ArticleJournal of biomechanical engineering2013
Complex matrix remodeling and durotaxis can emerge from simple rules for cell-matrix interaction in agent-based models.
Article in Journal of biomechanical engineering, 2013. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 16 papers.
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Who cites it
16 citing papers in PubMed.
- Engineering anisotropic tissues: from structured scaffolds to magnetic actuation.Materials today. Bio · 2026Review
- How cells align to structured collagen fibrils: a hybrid cellular Potts and molecular dynamics model with dynamic mechanosensitive focal adhesions.Frontiers in cell and developmental biology · 2024Article
- Elucidating the signal for contact guidance contained in aligned fibrils with a microstructural-mechanical model.Journal of the Royal Society, Interface · 2022Article
- Smart biomaterial platforms: Controlling and being controlled by cells.Biomaterials · 2022Review
- Multi-cell ECM compaction is predictable via superposition of nonlinear cell dynamics linearized in augmented state space.PLoS computational biology · 2019Article
- Mechanical Model for Durotactic Cell Migration.ACS biomaterials science & engineering · 2019Article
- Computational modeling of three-dimensional ECM-rigidity sensing to guide directed cell migration.Proceedings of the National Academy of Sciences of the United States of America · 2018Article
- Dynamics of Tissue-Induced Alignment of Fibrous Extracellular Matrix.Biophysical journal · 2017Article
- Cell Contractility Facilitates Alignment of Cells and Tissues to Static Uniaxial Stretch.Biophysical journal · 2017Article
- The Mechanics of Single Cell and Collective Migration of Tumor Cells.Journal of biomechanical engineering · 2017Review
- Cell-microenvironment interactions and architectures in microvascular systems.Biotechnology advances · 2016Review
- Fiber Network Models Predict Enhanced Cell Mechanosensing on Fibrous Gels.Journal of biomechanical engineering · 2016Article
- Augmenting Surgery via Multi-scale Modeling and Translational Systems Biology in the Era of Precision Medicine: A Multidisciplinary Perspective.Annals of biomedical engineering · 2016Review
- Article
- A mathematical model of collagen lattice contraction.Journal of the Royal Society, Interface · 2014Article
- Multiscale mechanical simulations of cell compacted collagen gels.Journal of biomechanical engineering · 2013Article
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Authors and funding
3 authors.
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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.
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