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Extracellular microcystin prediction based on toxigenic Microcystis detection in a eutrophic lake
Existing models for predicting microcystin concentration in water body generally use chlorophyll or cyanobacteria concentration as input variables, although microcystins only originate from toxigenic strains of a few species. Moreover, the nonconcurrency between harmful algal growth and toxin releas...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4753513/ https://www.ncbi.nlm.nih.gov/pubmed/26876647 http://dx.doi.org/10.1038/srep20886 |
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author | Dong, Xin Zeng, Siyu Bai, Fei Li, Dan He, Miao |
author_facet | Dong, Xin Zeng, Siyu Bai, Fei Li, Dan He, Miao |
author_sort | Dong, Xin |
collection | PubMed |
description | Existing models for predicting microcystin concentration in water body generally use chlorophyll or cyanobacteria concentration as input variables, although microcystins only originate from toxigenic strains of a few species. Moreover, the nonconcurrency between harmful algal growth and toxin release has yet to be quantified. Therefore, this study explored a new prediction method that considers these toxin production mechanisms for the eutrophic Yangcheng Lake, a large-scale drinking water source in China. The Lake was monitored weekly at six sampling sites from July to October in 2012, including the detection of toxigenic Microcystis (expressed as mcyA copy number) by qPCR. Compared with chlorophyll a, cyanobacteria, and total Microcystis abundance, toxigenic Microcystis concentration was more significant in predicting extracellular microcystin. Site-specific nonlinear regression models that link mcyA to microcystins were established. Parameters for toxin release delay (i.e., one or two weeks) were embedded in these models. Further analysis ascribed the different release timescale to NH(3)-N:TN and TN:TP ratios of approximately 0.015 and 9.2, respectively, which may decrease the delay in microcystin release. Model applications in determining mcyA monitoring frequency and its warning thresholds were discussed. |
format | Online Article Text |
id | pubmed-4753513 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Nature Publishing Group |
record_format | MEDLINE/PubMed |
spelling | pubmed-47535132016-02-23 Extracellular microcystin prediction based on toxigenic Microcystis detection in a eutrophic lake Dong, Xin Zeng, Siyu Bai, Fei Li, Dan He, Miao Sci Rep Article Existing models for predicting microcystin concentration in water body generally use chlorophyll or cyanobacteria concentration as input variables, although microcystins only originate from toxigenic strains of a few species. Moreover, the nonconcurrency between harmful algal growth and toxin release has yet to be quantified. Therefore, this study explored a new prediction method that considers these toxin production mechanisms for the eutrophic Yangcheng Lake, a large-scale drinking water source in China. The Lake was monitored weekly at six sampling sites from July to October in 2012, including the detection of toxigenic Microcystis (expressed as mcyA copy number) by qPCR. Compared with chlorophyll a, cyanobacteria, and total Microcystis abundance, toxigenic Microcystis concentration was more significant in predicting extracellular microcystin. Site-specific nonlinear regression models that link mcyA to microcystins were established. Parameters for toxin release delay (i.e., one or two weeks) were embedded in these models. Further analysis ascribed the different release timescale to NH(3)-N:TN and TN:TP ratios of approximately 0.015 and 9.2, respectively, which may decrease the delay in microcystin release. Model applications in determining mcyA monitoring frequency and its warning thresholds were discussed. Nature Publishing Group 2016-02-15 /pmc/articles/PMC4753513/ /pubmed/26876647 http://dx.doi.org/10.1038/srep20886 Text en Copyright © 2016, Macmillan Publishers Limited http://creativecommons.org/licenses/by/4.0/ This work is licensed under a Creative Commons Attribution 4.0 International License. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in the credit line; if the material is not included under the Creative Commons license, users will need to obtain permission from the license holder to reproduce the material. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ |
spellingShingle | Article Dong, Xin Zeng, Siyu Bai, Fei Li, Dan He, Miao Extracellular microcystin prediction based on toxigenic Microcystis detection in a eutrophic lake |
title | Extracellular microcystin prediction based on toxigenic Microcystis detection in a eutrophic lake |
title_full | Extracellular microcystin prediction based on toxigenic Microcystis detection in a eutrophic lake |
title_fullStr | Extracellular microcystin prediction based on toxigenic Microcystis detection in a eutrophic lake |
title_full_unstemmed | Extracellular microcystin prediction based on toxigenic Microcystis detection in a eutrophic lake |
title_short | Extracellular microcystin prediction based on toxigenic Microcystis detection in a eutrophic lake |
title_sort | extracellular microcystin prediction based on toxigenic microcystis detection in a eutrophic lake |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4753513/ https://www.ncbi.nlm.nih.gov/pubmed/26876647 http://dx.doi.org/10.1038/srep20886 |
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