Revisiting the observability and identifiability properties of a popular HIV model.
Continuous symmetries and indistinguishable states and parameters
HIV dynamics
Nonlinear unknown input observability
Time varying parameter identifiability
Viral dynamics
Journal
Journal of theoretical biology
ISSN: 1095-8541
Titre abrégé: J Theor Biol
Pays: England
ID NLM: 0376342
Informations de publication
Date de publication:
06 Mar 2024
06 Mar 2024
Historique:
received:
17
07
2023
revised:
31
10
2023
accepted:
27
02
2024
medline:
9
3
2024
pubmed:
9
3
2024
entrez:
8
3
2024
Statut:
aheadofprint
Résumé
This paper revisits the observability and identifiability properties of a popular ODE model commonly adopted to characterize the HIV dynamics in HIV-infected patients with antiretroviral treatment. These properties are determined by using the general analytical solution of the unknown input observability problem, introduced very recently in Martinelli (2022). This solution provides the systematic procedures able to determine the state observability and the parameter identifiability of any ODE model, in particular, even in the presence of time varying parameters. Four variants of the HIV model are investigated. They differ because some of their parameters are considered constant or time varying. Fundamental new properties, which also highlight an error in the scientific literature, are automatically determined and discussed. Additionally, for each variant, the paper provides a quantitative answer to the following practical question: What is the minimal external information (external to the available measurements of the system outputs) required to make observable the state and identifiable all the model parameters? The answer to this fundamental question is obtained by exploiting the concept of continuous symmetry, recently introduced in Martinelli (2019). This concept allows us to determine a first preliminary general result which is then applied to the HIV model. Finally, for each variant, the paper concludes by providing a redefinition of the state and of the parameters in order to obtain a full description of the system only in terms of a state which is observable and a set of parameters which are identifiable (both constant and time varying).
Identifiants
pubmed: 38458313
pii: S0022-5193(24)00061-4
doi: 10.1016/j.jtbi.2024.111780
pii:
doi:
Types de publication
Journal Article
Langues
eng
Sous-ensembles de citation
IM
Pagination
111780Informations de copyright
Copyright © 2024. Published by Elsevier Ltd.
Déclaration de conflit d'intérêts
Declaration of competing interest The author declares that no competing financial interests that could have appeared to influence the work reported in this paper.