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Metabolic responses of eukaryotic microalgae to environmental stress limit the ability of FT-IR spectroscopy for species identification

Fourier Transform Infrared (FT-IR) spectroscopy is a robust method for macromolecular analysis and differentiation of microorganisms. However, most studies are performed in controlled conditions and it is unclear whether this tool is appropriate for the identification of eukaryotic microalgae specie...

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Detalles Bibliográficos
Autores principales: Driver, Thomas, Bajhaiya, Amit K., Allwood, J. William, Goodacre, Royston, Pittman, Jon K., Dean, Andrew P.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier B.V 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4694091/
https://www.ncbi.nlm.nih.gov/pubmed/26839765
http://dx.doi.org/10.1016/j.algal.2015.06.009
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author Driver, Thomas
Bajhaiya, Amit K.
Allwood, J. William
Goodacre, Royston
Pittman, Jon K.
Dean, Andrew P.
author_facet Driver, Thomas
Bajhaiya, Amit K.
Allwood, J. William
Goodacre, Royston
Pittman, Jon K.
Dean, Andrew P.
author_sort Driver, Thomas
collection PubMed
description Fourier Transform Infrared (FT-IR) spectroscopy is a robust method for macromolecular analysis and differentiation of microorganisms. However, most studies are performed in controlled conditions and it is unclear whether this tool is appropriate for the identification of eukaryotic microalgae species from variable environments. In order to address this, nine closely-related species of marine and freshwater microalgae were grown under controlled (non-stressed) and variable (non-stressed and stressed) conditions, including nutrient-stressed and wastewater-stressed conditions. Following optimization of data processing methods, FT-IR spectra from all species and conditions were compared. The substantial metabolic changes that were caused by nutrient starvation restricted the ability of FT-IR spectroscopy to differentiate the microalgal species grown under variable conditions efficiently. Comparison of unsupervised and supervised multivariate data analysis methods found that principal component-discriminant function analysis was able best to differentiate between some species under controlled conditions but still gave poor differentiation under variable environmental conditions.
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spelling pubmed-46940912016-01-31 Metabolic responses of eukaryotic microalgae to environmental stress limit the ability of FT-IR spectroscopy for species identification Driver, Thomas Bajhaiya, Amit K. Allwood, J. William Goodacre, Royston Pittman, Jon K. Dean, Andrew P. Algal Res Article Fourier Transform Infrared (FT-IR) spectroscopy is a robust method for macromolecular analysis and differentiation of microorganisms. However, most studies are performed in controlled conditions and it is unclear whether this tool is appropriate for the identification of eukaryotic microalgae species from variable environments. In order to address this, nine closely-related species of marine and freshwater microalgae were grown under controlled (non-stressed) and variable (non-stressed and stressed) conditions, including nutrient-stressed and wastewater-stressed conditions. Following optimization of data processing methods, FT-IR spectra from all species and conditions were compared. The substantial metabolic changes that were caused by nutrient starvation restricted the ability of FT-IR spectroscopy to differentiate the microalgal species grown under variable conditions efficiently. Comparison of unsupervised and supervised multivariate data analysis methods found that principal component-discriminant function analysis was able best to differentiate between some species under controlled conditions but still gave poor differentiation under variable environmental conditions. Elsevier B.V 2015-09 /pmc/articles/PMC4694091/ /pubmed/26839765 http://dx.doi.org/10.1016/j.algal.2015.06.009 Text en © 2015 The Authors. Published by Elsevier B.V. https://creativecommons.org/licenses/by/4.0/This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Driver, Thomas
Bajhaiya, Amit K.
Allwood, J. William
Goodacre, Royston
Pittman, Jon K.
Dean, Andrew P.
Metabolic responses of eukaryotic microalgae to environmental stress limit the ability of FT-IR spectroscopy for species identification
title Metabolic responses of eukaryotic microalgae to environmental stress limit the ability of FT-IR spectroscopy for species identification
title_full Metabolic responses of eukaryotic microalgae to environmental stress limit the ability of FT-IR spectroscopy for species identification
title_fullStr Metabolic responses of eukaryotic microalgae to environmental stress limit the ability of FT-IR spectroscopy for species identification
title_full_unstemmed Metabolic responses of eukaryotic microalgae to environmental stress limit the ability of FT-IR spectroscopy for species identification
title_short Metabolic responses of eukaryotic microalgae to environmental stress limit the ability of FT-IR spectroscopy for species identification
title_sort metabolic responses of eukaryotic microalgae to environmental stress limit the ability of ft-ir spectroscopy for species identification
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4694091/
https://www.ncbi.nlm.nih.gov/pubmed/26839765
http://dx.doi.org/10.1016/j.algal.2015.06.009
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