Literature DB >> 33690598

Combinatorial mathematical modelling approaches to interrogate rear retraction dynamics in 3D cell migration.

Joseph H R Hetmanski1, Matthew C Jones1, Fatima Chunara1, Jean-Marc Schwartz1, Patrick T Caswell1.   

Abstract

Cell migration in 3D microenvironments is a complex process which depends on the coordinated activity of leading edge protrusive force and rear retraction in a push-pull mechanism. While the potentiation of protrusions has been widely studied, the precise signalling and mechanical events that lead to retraction of the cell rear are much less well understood, particularly in physiological 3D extra-cellular matrix (ECM). We previously discovered that rear retraction in fast moving cells is a highly dynamic process involving the precise spatiotemporal interplay of mechanosensing by caveolae and signalling through RhoA. To further interrogate the dynamics of rear retraction, we have adopted three distinct mathematical modelling approaches here based on (i) Boolean logic, (ii) deterministic kinetic ordinary differential equations (ODEs) and (iii) stochastic simulations. The aims of this multi-faceted approach are twofold: firstly to derive new biological insight into cell rear dynamics via generation of testable hypotheses and predictions; and secondly to compare and contrast the distinct modelling approaches when used to describe the same, relatively under-studied system. Overall, our modelling approaches complement each other, suggesting that such a multi-faceted approach is more informative than methods based on a single modelling technique to interrogate biological systems. Whilst Boolean logic was not able to fully recapitulate the complexity of rear retraction signalling, an ODE model could make plausible population level predictions. Stochastic simulations added a further level of complexity by accurately mimicking previous experimental findings and acting as a single cell simulator. Our approach highlighted the unanticipated role for CDK1 in rear retraction, a prediction we confirmed experimentally. Moreover, our models led to a novel prediction regarding the potential existence of a 'set point' in local stiffness gradients that promotes polarisation and rapid rear retraction.

Entities:  

Year:  2021        PMID: 33690598      PMCID: PMC7984637          DOI: 10.1371/journal.pcbi.1008213

Source DB:  PubMed          Journal:  PLoS Comput Biol        ISSN: 1553-734X            Impact factor:   4.475


  50 in total

Review 1.  Cell migration: integrating signals from front to back.

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Journal:  Science       Date:  2003-12-05       Impact factor: 47.728

Review 2.  Rocks: multifunctional kinases in cell behaviour.

Authors:  Kirsi Riento; Anne J Ridley
Journal:  Nat Rev Mol Cell Biol       Date:  2003-06       Impact factor: 94.444

3.  Model of coupled transient changes of Rac, Rho, adhesions and stress fibers alignment in endothelial cells responding to shear stress.

Authors:  G Civelekoglu-Scholey; A Wayne Orr; I Novak; J-J Meister; M A Schwartz; A Mogilner
Journal:  J Theor Biol       Date:  2005-02-21       Impact factor: 2.691

4.  Inhibitors target actin nucleators.

Authors:  Laurent Blanchoin; Rajaa Boujemaa-Paterski
Journal:  Chem Biol       Date:  2009-11-25

5.  Modeling Rho GTPase Dynamics Using Boolean Logic.

Authors:  Joseph H R Hetmanski; Jean-Marc Schwartz; Patrick T Caswell
Journal:  Methods Mol Biol       Date:  2018

Review 6.  Formins at a glance.

Authors:  Dennis Breitsprecher; Bruce L Goode
Journal:  J Cell Sci       Date:  2013-01-01       Impact factor: 5.285

Review 7.  Cell migration: a physically integrated molecular process.

Authors:  D A Lauffenburger; A F Horwitz
Journal:  Cell       Date:  1996-02-09       Impact factor: 41.582

8.  Cofilin phosphorylation by LIM-kinase 1 and its role in Rac-mediated actin reorganization.

Authors:  N Yang; O Higuchi; K Ohashi; K Nagata; A Wada; K Kangawa; E Nishida; K Mizuno
Journal:  Nature       Date:  1998-06-25       Impact factor: 49.962

9.  Src-dependent phosphorylation of caveolin-1 Tyr-14 promotes swelling and release of caveolae.

Authors:  Adriana M Zimnicka; Yawer S Husain; Ayesha N Shajahan; Maria Sverdlov; Oleg Chaga; Zhenlong Chen; Peter T Toth; Jennifer Klomp; Andrei V Karginov; Chinnaswamy Tiruppathi; Asrar B Malik; Richard D Minshall
Journal:  Mol Biol Cell       Date:  2016-05-11       Impact factor: 4.138

10.  A MAPK-Driven Feedback Loop Suppresses Rac Activity to Promote RhoA-Driven Cancer Cell Invasion.

Authors:  Joseph H R Hetmanski; Egor Zindy; Jean-Marc Schwartz; Patrick T Caswell
Journal:  PLoS Comput Biol       Date:  2016-05-03       Impact factor: 4.475

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  2 in total

Review 1.  Unravelling cell migration: defining movement from the cell surface.

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Journal:  Cell Adh Migr       Date:  2022-12       Impact factor: 3.255

Review 2.  From the Matrix to the Nucleus and Back: Mechanobiology in the Light of Health, Pathologies, and Regeneration of Oral Periodontal Tissues.

Authors:  Martin Philipp Dieterle; Ayman Husari; Thorsten Steinberg; Xiaoling Wang; Imke Ramminger; Pascal Tomakidi
Journal:  Biomolecules       Date:  2021-05-31
  2 in total

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