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Computational Modeling of Vesicle-Mediated Cell Transport

Computational Modeling of Vesicle-Mediated Cell Transport

Gerhard A. Holzapfel (ORCID: 0000-0001-8119-5775)
  • Grant DOI 10.55776/I3431
  • Funding program Principal Investigator Projects International
  • Status ended
  • Start October 15, 2017
  • End October 14, 2021
  • Funding amount € 186,234
  • Project website

DACH: Österreich - Deutschland - Schweiz

Disciplines

Other Technical Sciences (65%); Computer Sciences (25%); Mathematics (10%)

Keywords

    Advection-Diffusion Equation, Cell, Computational Modeling, Finite Element Method, Multiscale, Vesicle Transport

Abstract Final report

The particularly important characteristics of eukaryotic cells are the enormous complexity of their membrane anatomy and the high level of organization of the transport processes. The surprisingly precise manner of the routing of vesicles to various intracellular and extracellular destinations can be illustrated by numerous examples such as the release of neurotransmitters into the presynaptic region of a nerve cell and the export of insulin to the cell surface. The key idea of the present project is to couple results of biomedical investigations and mechano-mathematical models with the highly efficient engineering software packages in order to simulate this type of processes, in particular the vesicle transport. The results should bridge the theoretical investigations and medical praxis and shift the paradigm in understanding and remedying different diseases, which certainly is the primary and long-term goal of the project. The individual objectives coincide with the modeling of single aspects of the vesicle transport, namely with the simulation of mechanisms by which the vesicles form, find their correct destination, fuse with organelles and deliver their cargo. The application of several different approaches is envisaged for this purpose, but three main strategies build the underlying skeleton: the theory of lipid bilayer membranes, the homogenization method and the diffusion theory. The mentioned approaches will furthermore be combined with the modern numerical techniques such as the finite element method and the multiscale finite element method. In the final stage, the realization of single objectives will allow the simulation of vesicle transport as a continuous process and the study of the impact of various factors on the whole process. This way, the project will yield a significant shift from "static" bio-computations related to the single cell compartments and substeps of its activities, to the "dynamic" simulation of the real living processes.

Many vital processes in our eukaryotic cells and organs, such as the metabolism, temporary storage and transport of nutrients, enzymes and transmitters, or viral entry into cells, require an astonishingly precise routing of intermediate products on various intra- and extracellular pathways, using spherical vesicles as protective transporter capsules. To better understand the role of this vesicle-mediated transport in relation to the initiation and progression of important neurological, immunological and cardiovascular diseases, it is essential to identify the biological factors that favor and limit them, which requires various expensive lab experiments. Therefore, by coupling the insights from biomedical investigations and mechano-mathematical models with highly efficient software packages, the CM-TransCell project aimed to minimize the number of future experiments by generating promising hypotheses based on numerous computer simulations. However, many facets of such intracellular processes are not yet experimentally accessible because they occur at the nanoscale level and have short process times, which strengthens the role of numerical simulation tools. However, realistic modeling of vesicle-mediated cell transport requires considering the highly complex intracellular composition, the related mechanical environment, and relevant biophysical properties. The inside of a eukaryotic cell is densely packed with numerous structural scaffoldings (cross-linked filaments and membranes) surrounded by a viscous fluid that impedes vesicle motion. Experiments indicate that vesicles either slowly diffuse inside the fluid or are quickly carried along filaments once they come into contact with motor proteins. Both transport mechanisms and the viscoelastic filament features were incorporated into a novel multiscale computer model of a eukaryotic cell, which made it possible to investigate numerically how different specific alterations at the filament level (e.g., filament density, porosity, orientation distribution due to changed mechanical stimulations or genetic disorders, the vesicle size, etc.) affect the macroscopic transport. For example, the simulations have shed light on the essential compensatory role of rapid vesicle transport via motor proteins. With significantly increased filament densities, the diffusive vesicle transport would critically slowed down and tus have a negative impact on essential physiological cell and tissue maintenance processes. Other numerical concepts developed within the project make it possible to obtain information about virus entry into a cell under various scenarios. The viral uptake process could be investigated by estimating virus-specific parameters, which is not accessible otherwise when using current experimental methods. This enabled the required process time and its limiting behavior to be investigated for the first time. The results obtained within the project unanimously confirm the great potential of numerical simulation tools to study various cellular activities and their clinical relevance. However, validation of the proposed hypotheses and optimization of the computer models are identified as the main challenges for future work.

Research institution(s)
  • Technische Universität Graz - 100%
Project participants
  • David M. Pierce, Technische Universität Graz , national collaboration partner
International project participants
  • Jos Van Der Sloten, Katholieke Universiteit Leuven - Belgium
  • Sandra Klinge, Technische Universität Dortmund - Germany
  • Jonas Stalhand, Linköping University - Sweden
  • Robert Mcmeeking, University of California at Santa Barbara - USA
  • Jay D. Humphrey, Yale University - USA
  • Ray W. Ogden, University of Glasgow

Research Output

  • 24 Citations
  • 14 Publications
  • 1 Disseminations
Publications
  • 2021
    Title Numerical simulation of the viral entry into a cell driven by receptor diffusion
    DOI 10.48550/arxiv.2101.11515
    Type Preprint
    Author Wiegold T
  • 2021
    Title Numerical simulation of the viral entry into a cell driven by receptor diffusion
    DOI 10.1016/j.camwa.2020.12.012
    Type Journal Article
    Author Wiegold T
    Journal Computers & Mathematics with Applications
    Pages 224-243
    Link Publication
  • 2021
    Title On the mechanical modeling of cell components
    DOI 10.1002/pamm.202000129
    Type Journal Article
    Author Klinge S
    Journal PAMM
    Link Publication
  • 2021
    Title Numerical analysis of the impact of cytoskeletal actin filament density alterations onto the diffusive vesicle-mediated cell transport
    DOI 10.1371/journal.pcbi.1008784
    Type Journal Article
    Author Haspinger D
    Journal PLOS Computational Biology
    Link Publication
  • 2018
    Title Multiscale FEM simulations of cross-linked actin network embedded in cytosol with the focus on the filament orientation
    DOI 10.1002/cnm.2993
    Type Journal Article
    Author Klinge S
    Journal International Journal for Numerical Methods in Biomedical Engineering
  • 2021
    Title Numerical modeling of the receptor driven endocytosis
    DOI 10.1002/pamm.202100142
    Type Journal Article
    Author Klinge S
    Journal PAMM
    Link Publication
  • 2018
    Title Viscoelasticity of cross-linked actin network embedded in cytosol
    DOI 10.1002/pamm.201800151
    Type Journal Article
    Author Wiegold T
    Journal PAMM
  • 2021
    Title Material Modeling and Simulation of Phenomena at the Nano, Micro and Macro Levels in Fibrous Soft Tissues of the Cardiovascular System
    Type Book
    Author Haspinger D
    Publisher Verlag der Technischen Universität Graz
  • 2019
    Title Book of Extended Abstracts for Solid (Bio)Mechanics: Challenges of the next Decade
    Type Book
    Author Holzapfel Ga
    editors Holzapfel GA, Prot V, Zhang Z
    Publisher Verlag der Technischen Universität Graz
  • 2019
    Title Numerical simulation of the viral entry into a cell by receptor driven endocytosis
    Type Conference Proceeding Abstract
    Author Klinge S
    Conference 8th GACM Colloquium on Computational Mechanics for Young Scientists from Academia and Industry
    Pages 401-404
  • 2019
    Title Numerical simulation of the viral entry into a cell driven by the receptor diffusion
    DOI 10.1101/822015
    Type Preprint
    Author Wiegold T
    Pages 822015
    Link Publication
  • 2019
    Title Computational modeling of adhesive contact between a virus and a cell during receptor driven endocytosis
    DOI 10.1002/pamm.201900161
    Type Journal Article
    Author Wiegold T
    Journal PAMM
    Link Publication
  • 2018
    Title Multiscale Soft Tissue Mechanics and Mechanobiology: State-of-the-Art Modeling
    Type Book
    Author Holzapfel Gerhard A.
    Publisher Springer
  • 2017
    Title The influence of binder mobility on the viral entry into a cell
    DOI 10.1002/pamm.201710068
    Type Journal Article
    Author Klinge S
    Journal PAMM
    Pages 197-198
    Link Publication
Disseminations
  • 2018 Link
    Title Summer School on Biomechanics
    Type Participation in an activity, workshop or similar
    Link Link

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