Raman spectroscopy as a tool to improve Enhanced Biological Phosphorus Removal
dc.contributor.advisor
Elfick, Alistair
en
dc.contributor.advisor
Downes, Andrew
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dc.contributor.author
Cope, Helen Anne
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dc.contributor.sponsor
Engineering and Physical Sciences Research Council (EPSRC)
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dc.date.accessioned
2017-11-09T12:10:54Z
dc.date.available
2017-11-09T12:10:54Z
dc.date.issued
2016-11-29
dc.description.abstract
Enhanced Biological Phosphorus Removal (EBPR) is an established process in wastewater
treatment that uses bacteria to reduce phosphorus levels below regulatory discharge limits.
Recently, in light of growing political concern over phosphorus sustainability, EBPR has
also been recognised as a platform from which phosphorus may be recovered and recycled
onto land as fertiliser. Operating EBPR to optimise performance and efficiency is therefore
extremely important, but remains a challenge due to poor understanding of these bacterial
ecosystems. Raman spectroscopy is a non-invasive, label-free, culture-independent technique
capable of analysing live, single cells. Despite its advantages, Raman spectroscopy has been
applied to study EBPR bacteria in just a handful of studies and thus has a low profile in this
field of research. More work is required to investigate potential areas of application for
Raman spectroscopy in EBPR research. The principal thesis presented here is that Raman
spectroscopy could be used as a tool to improve EBPR.
The Raman spectra used for this investigation were acquired from individual EBPR bacteria
dried onto a calcium fluoride substrate. The bacterial samples were collected from three
different sources, namely lab-scale sequencing batch reactors located in Edinburgh
(University of Edinburgh, UK) and Boston (Northeastern University, USA), and a full-scale
EBPR plant in Slough (Thames Water, UK). Using these spectra, some potential applications
and limitations of Raman spectroscopy for improving EBPR were explored. In this
foundation work, a particular emphasis on spectral analysis methods was kept in light of the
benefits of automating analysis as well as the need for standardisation to be able to compare
results between different studies and groups.
Nine methods were compared for baselining Raman spectra of individual EBPR bacteria.
From these, the “small-window moving average” (SWiMA) method was determined to be
the best baselining technique for our purposes at the current time. In agreement with earlier
studies, the Raman spectroscopic signatures of three key EBPR metabolites – polyphosphate,
polyhydroxyalkanoate (PHA) and glycogen – were shown to be clearly identifiable in
individual EBPR bacteria when present. The Raman shifts of characteristic spectral bands
arising from polyphosphate were shown to vary significantly between samples and the
implications of this were discussed. Examples of how the Raman spectra of individual
bacteria can be modelled with multivariate tools to open up new areas for research were
given. MCR modelling was demonstrated to offer a novel way to normalise the Raman
spectra of individual EBPR bacteria prior to quantitative analysis. With the instrumental set-up in this work, the limit of detection (LOD) of aqueous polyphosphate samples was
estimated to be approximately 0.08 M and 0.02 M for 10 second and 200 second acquisitions
respectively. Future work is required to research ways in which a more comparable form of
polyphosphate ‘standard’ might be prepared so that direct correlation can be drawn between
measurements made on such a standard and measurements made in bacterial cells.
Overall, several applications and challenges of Raman spectroscopy for the investigation of
EBPR bacteria are presented in this work together with recommendation for how to process
the spectral data. The conclusions drawn from this work indicate that Raman spectroscopy
could be used as a tool to improve EBPR but further work is required to refine and apply
these methods.
en
dc.identifier.uri
http://hdl.handle.net/1842/25487
dc.language.iso
en
dc.publisher
The University of Edinburgh
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dc.subject
EBPR
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dc.subject
Enhanced Biological Phosphorus Removal
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dc.subject
Raman spectroscopy
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dc.subject
polyphosphate
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dc.subject
bacteria
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dc.title
Raman spectroscopy as a tool to improve Enhanced Biological Phosphorus Removal
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dc.type
Thesis or Dissertation
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dc.type.qualificationlevel
Doctoral
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dc.type.qualificationname
PhD Doctor of Philosophy
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