manuel Puig, Pedro Ainsbury, Elizabeth A. Rothkamm, Kai A new inverse regression model applied to radiation biodosimetry |
title | A new inverse regression model applied to radiation biodosimetry |
title_full | A new inverse regression model applied to radiation biodosimetry |
title_fullStr | A new inverse regression model applied to radiation biodosimetry |
title_full_unstemmed | A new inverse regression model applied to radiation biodosimetry |
title_short | A new inverse regression model applied to radiation biodosimetry |
title_sort | new inverse regression model applied to radiation biodosimetry |
topic | Research Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4309124/ https://www.ncbi.nlm.nih.gov/pubmed/25663804 http://dx.doi.org/10.1098/rspa.2014.0588 |
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