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Computer Research and Modeling, 2023, Volume 15, Issue 6, Pages 1653–1672
DOI: https://doi.org/10.20537/2076-7633-2023-15-6-1653-1672
(Mi crm1140)
 

This article is cited in 1 scientific paper (total in 1 paper)

ANALYSIS AND MODELING OF COMPLEX LIVING SYSTEMS

Parameter identification of viscoelastic cell models based on force curves and wavelet transform

A. S. Nikityuk

Institute of Continuous Media Mechanics UB RAS, 1 Academika Koroleva st., Perm, 614013, Russia
Full-text PDF (902 kB) Citations (1)
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Abstract: Mechanical properties of eukaryotic cells play an important role in life cycle conditions and in the development of pathological processes. In this paper we discuss the problem of parameters identification and verification of viscoelastic constitutive models based on force spectroscopy data of living cells. It is proposed to use one-dimensional continuous wavelet transform to calculate the relaxation function. Analytical calculations and the results of numerical simulation are given, which allow to obtain relaxation functions similar to each other on the basis of experimentally determined force curves and theoretical stress-strain relationships using wavelet differentiation algorithms. Test examples demonstrating correctness of software implementation of the proposed algorithms are analyzed. The cell models are considered, on the example of which the application of the proposed procedure of identification and verification of their parameters is demonstrated. Among them are a structural-mechanical model with parallel connected fractional elements, which is currently the most adequate in terms of compliance with atomic force microscopy data of a wide class of cells, and a new statistical-thermodynamic model, which is not inferior in descriptive capabilities to models with fractional derivatives, but has a clearer physical meaning. For the statistical-thermodynamic model, the procedure of its construction is described in detail, which includes the following. Introduction of a structural variable, the order parameter, to describe the orientation properties of the cell cytoskeleton. Setting and solving the statistical problem for the ensemble of actin filaments of a representative cell volume with respect to this variable. Establishment of the type of free energy depending on the order parameter, temperature and external load. It is also proposed to use an oriented-viscous-elastic body as a model of a representative element of the cell. Following the theory of linear thermodynamics, evolutionary equations describing the mechanical behavior of the representative volume of the cell are obtained, which satisfy the basic thermodynamic laws. The problem of optimizing the parameters of the statistical thermodynamic model of the cell, which can be compared both with experimental data and with the results of simulations based on other mathematical models, is also posed and solved. The viscoelastic characteristics of cells are determined on the basis of comparison with literature data.
Keywords: viscoelasticity, cell mechanics, wavelet transform, rheological models with fractional order operators, statistical thermodynamics, relaxation function
Funding agency Grant number
Ministry of Science and Higher Education of the Russian Federation АААА-А19-119013090021-5
Ministry of Education and Science of the Russian Federation МК-44.2022.1.1
The work was supported by the Ministry of Science and Higher Education of the Russian Federation (Government contract No. AAAA-A19-119013090021-5) and the Grant of the President of the Russian Federation for State support of young Russian scientists No. MK-44.2022.1.1 (Agreement No. 075-15-2022-362).
Received: 30.09.2023
Revised: 20.11.2023
Accepted: 20.11.2023
Document Type: Article
UDC: 577.35
Language: Russian
Citation: A. S. Nikityuk, “Parameter identification of viscoelastic cell models based on force curves and wavelet transform”, Computer Research and Modeling, 15:6 (2023), 1653–1672
Citation in format AMSBIB
\Bibitem{Nik23}
\by A.~S.~Nikityuk
\paper Parameter identification of viscoelastic cell models based on force curves and wavelet transform
\jour Computer Research and Modeling
\yr 2023
\vol 15
\issue 6
\pages 1653--1672
\mathnet{http://mi.mathnet.ru/crm1140}
\crossref{https://doi.org/10.20537/2076-7633-2023-15-6-1653-1672}
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  • https://www.mathnet.ru/eng/crm/v15/i6/p1653
  • This publication is cited in the following 1 articles:
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    Computer Research and Modeling
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