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Web-gLV: A Web Based Platform for Lotka-Volterra Based Modeling and Simulation of Microbial Populations
The affordability of high throughput DNA sequencing has allowed us to explore the dynamics of microbial populations in various ecosystems. Mathematical modeling and simulation of such microbiome time series data can help in getting better understanding of bacterial communities. In this paper, we pre...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6394339/ https://www.ncbi.nlm.nih.gov/pubmed/30846976 http://dx.doi.org/10.3389/fmicb.2019.00288 |
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author | Kuntal, Bhusan K. Gadgil, Chetan Mande, Sharmila S. |
author_facet | Kuntal, Bhusan K. Gadgil, Chetan Mande, Sharmila S. |
author_sort | Kuntal, Bhusan K. |
collection | PubMed |
description | The affordability of high throughput DNA sequencing has allowed us to explore the dynamics of microbial populations in various ecosystems. Mathematical modeling and simulation of such microbiome time series data can help in getting better understanding of bacterial communities. In this paper, we present Web-gLV—a GUI based interactive platform for generalized Lotka-Volterra (gLV) based modeling and simulation of microbial populations. The tool can be used to generate the mathematical models with automatic estimation of parameters and use them to predict future trajectories using numerical simulations. We also demonstrate the utility of our tool on few publicly available datasets. The case studies demonstrate the ease with which the current tool can be used by biologists to model bacterial populations and simulate their dynamics to get biological insights. We expect Web-gLV to be a valuable contribution in the field of ecological modeling and metagenomic systems biology. |
format | Online Article Text |
id | pubmed-6394339 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-63943392019-03-07 Web-gLV: A Web Based Platform for Lotka-Volterra Based Modeling and Simulation of Microbial Populations Kuntal, Bhusan K. Gadgil, Chetan Mande, Sharmila S. Front Microbiol Microbiology The affordability of high throughput DNA sequencing has allowed us to explore the dynamics of microbial populations in various ecosystems. Mathematical modeling and simulation of such microbiome time series data can help in getting better understanding of bacterial communities. In this paper, we present Web-gLV—a GUI based interactive platform for generalized Lotka-Volterra (gLV) based modeling and simulation of microbial populations. The tool can be used to generate the mathematical models with automatic estimation of parameters and use them to predict future trajectories using numerical simulations. We also demonstrate the utility of our tool on few publicly available datasets. The case studies demonstrate the ease with which the current tool can be used by biologists to model bacterial populations and simulate their dynamics to get biological insights. We expect Web-gLV to be a valuable contribution in the field of ecological modeling and metagenomic systems biology. Frontiers Media S.A. 2019-02-22 /pmc/articles/PMC6394339/ /pubmed/30846976 http://dx.doi.org/10.3389/fmicb.2019.00288 Text en Copyright © 2019 Kuntal, Gadgil and Mande. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Microbiology Kuntal, Bhusan K. Gadgil, Chetan Mande, Sharmila S. Web-gLV: A Web Based Platform for Lotka-Volterra Based Modeling and Simulation of Microbial Populations |
title | Web-gLV: A Web Based Platform for Lotka-Volterra Based Modeling and Simulation of Microbial Populations |
title_full | Web-gLV: A Web Based Platform for Lotka-Volterra Based Modeling and Simulation of Microbial Populations |
title_fullStr | Web-gLV: A Web Based Platform for Lotka-Volterra Based Modeling and Simulation of Microbial Populations |
title_full_unstemmed | Web-gLV: A Web Based Platform for Lotka-Volterra Based Modeling and Simulation of Microbial Populations |
title_short | Web-gLV: A Web Based Platform for Lotka-Volterra Based Modeling and Simulation of Microbial Populations |
title_sort | web-glv: a web based platform for lotka-volterra based modeling and simulation of microbial populations |
topic | Microbiology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6394339/ https://www.ncbi.nlm.nih.gov/pubmed/30846976 http://dx.doi.org/10.3389/fmicb.2019.00288 |
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