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Human Mammary Epithelial Cells Exhibit a Bimodal Correlated Random Walk Pattern

BACKGROUND: Organisms, at scales ranging from unicellular to mammals, have been known to exhibit foraging behavior described by random walks whose segments confirm to Lévy or exponential distributions. For the first time, we present evidence that single cells (mammary epithelial cells) that exist in...

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Autores principales: Potdar, Alka A., Jeon, Junhwan, Weaver, Alissa M., Quaranta, Vito, Cummings, Peter T.
Formato: Texto
Lenguaje:English
Publicado: Public Library of Science 2010
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2835765/
https://www.ncbi.nlm.nih.gov/pubmed/20224792
http://dx.doi.org/10.1371/journal.pone.0009636
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author Potdar, Alka A.
Jeon, Junhwan
Weaver, Alissa M.
Quaranta, Vito
Cummings, Peter T.
author_facet Potdar, Alka A.
Jeon, Junhwan
Weaver, Alissa M.
Quaranta, Vito
Cummings, Peter T.
author_sort Potdar, Alka A.
collection PubMed
description BACKGROUND: Organisms, at scales ranging from unicellular to mammals, have been known to exhibit foraging behavior described by random walks whose segments confirm to Lévy or exponential distributions. For the first time, we present evidence that single cells (mammary epithelial cells) that exist in multi-cellular organisms (humans) follow a bimodal correlated random walk (BCRW). METHODOLOGY/PRINCIPAL FINDINGS: Cellular tracks of MCF-10A pBabe, neuN and neuT random migration on 2-D plastic substrates, analyzed using bimodal analysis, were found to reveal the BCRW pattern. We find two types of exponentially distributed correlated flights (corresponding to what we refer to as the directional and re-orientation phases) each having its own correlation between move step-lengths within flights. The exponential distribution of flight lengths was confirmed using different analysis methods (logarithmic binning with normalization, survival frequency plots and maximum likelihood estimation). CONCLUSIONS/SIGNIFICANCE: Because of the presence of non-uniform turn angle distribution of move step-lengths within a flight and two different types of flights, we propose that the epithelial random walk is a BCRW comprising of two alternating modes with varying degree of correlations, rather than a simple persistent random walk. A BCRW model rather than a simple persistent random walk correctly matches the super-diffusivity in the cell migration paths as indicated by simulations based on the BCRW model.
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spelling pubmed-28357652010-03-12 Human Mammary Epithelial Cells Exhibit a Bimodal Correlated Random Walk Pattern Potdar, Alka A. Jeon, Junhwan Weaver, Alissa M. Quaranta, Vito Cummings, Peter T. PLoS One Research Article BACKGROUND: Organisms, at scales ranging from unicellular to mammals, have been known to exhibit foraging behavior described by random walks whose segments confirm to Lévy or exponential distributions. For the first time, we present evidence that single cells (mammary epithelial cells) that exist in multi-cellular organisms (humans) follow a bimodal correlated random walk (BCRW). METHODOLOGY/PRINCIPAL FINDINGS: Cellular tracks of MCF-10A pBabe, neuN and neuT random migration on 2-D plastic substrates, analyzed using bimodal analysis, were found to reveal the BCRW pattern. We find two types of exponentially distributed correlated flights (corresponding to what we refer to as the directional and re-orientation phases) each having its own correlation between move step-lengths within flights. The exponential distribution of flight lengths was confirmed using different analysis methods (logarithmic binning with normalization, survival frequency plots and maximum likelihood estimation). CONCLUSIONS/SIGNIFICANCE: Because of the presence of non-uniform turn angle distribution of move step-lengths within a flight and two different types of flights, we propose that the epithelial random walk is a BCRW comprising of two alternating modes with varying degree of correlations, rather than a simple persistent random walk. A BCRW model rather than a simple persistent random walk correctly matches the super-diffusivity in the cell migration paths as indicated by simulations based on the BCRW model. Public Library of Science 2010-03-10 /pmc/articles/PMC2835765/ /pubmed/20224792 http://dx.doi.org/10.1371/journal.pone.0009636 Text en Potdar et al. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Potdar, Alka A.
Jeon, Junhwan
Weaver, Alissa M.
Quaranta, Vito
Cummings, Peter T.
Human Mammary Epithelial Cells Exhibit a Bimodal Correlated Random Walk Pattern
title Human Mammary Epithelial Cells Exhibit a Bimodal Correlated Random Walk Pattern
title_full Human Mammary Epithelial Cells Exhibit a Bimodal Correlated Random Walk Pattern
title_fullStr Human Mammary Epithelial Cells Exhibit a Bimodal Correlated Random Walk Pattern
title_full_unstemmed Human Mammary Epithelial Cells Exhibit a Bimodal Correlated Random Walk Pattern
title_short Human Mammary Epithelial Cells Exhibit a Bimodal Correlated Random Walk Pattern
title_sort human mammary epithelial cells exhibit a bimodal correlated random walk pattern
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2835765/
https://www.ncbi.nlm.nih.gov/pubmed/20224792
http://dx.doi.org/10.1371/journal.pone.0009636
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