Cargando…

A theoretical modeling framework for motile and colonial harmful algae

Climate change is leading to an increase in severity, frequency, and distribution of harmful algal blooms across the globe. For many harmful algae species in eutrophic lakes, the formation of such blooms is controlled by three factors: the lake hydrodynamics, the vertical motility of the algae organ...

Descripción completa

Detalles Bibliográficos
Autores principales: Taylor, Jackie, Calderer, M. Carme, Hondzo, Miki, Voller, Vaughan R.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9251300/
https://www.ncbi.nlm.nih.gov/pubmed/35795358
http://dx.doi.org/10.1002/ece3.9042
_version_ 1784739996026011648
author Taylor, Jackie
Calderer, M. Carme
Hondzo, Miki
Voller, Vaughan R.
author_facet Taylor, Jackie
Calderer, M. Carme
Hondzo, Miki
Voller, Vaughan R.
author_sort Taylor, Jackie
collection PubMed
description Climate change is leading to an increase in severity, frequency, and distribution of harmful algal blooms across the globe. For many harmful algae species in eutrophic lakes, the formation of such blooms is controlled by three factors: the lake hydrodynamics, the vertical motility of the algae organisms, and the ability of the organisms to form colonies. Here, using the common cyanobacterium Microcystis aeruginosa as an example, we develop a model that accounts for both vertical transport and colony dynamics. At the core of this treatment is a model for aggregation. For this, we used Smoluchowski dynamics containing parameters related to Brownian motion, turbulent shear, differential setting, and cell‐to‐cell adhesion. To arrive at a complete description of bloom formation, we place the Smoluchowski treatment as a reaction term in a set of one‐dimensional advection‐diffusion equations, which account for the vertical motion of the algal cells through molecular and turbulent diffusion and self‐regulating buoyant motion. Results indicate that Smoluchowski aggregation qualitatively describes the colony dynamics of M. aeruginosa. Further, the model demonstrates wind‐induced mixing is the dominant aggregation process, and the rate of aggregation is inversely proportional to algal concentration. Because blooms of Microcystis typically consist of large colonies, both of these findings have direct consequences to harmful algal bloom formation. While the theoretical framework outlined in this manuscript was derived for M. aeruginosa, both motility and colony formation are common among bloom‐forming algae. As such, this coupling of vertical transport and colony dynamics is a useful step for improving forecasts of surface harmful algal blooms.
format Online
Article
Text
id pubmed-9251300
institution National Center for Biotechnology Information
language English
publishDate 2022
publisher John Wiley and Sons Inc.
record_format MEDLINE/PubMed
spelling pubmed-92513002022-07-05 A theoretical modeling framework for motile and colonial harmful algae Taylor, Jackie Calderer, M. Carme Hondzo, Miki Voller, Vaughan R. Ecol Evol Research Articles Climate change is leading to an increase in severity, frequency, and distribution of harmful algal blooms across the globe. For many harmful algae species in eutrophic lakes, the formation of such blooms is controlled by three factors: the lake hydrodynamics, the vertical motility of the algae organisms, and the ability of the organisms to form colonies. Here, using the common cyanobacterium Microcystis aeruginosa as an example, we develop a model that accounts for both vertical transport and colony dynamics. At the core of this treatment is a model for aggregation. For this, we used Smoluchowski dynamics containing parameters related to Brownian motion, turbulent shear, differential setting, and cell‐to‐cell adhesion. To arrive at a complete description of bloom formation, we place the Smoluchowski treatment as a reaction term in a set of one‐dimensional advection‐diffusion equations, which account for the vertical motion of the algal cells through molecular and turbulent diffusion and self‐regulating buoyant motion. Results indicate that Smoluchowski aggregation qualitatively describes the colony dynamics of M. aeruginosa. Further, the model demonstrates wind‐induced mixing is the dominant aggregation process, and the rate of aggregation is inversely proportional to algal concentration. Because blooms of Microcystis typically consist of large colonies, both of these findings have direct consequences to harmful algal bloom formation. While the theoretical framework outlined in this manuscript was derived for M. aeruginosa, both motility and colony formation are common among bloom‐forming algae. As such, this coupling of vertical transport and colony dynamics is a useful step for improving forecasts of surface harmful algal blooms. John Wiley and Sons Inc. 2022-07-03 /pmc/articles/PMC9251300/ /pubmed/35795358 http://dx.doi.org/10.1002/ece3.9042 Text en © 2022 The Authors. Ecology and Evolution published by John Wiley & Sons Ltd. https://creativecommons.org/licenses/by/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Articles
Taylor, Jackie
Calderer, M. Carme
Hondzo, Miki
Voller, Vaughan R.
A theoretical modeling framework for motile and colonial harmful algae
title A theoretical modeling framework for motile and colonial harmful algae
title_full A theoretical modeling framework for motile and colonial harmful algae
title_fullStr A theoretical modeling framework for motile and colonial harmful algae
title_full_unstemmed A theoretical modeling framework for motile and colonial harmful algae
title_short A theoretical modeling framework for motile and colonial harmful algae
title_sort theoretical modeling framework for motile and colonial harmful algae
topic Research Articles
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9251300/
https://www.ncbi.nlm.nih.gov/pubmed/35795358
http://dx.doi.org/10.1002/ece3.9042
work_keys_str_mv AT taylorjackie atheoreticalmodelingframeworkformotileandcolonialharmfulalgae
AT calderermcarme atheoreticalmodelingframeworkformotileandcolonialharmfulalgae
AT hondzomiki atheoreticalmodelingframeworkformotileandcolonialharmfulalgae
AT vollervaughanr atheoreticalmodelingframeworkformotileandcolonialharmfulalgae
AT taylorjackie theoreticalmodelingframeworkformotileandcolonialharmfulalgae
AT calderermcarme theoreticalmodelingframeworkformotileandcolonialharmfulalgae
AT hondzomiki theoreticalmodelingframeworkformotileandcolonialharmfulalgae
AT vollervaughanr theoreticalmodelingframeworkformotileandcolonialharmfulalgae