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Fractional transit compartment model for describing drug delayed response to tumors using Mittag-Leffler distribution on age-structured PKPD model

The response of a cell population is often delayed relative to drug injection, and individual cells in a population of cells have a specific age distribution. The application of transit compartment models (TCMs) is a common approach for describing this delay. In this paper, we propose a TCM in which...

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Autores principales: Byun, Jong Hyuk, Roh, Yunil, Yoon, In-Soo, Kim, Kwang Su, Jung, Il Hyo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9635704/
https://www.ncbi.nlm.nih.gov/pubmed/36331932
http://dx.doi.org/10.1371/journal.pone.0276654
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author Byun, Jong Hyuk
Roh, Yunil
Yoon, In-Soo
Kim, Kwang Su
Jung, Il Hyo
author_facet Byun, Jong Hyuk
Roh, Yunil
Yoon, In-Soo
Kim, Kwang Su
Jung, Il Hyo
author_sort Byun, Jong Hyuk
collection PubMed
description The response of a cell population is often delayed relative to drug injection, and individual cells in a population of cells have a specific age distribution. The application of transit compartment models (TCMs) is a common approach for describing this delay. In this paper, we propose a TCM in which damaged cells caused by a drug are given by a single fractional derivative equation. This model describes the delay as a single equation composed of fractional and ordinary derivatives, instead of a system of ODEs expressed in multiple compartments, applicable to the use of the PK concentration in the model. This model tunes the number of compartments in the existing model and expresses the delay in detail by estimating an appropriate fractional order. We perform model robustness, sensitivity analysis, and change of parameters based on the amount of data. Additionally, we resolve the difficulty in parameter estimation and model simulation using a semigroup property, consisting of a system with a mixture of fractional and ordinary derivatives. This model provides an alternative way to express the delays by estimating an appropriate fractional order without determining the pre-specified number of compartments.
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spelling pubmed-96357042022-11-05 Fractional transit compartment model for describing drug delayed response to tumors using Mittag-Leffler distribution on age-structured PKPD model Byun, Jong Hyuk Roh, Yunil Yoon, In-Soo Kim, Kwang Su Jung, Il Hyo PLoS One Research Article The response of a cell population is often delayed relative to drug injection, and individual cells in a population of cells have a specific age distribution. The application of transit compartment models (TCMs) is a common approach for describing this delay. In this paper, we propose a TCM in which damaged cells caused by a drug are given by a single fractional derivative equation. This model describes the delay as a single equation composed of fractional and ordinary derivatives, instead of a system of ODEs expressed in multiple compartments, applicable to the use of the PK concentration in the model. This model tunes the number of compartments in the existing model and expresses the delay in detail by estimating an appropriate fractional order. We perform model robustness, sensitivity analysis, and change of parameters based on the amount of data. Additionally, we resolve the difficulty in parameter estimation and model simulation using a semigroup property, consisting of a system with a mixture of fractional and ordinary derivatives. This model provides an alternative way to express the delays by estimating an appropriate fractional order without determining the pre-specified number of compartments. Public Library of Science 2022-11-04 /pmc/articles/PMC9635704/ /pubmed/36331932 http://dx.doi.org/10.1371/journal.pone.0276654 Text en © 2022 Byun et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Byun, Jong Hyuk
Roh, Yunil
Yoon, In-Soo
Kim, Kwang Su
Jung, Il Hyo
Fractional transit compartment model for describing drug delayed response to tumors using Mittag-Leffler distribution on age-structured PKPD model
title Fractional transit compartment model for describing drug delayed response to tumors using Mittag-Leffler distribution on age-structured PKPD model
title_full Fractional transit compartment model for describing drug delayed response to tumors using Mittag-Leffler distribution on age-structured PKPD model
title_fullStr Fractional transit compartment model for describing drug delayed response to tumors using Mittag-Leffler distribution on age-structured PKPD model
title_full_unstemmed Fractional transit compartment model for describing drug delayed response to tumors using Mittag-Leffler distribution on age-structured PKPD model
title_short Fractional transit compartment model for describing drug delayed response to tumors using Mittag-Leffler distribution on age-structured PKPD model
title_sort fractional transit compartment model for describing drug delayed response to tumors using mittag-leffler distribution on age-structured pkpd model
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9635704/
https://www.ncbi.nlm.nih.gov/pubmed/36331932
http://dx.doi.org/10.1371/journal.pone.0276654
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