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Revealing the Cytoskeletal Organization of Invasive Cancer Cells in 3D
Published on: October 26, 2013
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Morphodynamics facilitate cancer cells to navigate 3D extracellular matrix
Christopher Z Eddy1, Helena Raposo2, Aayushi Manchanda3
1Department of Physics, Oregon State University, Corvallis, OR, 97331, USA.
Scientific Reports
|October 15, 2021
Summary
Cancer cell shape dynamics (morphodynamics) are controlled by the extracellular matrix (ECM) and internal signaling. Machine learning reveals distinct cell shapes linked to migration modes, aiding control of 3D cancer cell movement.
Area of Science:
- Cell biology
- Biophysics
- Cancer research
Background:
- Cell shape is intrinsically linked to cell function, yet the significance of cell morphodynamics (temporal shape fluctuations) remains underexplored.
- Understanding cell morphodynamics in 3D environments is crucial for deciphering complex biological processes like cancer cell migration.
Purpose of the Study:
- To investigate the morphodynamics of MDA-MB-231 breast cancer cells migrating within type I collagen extracellular matrix (ECM).
- To determine how external factors (ECM mechanics) and internal factors (Rho/ROCK-signaling) influence cancer cell morphodynamics and migration modes.
- To establish a framework for predicting and controlling 3D cancer cell motility through understanding morphodynamics.
Main Methods:
- Systematic variation of ECM physical properties by adjusting collagen concentration, alignment, and gelation temperatures.
- Application of machine learning algorithms to classify cell shapes into four distinct morphological phenotypes, each associated with a specific migration mode.
- Characterization of mesoscale dynamics, including phenotype occurrence probability, dwell time, and transition matrices under varying ECM conditions.
Main Results:
- 3D migrating cancer cell morphodynamics are externally controlled by ECM mechanics and internally modulated by Rho/ROCK-signaling.
- Machine learning successfully classified cell shapes into phenotypes corresponding to distinct migration modes, enabling mapping of morphodynamics to phenotype evolution.
- Cancer cell motility in 3D was modeled as a hidden Markov process, demonstrating coupling between cell migration step size and simultaneous cell morphodynamics.
- Phenotype transitions were shown to facilitate cancer cell navigation through non-uniform ECM, including traversing interfaces between different microstructures.
Conclusions:
- 3D migrating cancer cells display complex morphodynamics regulated by ECM mechanics and Rho/ROCK-signaling, which in turn govern cell motility.
- The study establishes a link between cell morphodynamics, ECM properties, and cancer cell migration, offering insights into cancer progression.
- These findings provide a foundation for the mechanical programming of cell morphodynamics to predict and control 3D cancer cell motility.
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