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An age‐dependent mathematical model of neurofilament trafficking in healthy conditions

Neurofilaments (Nfs) are the major structural component of neurons. Their role as a potential biomarker of several neurodegenerative diseases has been investigated in past years with promising results. However, even under physiological conditions, little is known about the leaking of Nfs from the ne...

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Autores principales: Paris, Alessio, Bora, Pranami, Parolo, Silvia, Monine, Michael, Tong, Xiao, Eraly, Satish, Masson, Eric, Ferguson, Toby, McCampbell, Alexander, Graham, Danielle, Domenici, Enrico, Nestorov, Ivan, Marchetti, Luca
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9007607/
https://www.ncbi.nlm.nih.gov/pubmed/35146969
http://dx.doi.org/10.1002/psp4.12770
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author Paris, Alessio
Bora, Pranami
Parolo, Silvia
Monine, Michael
Tong, Xiao
Eraly, Satish
Masson, Eric
Ferguson, Toby
McCampbell, Alexander
Graham, Danielle
Domenici, Enrico
Nestorov, Ivan
Marchetti, Luca
author_facet Paris, Alessio
Bora, Pranami
Parolo, Silvia
Monine, Michael
Tong, Xiao
Eraly, Satish
Masson, Eric
Ferguson, Toby
McCampbell, Alexander
Graham, Danielle
Domenici, Enrico
Nestorov, Ivan
Marchetti, Luca
author_sort Paris, Alessio
collection PubMed
description Neurofilaments (Nfs) are the major structural component of neurons. Their role as a potential biomarker of several neurodegenerative diseases has been investigated in past years with promising results. However, even under physiological conditions, little is known about the leaking of Nfs from the neuronal system and their detection in the cerebrospinal fluid (CSF) and blood. This study aimed at developing a mathematical model of Nf transport in healthy subjects in the 20–90 age range. The model was implemented as a set of ordinary differential equations describing the trafficking of Nfs from the nervous system to the periphery. Model parameters were calibrated on typical Nf levels obtained from the literature. An age‐dependent function modeled on CSF data was also included and validated on data measured in serum. We computed a global sensitivity analysis of model rates and volumes to identify the most sensitive parameters affecting the model’s steady state. Age, Nf synthesis, and degradation rates proved to be relevant for all model variables. Nf levels in the CSF and in blood were observed to be sensitive to the Nf leakage rates from neurons and to the blood clearance rate, and CSF levels were also sensitive to rates representing CSF turnover. An additional parameter perturbation analysis was also performed to investigate possible transient effects on the model variables not captured by the sensitivity analysis. The model provides useful insights into Nf transport and constitutes the basis for implementing quantitative system pharmacology extensions to investigate Nf trafficking in neurodegenerative diseases.
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spelling pubmed-90076072022-04-15 An age‐dependent mathematical model of neurofilament trafficking in healthy conditions Paris, Alessio Bora, Pranami Parolo, Silvia Monine, Michael Tong, Xiao Eraly, Satish Masson, Eric Ferguson, Toby McCampbell, Alexander Graham, Danielle Domenici, Enrico Nestorov, Ivan Marchetti, Luca CPT Pharmacometrics Syst Pharmacol Research Neurofilaments (Nfs) are the major structural component of neurons. Their role as a potential biomarker of several neurodegenerative diseases has been investigated in past years with promising results. However, even under physiological conditions, little is known about the leaking of Nfs from the neuronal system and their detection in the cerebrospinal fluid (CSF) and blood. This study aimed at developing a mathematical model of Nf transport in healthy subjects in the 20–90 age range. The model was implemented as a set of ordinary differential equations describing the trafficking of Nfs from the nervous system to the periphery. Model parameters were calibrated on typical Nf levels obtained from the literature. An age‐dependent function modeled on CSF data was also included and validated on data measured in serum. We computed a global sensitivity analysis of model rates and volumes to identify the most sensitive parameters affecting the model’s steady state. Age, Nf synthesis, and degradation rates proved to be relevant for all model variables. Nf levels in the CSF and in blood were observed to be sensitive to the Nf leakage rates from neurons and to the blood clearance rate, and CSF levels were also sensitive to rates representing CSF turnover. An additional parameter perturbation analysis was also performed to investigate possible transient effects on the model variables not captured by the sensitivity analysis. The model provides useful insights into Nf transport and constitutes the basis for implementing quantitative system pharmacology extensions to investigate Nf trafficking in neurodegenerative diseases. John Wiley and Sons Inc. 2022-03-02 2022-04 /pmc/articles/PMC9007607/ /pubmed/35146969 http://dx.doi.org/10.1002/psp4.12770 Text en © 2022 The Authors. CPT: Pharmacometrics & Systems Pharmacology published by Wiley Periodicals LLC on behalf of American Society for Clinical Pharmacology and Therapeutics. https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by-nc-nd/4.0/ (https://creativecommons.org/licenses/by-nc-nd/4.0/) License, which permits use and distribution in any medium, provided the original work is properly cited, the use is non‐commercial and no modifications or adaptations are made.
spellingShingle Research
Paris, Alessio
Bora, Pranami
Parolo, Silvia
Monine, Michael
Tong, Xiao
Eraly, Satish
Masson, Eric
Ferguson, Toby
McCampbell, Alexander
Graham, Danielle
Domenici, Enrico
Nestorov, Ivan
Marchetti, Luca
An age‐dependent mathematical model of neurofilament trafficking in healthy conditions
title An age‐dependent mathematical model of neurofilament trafficking in healthy conditions
title_full An age‐dependent mathematical model of neurofilament trafficking in healthy conditions
title_fullStr An age‐dependent mathematical model of neurofilament trafficking in healthy conditions
title_full_unstemmed An age‐dependent mathematical model of neurofilament trafficking in healthy conditions
title_short An age‐dependent mathematical model of neurofilament trafficking in healthy conditions
title_sort age‐dependent mathematical model of neurofilament trafficking in healthy conditions
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9007607/
https://www.ncbi.nlm.nih.gov/pubmed/35146969
http://dx.doi.org/10.1002/psp4.12770
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