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Mathematical modeling of the Candida albicans yeast to hyphal transition reveals novel control strategies
Candida albicans, an opportunistic fungal pathogen, is a significant cause of human infections, particularly in immunocompromised individuals. Phenotypic plasticity between two morphological phenotypes, yeast and hyphae, is a key mechanism by which C. albicans can thrive in many microenvironments an...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8031856/ https://www.ncbi.nlm.nih.gov/pubmed/33780439 http://dx.doi.org/10.1371/journal.pcbi.1008690 |
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author | Wooten, David J. Zañudo, Jorge Gómez Tejeda Murrugarra, David Perry, Austin M. Dongari-Bagtzoglou, Anna Laubenbacher, Reinhard Nobile, Clarissa J. Albert, Réka |
author_facet | Wooten, David J. Zañudo, Jorge Gómez Tejeda Murrugarra, David Perry, Austin M. Dongari-Bagtzoglou, Anna Laubenbacher, Reinhard Nobile, Clarissa J. Albert, Réka |
author_sort | Wooten, David J. |
collection | PubMed |
description | Candida albicans, an opportunistic fungal pathogen, is a significant cause of human infections, particularly in immunocompromised individuals. Phenotypic plasticity between two morphological phenotypes, yeast and hyphae, is a key mechanism by which C. albicans can thrive in many microenvironments and cause disease in the host. Understanding the decision points and key driver genes controlling this important transition and how these genes respond to different environmental signals is critical to understanding how C. albicans causes infections in the host. Here we build and analyze a Boolean dynamical model of the C. albicans yeast to hyphal transition, integrating multiple environmental factors and regulatory mechanisms. We validate the model by a systematic comparison to prior experiments, which led to agreement in 17 out of 22 cases. The discrepancies motivate alternative hypotheses that are testable by follow-up experiments. Analysis of this model revealed two time-constrained windows of opportunity that must be met for the complete transition from the yeast to hyphal phenotype, as well as control strategies that can robustly prevent this transition. We experimentally validate two of these control predictions in C. albicans strains lacking the transcription factor UME6 and the histone deacetylase HDA1, respectively. This model will serve as a strong base from which to develop a systems biology understanding of C. albicans morphogenesis. |
format | Online Article Text |
id | pubmed-8031856 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-80318562021-04-15 Mathematical modeling of the Candida albicans yeast to hyphal transition reveals novel control strategies Wooten, David J. Zañudo, Jorge Gómez Tejeda Murrugarra, David Perry, Austin M. Dongari-Bagtzoglou, Anna Laubenbacher, Reinhard Nobile, Clarissa J. Albert, Réka PLoS Comput Biol Research Article Candida albicans, an opportunistic fungal pathogen, is a significant cause of human infections, particularly in immunocompromised individuals. Phenotypic plasticity between two morphological phenotypes, yeast and hyphae, is a key mechanism by which C. albicans can thrive in many microenvironments and cause disease in the host. Understanding the decision points and key driver genes controlling this important transition and how these genes respond to different environmental signals is critical to understanding how C. albicans causes infections in the host. Here we build and analyze a Boolean dynamical model of the C. albicans yeast to hyphal transition, integrating multiple environmental factors and regulatory mechanisms. We validate the model by a systematic comparison to prior experiments, which led to agreement in 17 out of 22 cases. The discrepancies motivate alternative hypotheses that are testable by follow-up experiments. Analysis of this model revealed two time-constrained windows of opportunity that must be met for the complete transition from the yeast to hyphal phenotype, as well as control strategies that can robustly prevent this transition. We experimentally validate two of these control predictions in C. albicans strains lacking the transcription factor UME6 and the histone deacetylase HDA1, respectively. This model will serve as a strong base from which to develop a systems biology understanding of C. albicans morphogenesis. Public Library of Science 2021-03-29 /pmc/articles/PMC8031856/ /pubmed/33780439 http://dx.doi.org/10.1371/journal.pcbi.1008690 Text en © 2021 Wooten 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 Wooten, David J. Zañudo, Jorge Gómez Tejeda Murrugarra, David Perry, Austin M. Dongari-Bagtzoglou, Anna Laubenbacher, Reinhard Nobile, Clarissa J. Albert, Réka Mathematical modeling of the Candida albicans yeast to hyphal transition reveals novel control strategies |
title | Mathematical modeling of the Candida albicans yeast to hyphal transition reveals novel control strategies |
title_full | Mathematical modeling of the Candida albicans yeast to hyphal transition reveals novel control strategies |
title_fullStr | Mathematical modeling of the Candida albicans yeast to hyphal transition reveals novel control strategies |
title_full_unstemmed | Mathematical modeling of the Candida albicans yeast to hyphal transition reveals novel control strategies |
title_short | Mathematical modeling of the Candida albicans yeast to hyphal transition reveals novel control strategies |
title_sort | mathematical modeling of the candida albicans yeast to hyphal transition reveals novel control strategies |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8031856/ https://www.ncbi.nlm.nih.gov/pubmed/33780439 http://dx.doi.org/10.1371/journal.pcbi.1008690 |
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