Investigating sensitivity coefficients characterizing the response of a model of tau protein transport in an axon to model parameters.
Alzheimer’s disease
Neuron
mathematical modeling
sensitivity coefficients
tau protein
Journal
Computer methods in biomechanics and biomedical engineering
ISSN: 1476-8259
Titre abrégé: Comput Methods Biomech Biomed Engin
Pays: England
ID NLM: 9802899
Informations de publication
Date de publication:
Jan 2019
Jan 2019
Historique:
pubmed:
26
12
2018
medline:
18
5
2019
entrez:
25
12
2018
Statut:
ppublish
Résumé
Evaluating the sensitivity of biological models to various model parameters is a critical step towards advancing our understanding of biological systems. In this paper, we investigated sensitivity coefficients for a model simulating transport of tau protein along the axon. This is an important problem due to the relevance of tau transport and agglomeration to Alzheimer's disease and other tauopathies, such as some forms of parkinsonism. The sensitivity coefficients that we obtained characterize how strongly three observables (the tau concentration, average tau velocity, and the percentage of tau bound to microtubules) depend on model parameters. The fact that the observables strongly depend on a parameter characterizing tau transition from the retrograde to the anterograde kinetic states suggests the importance of motor-driven transport of tau. The observables are sensitive to kinetic constants characterizing tau concentration in the free (cytosolic) state only at small distances from the soma. Cytosolic tau can only be transported by diffusion, suggesting that diffusion-driven transport of tau only plays a role in the proximal axon. Our analysis also shows the location in the axon in which an observable has the greatest sensitivity to a certain parameter. For most parameters, this location is in the proximal axon. This could be useful for designing an experiment aimed at determining the value of this parameter. We also analyzed sensitivity of the average tau velocity, the total tau concentration, and the percentage of microtubule-bound tau to cytosolic diffusivity of tau and diffusivity of bound tau along the MT lattice. The model predicts that at small distances from the soma the effect of these two diffusion processes is comparable.
Identifiants
pubmed: 30580604
doi: 10.1080/10255842.2018.1534233
doi:
Substances chimiques
tau Proteins
0
Types de publication
Journal Article
Langues
eng
Sous-ensembles de citation
IM