Cargando…

A novel stochastic simulation approach enables exploration of mechanisms for regulating polarity site movement

Cells polarize their movement or growth toward external directional cues in many different contexts. For example, budding yeast cells grow toward potential mating partners in response to pheromone gradients. Directed growth is controlled by polarity factors that assemble into clusters at the cell me...

Descripción completa

Detalles Bibliográficos
Autores principales: Ramirez, Samuel A., Pablo, Michael, Burk, Sean, Lew, Daniel J., Elston, Timothy C.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8315557/
https://www.ncbi.nlm.nih.gov/pubmed/34264926
http://dx.doi.org/10.1371/journal.pcbi.1008525
_version_ 1783729743952084992
author Ramirez, Samuel A.
Pablo, Michael
Burk, Sean
Lew, Daniel J.
Elston, Timothy C.
author_facet Ramirez, Samuel A.
Pablo, Michael
Burk, Sean
Lew, Daniel J.
Elston, Timothy C.
author_sort Ramirez, Samuel A.
collection PubMed
description Cells polarize their movement or growth toward external directional cues in many different contexts. For example, budding yeast cells grow toward potential mating partners in response to pheromone gradients. Directed growth is controlled by polarity factors that assemble into clusters at the cell membrane. The clusters assemble, disassemble, and move between different regions of the membrane before eventually forming a stable polarity site directed toward the pheromone source. Pathways that regulate clustering have been identified but the molecular mechanisms that regulate cluster mobility are not well understood. To gain insight into the contribution of chemical noise to cluster behavior we simulated clustering using the reaction-diffusion master equation (RDME) framework to account for molecular-level fluctuations. RDME simulations are a computationally efficient approximation, but their results can diverge from the underlying microscopic dynamics. We implemented novel concentration-dependent rate constants that improved the accuracy of RDME-based simulations, allowing us to efficiently investigate how cluster dynamics might be regulated. Molecular noise was effective in relocating clusters when the clusters contained low numbers of limiting polarity factors, and when Cdc42, the central polarity regulator, exhibited short dwell times at the polarity site. Cluster stabilization occurred when abundances or binding rates were altered to either lengthen dwell times or increase the number of polarity molecules in the cluster. We validated key results using full 3D particle-based simulations. Understanding the mechanisms cells use to regulate the dynamics of polarity clusters should provide insights into how cells dynamically track external directional cues.
format Online
Article
Text
id pubmed-8315557
institution National Center for Biotechnology Information
language English
publishDate 2021
publisher Public Library of Science
record_format MEDLINE/PubMed
spelling pubmed-83155572021-07-31 A novel stochastic simulation approach enables exploration of mechanisms for regulating polarity site movement Ramirez, Samuel A. Pablo, Michael Burk, Sean Lew, Daniel J. Elston, Timothy C. PLoS Comput Biol Research Article Cells polarize their movement or growth toward external directional cues in many different contexts. For example, budding yeast cells grow toward potential mating partners in response to pheromone gradients. Directed growth is controlled by polarity factors that assemble into clusters at the cell membrane. The clusters assemble, disassemble, and move between different regions of the membrane before eventually forming a stable polarity site directed toward the pheromone source. Pathways that regulate clustering have been identified but the molecular mechanisms that regulate cluster mobility are not well understood. To gain insight into the contribution of chemical noise to cluster behavior we simulated clustering using the reaction-diffusion master equation (RDME) framework to account for molecular-level fluctuations. RDME simulations are a computationally efficient approximation, but their results can diverge from the underlying microscopic dynamics. We implemented novel concentration-dependent rate constants that improved the accuracy of RDME-based simulations, allowing us to efficiently investigate how cluster dynamics might be regulated. Molecular noise was effective in relocating clusters when the clusters contained low numbers of limiting polarity factors, and when Cdc42, the central polarity regulator, exhibited short dwell times at the polarity site. Cluster stabilization occurred when abundances or binding rates were altered to either lengthen dwell times or increase the number of polarity molecules in the cluster. We validated key results using full 3D particle-based simulations. Understanding the mechanisms cells use to regulate the dynamics of polarity clusters should provide insights into how cells dynamically track external directional cues. Public Library of Science 2021-07-15 /pmc/articles/PMC8315557/ /pubmed/34264926 http://dx.doi.org/10.1371/journal.pcbi.1008525 Text en © 2021 Ramirez et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Ramirez, Samuel A.
Pablo, Michael
Burk, Sean
Lew, Daniel J.
Elston, Timothy C.
A novel stochastic simulation approach enables exploration of mechanisms for regulating polarity site movement
title A novel stochastic simulation approach enables exploration of mechanisms for regulating polarity site movement
title_full A novel stochastic simulation approach enables exploration of mechanisms for regulating polarity site movement
title_fullStr A novel stochastic simulation approach enables exploration of mechanisms for regulating polarity site movement
title_full_unstemmed A novel stochastic simulation approach enables exploration of mechanisms for regulating polarity site movement
title_short A novel stochastic simulation approach enables exploration of mechanisms for regulating polarity site movement
title_sort novel stochastic simulation approach enables exploration of mechanisms for regulating polarity site movement
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8315557/
https://www.ncbi.nlm.nih.gov/pubmed/34264926
http://dx.doi.org/10.1371/journal.pcbi.1008525
work_keys_str_mv AT ramirezsamuela anovelstochasticsimulationapproachenablesexplorationofmechanismsforregulatingpolaritysitemovement
AT pablomichael anovelstochasticsimulationapproachenablesexplorationofmechanismsforregulatingpolaritysitemovement
AT burksean anovelstochasticsimulationapproachenablesexplorationofmechanismsforregulatingpolaritysitemovement
AT lewdanielj anovelstochasticsimulationapproachenablesexplorationofmechanismsforregulatingpolaritysitemovement
AT elstontimothyc anovelstochasticsimulationapproachenablesexplorationofmechanismsforregulatingpolaritysitemovement
AT ramirezsamuela novelstochasticsimulationapproachenablesexplorationofmechanismsforregulatingpolaritysitemovement
AT pablomichael novelstochasticsimulationapproachenablesexplorationofmechanismsforregulatingpolaritysitemovement
AT burksean novelstochasticsimulationapproachenablesexplorationofmechanismsforregulatingpolaritysitemovement
AT lewdanielj novelstochasticsimulationapproachenablesexplorationofmechanismsforregulatingpolaritysitemovement
AT elstontimothyc novelstochasticsimulationapproachenablesexplorationofmechanismsforregulatingpolaritysitemovement