Literature DB >> 23722647

Complex matrix remodeling and durotaxis can emerge from simple rules for cell-matrix interaction in agent-based models.

James W Reinhardt1, Daniel A Krakauer, Keith J Gooch.   

Abstract

Using a top-down approach, an agent-based model was developed within NetLogo where cells and extracellular matrix (ECM) fibers were composed of multiple agents to create deformable structures capable of exerting, reacting to, and transmitting mechanical force. At the beginning of the simulation, long fibers were randomly distributed and cross linked. Throughout the simulation, imposed rules allowed cells to exert traction forces by extending pseudopodia, binding to fibers and pulling them towards the cell. Simulated cells remodeled the fibrous matrix to change both the density and alignment of fibers and migrated within the matrix in ways that are consistent with previous experimental work. For example, cells compacted the matrix in their pericellular regions much more than the average compaction experienced for the entire matrix (696% versus 21%). Between pairs of cells, the matrix density increased (by 92%) and the fibers became more aligned (anisotropy index increased from 0.45 to 0.68) in the direction parallel to a line connecting the two cells, consistent with the "lines of tension" observed in experiments by others. Cells migrated towards one another at an average rate of ∼0.5 cell diameters per 10,000 arbitrary units (AU); faster migration occurred in simulations where the fiber density in the intercellular area was greater. To explore the potential contribution of matrix stiffness gradients in the observed migration (i.e., durotaxis), the model was altered to contain a regular lattice of fibers possessing a stiffness gradient and just a single cell. In these simulations cells migrated preferentially in the direction of increasing stiffness at a rate of ∼2 cell diameter per 10,000 AU. This work demonstrates that matrix remodeling and durotaxis, both complex phenomena, might be emergent behaviors based on just a few rules that control how a cell can interact with a fibrous ECM.

Mesh:

Year:  2013        PMID: 23722647      PMCID: PMC3705834          DOI: 10.1115/1.4024463

Source DB:  PubMed          Journal:  J Biomech Eng        ISSN: 0148-0731            Impact factor:   2.097


  35 in total

1.  The mechanism of traction forces in tissue culture.

Authors:  A A KATZBERG
Journal:  Ann Surg       Date:  1959-07       Impact factor: 12.969

2.  Quantitative assessment of local collagen matrix remodeling in 3-D culture: the role of Rho kinase.

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3.  Guiding cell migration in 3D: a collagen matrix with graded directional stiffness.

Authors:  Ektoras Hadjipanayi; Vivek Mudera; Robert A Brown
Journal:  Cell Motil Cytoskeleton       Date:  2009-03

4.  Microscopic matrix remodeling precedes endothelial morphological changes during capillary morphogenesis.

Authors:  Claire McLeod; John Higgins; Yekaterina Miroshnikova; Rachel Liu; Aliesha Garrett; Alisha L Sarang-Sieminski
Journal:  J Biomech Eng       Date:  2013-07-01       Impact factor: 2.097

5.  A computational model of cell migration coupling the growth of focal adhesions with oscillatory cell protrusions.

Authors:  Angélique Stéphanou; Eleni Mylona; Mark Chaplain; Philippe Tracqui
Journal:  J Theor Biol       Date:  2008-05-04       Impact factor: 2.691

6.  Fibers in the extracellular matrix enable long-range stress transmission between cells.

Authors:  Xiaoyue Ma; Maureen E Schickel; Mark D Stevenson; Alisha L Sarang-Sieminski; Keith J Gooch; Samir N Ghadiali; Richard T Hart
Journal:  Biophys J       Date:  2013-04-02       Impact factor: 4.033

7.  A blood vessel model constructed from collagen and cultured vascular cells.

Authors:  C B Weinberg; E Bell
Journal:  Science       Date:  1986-01-24       Impact factor: 47.728

8.  Living tissue formed in vitro and accepted as skin-equivalent tissue of full thickness.

Authors:  E Bell; H P Ehrlich; D J Buttle; T Nakatsuji
Journal:  Science       Date:  1981-03-06       Impact factor: 47.728

9.  A model of fibroblast motility on substrates with different rigidities.

Authors:  Irina V Dokukina; Maria E Gracheva
Journal:  Biophys J       Date:  2010-06-16       Impact factor: 4.033

10.  Contractile forces generated by articular chondrocytes in collagen-glycosaminoglycan matrices.

Authors:  Janice M Zaleskas; Bernd Kinner; Toby M Freyman; Ioannis V Yannas; Lorna J Gibson; Myron Spector
Journal:  Biomaterials       Date:  2004 Mar-Apr       Impact factor: 12.479

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  13 in total

1.  Multiscale mechanical simulations of cell compacted collagen gels.

Authors:  Maziar Aghvami; V H Barocas; E A Sander
Journal:  J Biomech Eng       Date:  2013-07-01       Impact factor: 2.097

2.  Dynamics of Tissue-Induced Alignment of Fibrous Extracellular Matrix.

Authors:  Alexandra S Piotrowski-Daspit; Bryan A Nerger; Abraham E Wolf; Sankaran Sundaresan; Celeste M Nelson
Journal:  Biophys J       Date:  2017-08-08       Impact factor: 4.033

3.  Cell Contractility Facilitates Alignment of Cells and Tissues to Static Uniaxial Stretch.

Authors:  Elisabeth G Rens; Roeland M H Merks
Journal:  Biophys J       Date:  2017-02-28       Impact factor: 4.033

4.  A mathematical model of collagen lattice contraction.

Authors:  J C Dallon; E J Evans; H Paul Ehrlich
Journal:  J R Soc Interface       Date:  2014-10-06       Impact factor: 4.118

Review 5.  Cell-microenvironment interactions and architectures in microvascular systems.

Authors:  Simone Bersini; Iman K Yazdi; Giuseppe Talò; Su Ryon Shin; Matteo Moretti; Ali Khademhosseini
Journal:  Biotechnol Adv       Date:  2016-07-11       Impact factor: 14.227

6.  Fiber Network Models Predict Enhanced Cell Mechanosensing on Fibrous Gels.

Authors:  Maziar Aghvami; Kristen L Billiar; Edward A Sander
Journal:  J Biomech Eng       Date:  2016-10-01       Impact factor: 2.097

7.  Computational modeling of three-dimensional ECM-rigidity sensing to guide directed cell migration.

Authors:  Min-Cheol Kim; Yaron R Silberberg; Rohan Abeyaratne; Roger D Kamm; H Harry Asada
Journal:  Proc Natl Acad Sci U S A       Date:  2018-01-02       Impact factor: 11.205

Review 8.  Augmenting Surgery via Multi-scale Modeling and Translational Systems Biology in the Era of Precision Medicine: A Multidisciplinary Perspective.

Authors:  Ghassan S Kassab; Gary An; Edward A Sander; Michael I Miga; Julius M Guccione; Songbai Ji; Yoram Vodovotz
Journal:  Ann Biomed Eng       Date:  2016-03-25       Impact factor: 3.934

Review 9.  The Mechanics of Single Cell and Collective Migration of Tumor Cells.

Authors:  Marianne Lintz; Adam Muñoz; Cynthia A Reinhart-King
Journal:  J Biomech Eng       Date:  2017-02-01       Impact factor: 2.097

Review 10.  Smart biomaterial platforms: Controlling and being controlled by cells.

Authors:  Ameya R Narkar; Zhuoqi Tong; Pranav Soman; James H Henderson
Journal:  Biomaterials       Date:  2022-02-28       Impact factor: 12.479

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