Literature DB >> 25606671

Local perturbation analysis: a computational tool for biophysical reaction-diffusion models.

William R Holmes1, May Anne Mata2, Leah Edelstein-Keshet3.   

Abstract

Diffusion and interaction of molecular regulators in cells is often modeled using reaction-diffusion partial differential equations. Analysis of such models and exploration of their parameter space is challenging, particularly for systems of high dimensionality. Here, we present a relatively simple and straightforward analysis, the local perturbation analysis, that reveals how parameter variations affect model behavior. This computational tool, which greatly aids exploration of the behavior of a model, exploits a structural feature common to many cellular regulatory systems: regulators are typically either bound to a membrane or freely diffusing in the interior of the cell. Using well-documented, readily available bifurcation software, the local perturbation analysis tracks the approximate early evolution of an arbitrarily large perturbation of a homogeneous steady state. In doing so, it provides a bifurcation diagram that concisely describes various regimes of the model's behavior, reducing the need for exhaustive simulations to explore parameter space. We explain the method and provide detailed step-by-step guides to its use and application.
Copyright © 2015 Biophysical Society. Published by Elsevier Inc. All rights reserved.

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Year:  2015        PMID: 25606671      PMCID: PMC4302203          DOI: 10.1016/j.bpj.2014.11.3457

Source DB:  PubMed          Journal:  Biophys J        ISSN: 0006-3495            Impact factor:   4.033


  35 in total

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Authors:  Lan Ma; Chris Janetopoulos; Liu Yang; Peter N Devreotes; Pablo A Iglesias
Journal:  Biophys J       Date:  2004-10-01       Impact factor: 4.033

2.  Modeling of protrusion phenotypes driven by the actin-membrane interaction.

Authors:  Mihaela Enculescu; Mohsen Sabouri-Ghomi; Gaudenz Danuser; Martin Falcke
Journal:  Biophys J       Date:  2010-04-21       Impact factor: 4.033

3.  SBMLToolbox: an SBML toolbox for MATLAB users.

Authors:  Sarah M Keating; Benjamin J Bornstein; Andrew Finney; Michael Hucka
Journal:  Bioinformatics       Date:  2006-03-30       Impact factor: 6.937

4.  Mathematical model for spatial segregation of the Rho-family GTPases based on inhibitory crosstalk.

Authors:  Alexandra Jilkine; Athanasius F M Marée; Leah Edelstein-Keshet
Journal:  Bull Math Biol       Date:  2007-04-25       Impact factor: 1.758

5.  Synthetic spatially graded Rac activation drives cell polarization and movement.

Authors:  Benjamin Lin; William R Holmes; C Joanne Wang; Tasuku Ueno; Andrew Harwell; Leah Edelstein-Keshet; Takanari Inoue; Andre Levchenko
Journal:  Proc Natl Acad Sci U S A       Date:  2012-11-26       Impact factor: 11.205

6.  Multi-scale modeling of tissues using CompuCell3D.

Authors:  Maciej H Swat; Gilberto L Thomas; Julio M Belmonte; Abbas Shirinifard; Dimitrij Hmeljak; James A Glazier
Journal:  Methods Cell Biol       Date:  2012       Impact factor: 1.441

7.  Phosphoinositides and Rho proteins spatially regulate actin polymerization to initiate and maintain directed movement in a one-dimensional model of a motile cell.

Authors:  Adriana T Dawes; Leah Edelstein-Keshet
Journal:  Biophys J       Date:  2006-11-10       Impact factor: 4.033

Review 8.  A comparison of mathematical models for polarization of single eukaryotic cells in response to guided cues.

Authors:  Alexandra Jilkine; Leah Edelstein-Keshet
Journal:  PLoS Comput Biol       Date:  2011-04-28       Impact factor: 4.475

9.  How cells integrate complex stimuli: the effect of feedback from phosphoinositides and cell shape on cell polarization and motility.

Authors:  Athanasius F M Marée; Verônica A Grieneisen; Leah Edelstein-Keshet
Journal:  PLoS Comput Biol       Date:  2012-03-01       Impact factor: 4.475

10.  Chaste: an open source C++ library for computational physiology and biology.

Authors:  Gary R Mirams; Christopher J Arthurs; Miguel O Bernabeu; Rafel Bordas; Jonathan Cooper; Alberto Corrias; Yohan Davit; Sara-Jane Dunn; Alexander G Fletcher; Daniel G Harvey; Megan E Marsh; James M Osborne; Pras Pathmanathan; Joe Pitt-Francis; James Southern; Nejib Zemzemi; David J Gavaghan
Journal:  PLoS Comput Biol       Date:  2013-03-14       Impact factor: 4.475

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  13 in total

1.  Rac activation is key to cell motility and directionality: An experimental and modelling investigation.

Authors:  Jessica K Lyda; Zhang L Tan; Abira Rajah; Asheesh Momi; Laurent Mackay; Claire M Brown; Anmar Khadra
Journal:  Comput Struct Biotechnol J       Date:  2019-11-07       Impact factor: 7.271

2.  Membrane Tension Can Enhance Adaptation to Maintain Polarity of Migrating Cells.

Authors:  Cole Zmurchok; Jared Collette; Vijay Rajagopal; William R Holmes
Journal:  Biophys J       Date:  2020-09-07       Impact factor: 4.033

3.  Simple Rho GTPase Dynamics Generate a Complex Regulatory Landscape Associated with Cell Shape.

Authors:  Cole Zmurchok; William R Holmes
Journal:  Biophys J       Date:  2020-02-04       Impact factor: 4.033

4.  Mechanisms of Cell Polarization.

Authors:  Wouter-Jan Rappel; Leah Edelstein-Keshet
Journal:  Curr Opin Syst Biol       Date:  2017-04-12

5.  Mathematical Models for Cell Migration with Real-Time Cell Cycle Dynamics.

Authors:  Sean T Vittadello; Scott W McCue; Gency Gunasingh; Nikolas K Haass; Matthew J Simpson
Journal:  Biophys J       Date:  2018-03-13       Impact factor: 4.033

6.  Cells use molecular working memory to navigate in changing chemoattractant fields.

Authors:  Akhilesh Nandan; Abhishek Das; Robert Lott; Aneta Koseska
Journal:  Elife       Date:  2022-06-06       Impact factor: 8.713

7.  Modeling the roles of protein kinase Cβ and η in single-cell wound repair.

Authors:  William R Holmes; Laura Liao; William Bement; Leah Edelstein-Keshet
Journal:  Mol Biol Cell       Date:  2015-08-26       Impact factor: 4.138

8.  Modelling compartmentalization towards elucidation and engineering of spatial organization in biochemical pathways.

Authors:  Govind Menon; Chinedu Okeke; J Krishnan
Journal:  Sci Rep       Date:  2017-09-21       Impact factor: 4.379

9.  A mathematical model coupling polarity signaling to cell adhesion explains diverse cell migration patterns.

Authors:  William R Holmes; JinSeok Park; Andre Levchenko; Leah Edelstein-Keshet
Journal:  PLoS Comput Biol       Date:  2017-05-04       Impact factor: 4.475

10.  Principles that govern competition or co-existence in Rho-GTPase driven polarization.

Authors:  Jian-Geng Chiou; Samuel A Ramirez; Timothy C Elston; Thomas P Witelski; David G Schaeffer; Daniel J Lew
Journal:  PLoS Comput Biol       Date:  2018-04-12       Impact factor: 4.475

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