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A new 3D finite element-based approach for computing cell surface tractions assuming nonlinear conditions

Advances in methods for determining the forces exerted by cells while they migrate are essential for attempting to understand important pathological processes, such as cancer or angiogenesis, among others. Precise data from three-dimensional conditions are both difficult to obtain and manipulate. Fo...

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Detalles Bibliográficos
Autores principales: Hervas-Raluy, Silvia, Gomez-Benito, Maria Jose, Borau-Zamora, Carlos, Cóndor, Mar, Garcia-Aznar, Jose Manuel
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8046236/
https://www.ncbi.nlm.nih.gov/pubmed/33852586
http://dx.doi.org/10.1371/journal.pone.0249018
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author Hervas-Raluy, Silvia
Gomez-Benito, Maria Jose
Borau-Zamora, Carlos
Cóndor, Mar
Garcia-Aznar, Jose Manuel
author_facet Hervas-Raluy, Silvia
Gomez-Benito, Maria Jose
Borau-Zamora, Carlos
Cóndor, Mar
Garcia-Aznar, Jose Manuel
author_sort Hervas-Raluy, Silvia
collection PubMed
description Advances in methods for determining the forces exerted by cells while they migrate are essential for attempting to understand important pathological processes, such as cancer or angiogenesis, among others. Precise data from three-dimensional conditions are both difficult to obtain and manipulate. For this purpose, it is critical to develop workflows in which the experiments are closely linked to the subsequent computational postprocessing. The work presented here starts from a traction force microscopy (TFM) experiment carried out on microfluidic chips, and this experiment is automatically joined to an inverse problem solver that allows us to extract the traction forces exerted by the cell from the displacements of fluorescent beads embedded in the extracellular matrix (ECM). Therefore, both the reconstruction of the cell geometry and the recovery of the ECM displacements are used to generate the inputs for the resolution of the inverse problem. The inverse problem is solved iteratively by using the finite element method under the hypothesis of finite deformations and nonlinear material formulation. Finally, after mathematical postprocessing is performed, the traction forces on the surface of the cell in the undeformed configuration are obtained. Therefore, in this work, we demonstrate the robustness of our computational-based methodology by testing it under different conditions in an extreme theoretical load problem and then by applying it to a real case based on experimental results. In summary, we have developed a new procedure that adds value to existing methodologies for solving inverse problems in 3D, mainly by allowing for large deformations and not being restricted to any particular material formulation. In addition, it automatically bridges the gap between experimental images and mechanical computations.
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spelling pubmed-80462362021-04-21 A new 3D finite element-based approach for computing cell surface tractions assuming nonlinear conditions Hervas-Raluy, Silvia Gomez-Benito, Maria Jose Borau-Zamora, Carlos Cóndor, Mar Garcia-Aznar, Jose Manuel PLoS One Research Article Advances in methods for determining the forces exerted by cells while they migrate are essential for attempting to understand important pathological processes, such as cancer or angiogenesis, among others. Precise data from three-dimensional conditions are both difficult to obtain and manipulate. For this purpose, it is critical to develop workflows in which the experiments are closely linked to the subsequent computational postprocessing. The work presented here starts from a traction force microscopy (TFM) experiment carried out on microfluidic chips, and this experiment is automatically joined to an inverse problem solver that allows us to extract the traction forces exerted by the cell from the displacements of fluorescent beads embedded in the extracellular matrix (ECM). Therefore, both the reconstruction of the cell geometry and the recovery of the ECM displacements are used to generate the inputs for the resolution of the inverse problem. The inverse problem is solved iteratively by using the finite element method under the hypothesis of finite deformations and nonlinear material formulation. Finally, after mathematical postprocessing is performed, the traction forces on the surface of the cell in the undeformed configuration are obtained. Therefore, in this work, we demonstrate the robustness of our computational-based methodology by testing it under different conditions in an extreme theoretical load problem and then by applying it to a real case based on experimental results. In summary, we have developed a new procedure that adds value to existing methodologies for solving inverse problems in 3D, mainly by allowing for large deformations and not being restricted to any particular material formulation. In addition, it automatically bridges the gap between experimental images and mechanical computations. Public Library of Science 2021-04-14 /pmc/articles/PMC8046236/ /pubmed/33852586 http://dx.doi.org/10.1371/journal.pone.0249018 Text en © 2021 Hervas-Raluy et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Hervas-Raluy, Silvia
Gomez-Benito, Maria Jose
Borau-Zamora, Carlos
Cóndor, Mar
Garcia-Aznar, Jose Manuel
A new 3D finite element-based approach for computing cell surface tractions assuming nonlinear conditions
title A new 3D finite element-based approach for computing cell surface tractions assuming nonlinear conditions
title_full A new 3D finite element-based approach for computing cell surface tractions assuming nonlinear conditions
title_fullStr A new 3D finite element-based approach for computing cell surface tractions assuming nonlinear conditions
title_full_unstemmed A new 3D finite element-based approach for computing cell surface tractions assuming nonlinear conditions
title_short A new 3D finite element-based approach for computing cell surface tractions assuming nonlinear conditions
title_sort new 3d finite element-based approach for computing cell surface tractions assuming nonlinear conditions
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8046236/
https://www.ncbi.nlm.nih.gov/pubmed/33852586
http://dx.doi.org/10.1371/journal.pone.0249018
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