Literature DB >> 30805709

Efficient parameter estimation in multiresponse models measuring radioactivity retention.

J M Rodríguez-Díaz1, G Sánchez-León2.   

Abstract

After incorporation of radioactive substances, workers are routinely checked by bioassays (isotopic activity excreted via urine, measurements of radionuclides retained in the whole body or in the lungs, etc.). From the results, the isotopic activity incorporated by the worker is inferred, as well as the values of other parameters related to the metabolism of the incorporated substance, using the 'response function'. This function depends on several factors and it is usually obtained by solving a system of linear differential equations, resulting from the compartmental model which describes the human body (or a part of it). The possibility of using different types of bioassays from the same worker improves estimation of some of the parameters that characterize the solution of the system of equations, specially the unknown incorporated activity to the system. The transfer coefficients are usually considered to be known, using the values that are published in the corresponding International Commission of Radiological Protection (ICRP) publication. In the present study some practical cases will be presented, and optimal design criteria are developed that allow taking the bio-samples at the most informative times. The methodology presented here requires solving the models of element distribution in the human organism as a function of time, for which the recently updated models recommended by the ICRP have been used. Initially thought for workers in facilities dealing with radioactive substances, the study results, procedures and conclusions can be applied to other clinical or laboratory settings, and to the design of action protocols in case of environmental public exposure.

Entities:  

Keywords:  Compartmental model; Multiresponse model; Optimal design; Radioactivity retention; Response function

Year:  2019        PMID: 30805709     DOI: 10.1007/s00411-019-00780-7

Source DB:  PubMed          Journal:  Radiat Environ Biophys        ISSN: 0301-634X            Impact factor:   1.925


  15 in total

1.  Further developments of the Fisher information matrix in nonlinear mixed effects models with evaluation in population pharmacokinetics.

Authors:  Sylvie Retout; France Mentré
Journal:  J Biopharm Stat       Date:  2003-05       Impact factor: 1.051

2.  Mathematical techniques for solving analytically large compartmental systems.

Authors:  Guillermo Sanchez; Jesus Lopez-Fidalgo
Journal:  Health Phys       Date:  2003-08       Impact factor: 1.316

3.  Optimal population designs for PK models with serial sampling.

Authors:  Robert Gagnon; Sergei Leonov
Journal:  J Biopharm Stat       Date:  2005       Impact factor: 1.051

4.  Fitting bioassay data and performing uncertainty analysis with BIOKMOD.

Authors:  Guillermo Sanchez
Journal:  Health Phys       Date:  2007-01       Impact factor: 1.316

5.  Population pharmacokinetic measures, their estimation and selection of sampling times.

Authors:  Valerii Fedorov; Sergei Leonov
Journal:  J Biopharm Stat       Date:  2007       Impact factor: 1.051

6.  Design optimality for models defined by a system of ordinary differential equations.

Authors:  Juan M Rodríguez-Díaz; Guillermo Sánchez-León
Journal:  Biom J       Date:  2014-05-15       Impact factor: 2.207

7.  Human alimentary tract model for radiological protection. ICRP Publication 100. A report of The International Commission on Radiological Protection.

Authors: 
Journal:  Ann ICRP       Date:  2006

8.  The use of prior distributions in the design of experiments for parameter estimation in non-linear situations: multiresponse case.

Authors:  N R Draper; W G Hunter
Journal:  Biometrika       Date:  1967-12       Impact factor: 2.445

9.  ICRP Publication 134: Occupational Intakes of Radionuclides: Part 2.

Authors:  F Paquet; M R Bailey; R W Leggett; J Lipsztein; T P Fell; T Smith; D Nosske; K F Eckerman; V Berkovski; E Ansoborlo; A Giussani; W E Bolch; J D Harrison
Journal:  Ann ICRP       Date:  2016-12

10.  ICRP Publication 137: Occupational Intakes of Radionuclides: Part 3.

Authors:  F Paquet; M R Bailey; R W Leggett; J Lipsztein; J Marsh; T P Fell; T Smith; D Nosske; K F Eckerman; V Berkovski; E Blanchardon; D Gregoratto; J D Harrison
Journal:  Ann ICRP       Date:  2017-12
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