Analysis of Pathogenic Bacterial and Yeast Biofilms Using the Combination of Synchrotron ATR-FTIR Microspectroscopy and Chemometric Approaches

Biofilms are assemblages of microbial cells, extracellular polymeric substances (EPS), and other components extracted from the environment in which they develop. Within biofilms, the spatial distribution of these components can vary. Here we present a fundamental characterization study to show diffe...

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Main Authors: Samuel Cheeseman, Z. L. Shaw, Jitraporn Vongsvivut, Russell J. Crawford, Madeleine F. Dupont, Kylie J. Boyce, Sheeana Gangadoo, Saffron J. Bryant, Gary Bryant, Daniel Cozzolino, James Chapman, Aaron Elbourne, Vi Khanh Truong
Format: Article
Language:English
Published: MDPI AG 2021-06-01
Series:Molecules
Subjects:
ATR
Online Access:https://www.mdpi.com/1420-3049/26/13/3890
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spelling doaj-2e26bd5ee97c4690b5317d058aff334b2021-07-15T15:42:19ZengMDPI AGMolecules1420-30492021-06-01263890389010.3390/molecules26133890Analysis of Pathogenic Bacterial and Yeast Biofilms Using the Combination of Synchrotron ATR-FTIR Microspectroscopy and Chemometric ApproachesSamuel Cheeseman0Z. L. Shaw1Jitraporn Vongsvivut2Russell J. Crawford3Madeleine F. Dupont4Kylie J. Boyce5Sheeana Gangadoo6Saffron J. Bryant7Gary Bryant8Daniel Cozzolino9James Chapman10Aaron Elbourne11Vi Khanh Truong12Nanobiotechnology Laboratory, School of Science, College of Science, Engineering and Health, RMIT University, Melbourne, VIC 3001, AustraliaNanobiotechnology Laboratory, School of Science, College of Science, Engineering and Health, RMIT University, Melbourne, VIC 3001, AustraliaInfrared Microspectroscopy Beamline, ANSTO Australian Synchrotron, Clayton, VIC 3168, AustraliaNanobiotechnology Laboratory, School of Science, College of Science, Engineering and Health, RMIT University, Melbourne, VIC 3001, AustraliaSchool of Science, College of Science, Engineering and Health, RMIT University, Melbourne, VIC 3001, AustraliaSchool of Science, College of Science, Engineering and Health, RMIT University, Melbourne, VIC 3001, AustraliaNanobiotechnology Laboratory, School of Science, College of Science, Engineering and Health, RMIT University, Melbourne, VIC 3001, AustraliaSchool of Science, College of Science, Engineering and Health, RMIT University, Melbourne, VIC 3001, AustraliaSchool of Science, College of Science, Engineering and Health, RMIT University, Melbourne, VIC 3001, AustraliaCentre for Nutrition and Food Sciences, Queensland Alliance for Agriculture and Food Innovation (QAAFI), The University of Queensland, Brisbane, QLD 4072, AustraliaNanobiotechnology Laboratory, School of Science, College of Science, Engineering and Health, RMIT University, Melbourne, VIC 3001, AustraliaNanobiotechnology Laboratory, School of Science, College of Science, Engineering and Health, RMIT University, Melbourne, VIC 3001, AustraliaNanobiotechnology Laboratory, School of Science, College of Science, Engineering and Health, RMIT University, Melbourne, VIC 3001, AustraliaBiofilms are assemblages of microbial cells, extracellular polymeric substances (EPS), and other components extracted from the environment in which they develop. Within biofilms, the spatial distribution of these components can vary. Here we present a fundamental characterization study to show differences between biofilms formed by Gram-positive methicillin-resistant <i>Staphylococcus aureus</i> (MRSA), Gram-negative <i>Pseudomonas aeruginosa</i>, and the yeast-type <i>Candida albicans</i> using synchrotron macro attenuated total reflectance-Fourier transform infrared (ATR-FTIR) microspectroscopy. We were able to characterise the pathogenic biofilms’ heterogeneous distribution, which is challenging to do using traditional techniques. Multivariate analyses revealed that the polysaccharides area (1200–950 cm<sup>−1</sup>) accounted for the most significant variance between biofilm samples, and other spectral regions corresponding to amides, lipids, and polysaccharides all contributed to sample variation. In general, this study will advance our understanding of microbial biofilms and serve as a model for future research on how to use synchrotron source ATR-FTIR microspectroscopy to analyse their variations and spatial arrangements.https://www.mdpi.com/1420-3049/26/13/3890biofilmssynchrotroninfraredchemometricsATRspatial heterogeneity
collection DOAJ
language English
format Article
sources DOAJ
author Samuel Cheeseman
Z. L. Shaw
Jitraporn Vongsvivut
Russell J. Crawford
Madeleine F. Dupont
Kylie J. Boyce
Sheeana Gangadoo
Saffron J. Bryant
Gary Bryant
Daniel Cozzolino
James Chapman
Aaron Elbourne
Vi Khanh Truong
spellingShingle Samuel Cheeseman
Z. L. Shaw
Jitraporn Vongsvivut
Russell J. Crawford
Madeleine F. Dupont
Kylie J. Boyce
Sheeana Gangadoo
Saffron J. Bryant
Gary Bryant
Daniel Cozzolino
James Chapman
Aaron Elbourne
Vi Khanh Truong
Analysis of Pathogenic Bacterial and Yeast Biofilms Using the Combination of Synchrotron ATR-FTIR Microspectroscopy and Chemometric Approaches
Molecules
biofilms
synchrotron
infrared
chemometrics
ATR
spatial heterogeneity
author_facet Samuel Cheeseman
Z. L. Shaw
Jitraporn Vongsvivut
Russell J. Crawford
Madeleine F. Dupont
Kylie J. Boyce
Sheeana Gangadoo
Saffron J. Bryant
Gary Bryant
Daniel Cozzolino
James Chapman
Aaron Elbourne
Vi Khanh Truong
author_sort Samuel Cheeseman
title Analysis of Pathogenic Bacterial and Yeast Biofilms Using the Combination of Synchrotron ATR-FTIR Microspectroscopy and Chemometric Approaches
title_short Analysis of Pathogenic Bacterial and Yeast Biofilms Using the Combination of Synchrotron ATR-FTIR Microspectroscopy and Chemometric Approaches
title_full Analysis of Pathogenic Bacterial and Yeast Biofilms Using the Combination of Synchrotron ATR-FTIR Microspectroscopy and Chemometric Approaches
title_fullStr Analysis of Pathogenic Bacterial and Yeast Biofilms Using the Combination of Synchrotron ATR-FTIR Microspectroscopy and Chemometric Approaches
title_full_unstemmed Analysis of Pathogenic Bacterial and Yeast Biofilms Using the Combination of Synchrotron ATR-FTIR Microspectroscopy and Chemometric Approaches
title_sort analysis of pathogenic bacterial and yeast biofilms using the combination of synchrotron atr-ftir microspectroscopy and chemometric approaches
publisher MDPI AG
series Molecules
issn 1420-3049
publishDate 2021-06-01
description Biofilms are assemblages of microbial cells, extracellular polymeric substances (EPS), and other components extracted from the environment in which they develop. Within biofilms, the spatial distribution of these components can vary. Here we present a fundamental characterization study to show differences between biofilms formed by Gram-positive methicillin-resistant <i>Staphylococcus aureus</i> (MRSA), Gram-negative <i>Pseudomonas aeruginosa</i>, and the yeast-type <i>Candida albicans</i> using synchrotron macro attenuated total reflectance-Fourier transform infrared (ATR-FTIR) microspectroscopy. We were able to characterise the pathogenic biofilms’ heterogeneous distribution, which is challenging to do using traditional techniques. Multivariate analyses revealed that the polysaccharides area (1200–950 cm<sup>−1</sup>) accounted for the most significant variance between biofilm samples, and other spectral regions corresponding to amides, lipids, and polysaccharides all contributed to sample variation. In general, this study will advance our understanding of microbial biofilms and serve as a model for future research on how to use synchrotron source ATR-FTIR microspectroscopy to analyse their variations and spatial arrangements.
topic biofilms
synchrotron
infrared
chemometrics
ATR
spatial heterogeneity
url https://www.mdpi.com/1420-3049/26/13/3890
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