Distributed transit compartments for arbitrary lifespan distributions in aging populations
Transit compartment models (TCM) are often used to describe aging populations where every individual has its own lifespan. However, in the TCM approach these lifespans are gamma-distributed which is a serious limitation because often the Weibull or more complex distributions are realistic. Therefore...
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Published in | Journal of theoretical biology Vol. 380; pp. 550 - 558 |
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Main Authors | , |
Format | Journal Article |
Language | English |
Published |
England
Elsevier Ltd
07.09.2015
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Online Access | Get full text |
ISSN | 0022-5193 1095-8541 1095-8541 |
DOI | 10.1016/j.jtbi.2015.06.018 |
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Abstract | Transit compartment models (TCM) are often used to describe aging populations where every individual has its own lifespan. However, in the TCM approach these lifespans are gamma-distributed which is a serious limitation because often the Weibull or more complex distributions are realistic. Therefore, we extend the TCM concept to approximately describe any lifespan distribution and call this generalized concept distributed transit compartment models (DTCMs). The validity of DTCMs is obtained by convergence investigations. From the mechanistic perspective the transit rates are directly controlled by the lifespan distribution. Further, DTCMs could be used to approximate the convolution of a signal with a probability density function. As example a stimulatory effect of a drug in an aging population with a Weibull-distributed lifespan is presented where distribution and model parameters are estimated based on simulated data.
•We extend the transit compartment concept to approximately describe any lifespan distribution in aging populations.•The developed distributed transit compartments are applied to solve the convolution integral in distributed lifespan models.•The distributed transit compartments could be similarly implemented as traditional transit compartments.•Applications to typical pharmacokinetics/pharmacodynamics questions are provided. |
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AbstractList | Transit compartment models (TCM) are often used to describe aging populations where every individual has its own lifespan. However, in the TCM approach these lifespans are gamma-distributed which is a serious limitation because often the Weibull or more complex distributions are realistic. Therefore, we extend the TCM concept to approximately describe any lifespan distribution and call this generalized concept distributed transit compartment models (DTCMs). The validity of DTCMs is obtained by convergence investigations. From the mechanistic perspective the transit rates are directly controlled by the lifespan distribution. Further, DTCMs could be used to approximate the convolution of a signal with a probability density function. As example a stimulatory effect of a drug in an aging population with a Weibull-distributed lifespan is presented where distribution and model parameters are estimated based on simulated data.
•We extend the transit compartment concept to approximately describe any lifespan distribution in aging populations.•The developed distributed transit compartments are applied to solve the convolution integral in distributed lifespan models.•The distributed transit compartments could be similarly implemented as traditional transit compartments.•Applications to typical pharmacokinetics/pharmacodynamics questions are provided. Transit compartment models (TCM) are often used to describe aging populations where every individual has its own lifespan. However, in the TCM approach these lifespans are gamma-distributed which is a serious limitation because often the Weibull or more complex distributions are realistic. Therefore, we extend the TCM concept to approximately describe any lifespan distribution and call this generalized concept distributed transit compartment models (DTCMs). The validity of DTCMs is obtained by convergence investigations. From the mechanistic perspective the transit rates are directly controlled by the lifespan distribution. Further, DTCMs could be used to approximate the convolution of a signal with a probability density function. As example a stimulatory effect of a drug in an aging population with a Weibull-distributed lifespan is presented where distribution and model parameters are estimated based on simulated data. Transit compartment models (TCM) are often used to describe aging populations where every individual has its own lifespan. However, in the TCM approach these lifespans are gamma-distributed which is a serious limitation because often the Weibull or more complex distributions are realistic. Therefore, we extend the TCM concept to approximately describe any lifespan distribution and call this generalized concept distributed transit compartment models (DTCMs). The validity of DTCMs is obtained by convergence investigations. From the mechanistic perspective the transit rates are directly controlled by the lifespan distribution. Further, DTCMs could be used to approximate the convolution of a signal with a probability density function. As example a stimulatory effect of a drug in an aging population with a Weibull-distributed lifespan is presented where distribution and model parameters are estimated based on simulated data.Transit compartment models (TCM) are often used to describe aging populations where every individual has its own lifespan. However, in the TCM approach these lifespans are gamma-distributed which is a serious limitation because often the Weibull or more complex distributions are realistic. Therefore, we extend the TCM concept to approximately describe any lifespan distribution and call this generalized concept distributed transit compartment models (DTCMs). The validity of DTCMs is obtained by convergence investigations. From the mechanistic perspective the transit rates are directly controlled by the lifespan distribution. Further, DTCMs could be used to approximate the convolution of a signal with a probability density function. As example a stimulatory effect of a drug in an aging population with a Weibull-distributed lifespan is presented where distribution and model parameters are estimated based on simulated data. |
Author | Koch, Gilbert Schropp, Johannes |
Author_xml | – sequence: 1 givenname: Gilbert surname: Koch fullname: Koch, Gilbert email: gilbert.koch@web.de organization: Department of Pharmaceutical Sciences, State University of New York at Buffalo, 403 Kapoor Hall, Buffalo, NY 14214, USA – sequence: 2 givenname: Johannes surname: Schropp fullname: Schropp, Johannes organization: Department of Mathematics and Statistics, University of Konstanz, PO Box 195, 78457 Konstanz, Germany |
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CitedBy_id | crossref_primary_10_1007_s10928_015_9446_9 crossref_primary_10_1016_j_jddst_2023_105244 crossref_primary_10_1093_imamat_hxac027 crossref_primary_10_1007_s10928_018_09618_z crossref_primary_10_1016_j_xphs_2023_10_040 |
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Snippet | Transit compartment models (TCM) are often used to describe aging populations where every individual has its own lifespan. However, in the TCM approach these... |
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SubjectTerms | Aging - physiology Cell maturation Convolution Gompertz–Makeham Humans Life Expectancy Survival function Weibull |
Title | Distributed transit compartments for arbitrary lifespan distributions in aging populations |
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