Cereal
Quality and Near infrared Spectroscopy Research Group

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The research group began in
1997 when Marena Manley joined the staff in
the Department of Food Science, and Stellenbosch
University purchased its first near infrared
(NIR) spectrophotometer. There are two main
research focuses in this group: Cereal quality
and NIR spectroscopy.
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| Cereal Quality |
Between 25
and 33% of the total gross value of agricultural
production in South Africa is from grain, including
maize, wheat, oats, barley, and sorghum. The quality
of these cereals determines profitability; hence
economic growth requires the improvement of cultivars.
Quality improvement is achieved through the optimisation
of existing methods and implementation of new
techniques. Cereal research in our laboratory
has drawn on many techniques, e.g. matrix-assisted
laser desorption ionisation time-of-flight mass
spectrometry (MALDI-TOF), reverse phase high pressure
liquid chromatography (RP-HPLC), and rapid visco
analysis (RVA). The cereal grain industry is actively
supporting research in our laboratory by funding
several projects and students. Recently our laboratory
has used bulk NIR spectroscopy to determine maize
hardness and triticale quality parameters. Currently
there are several projects investigating the underlying
factors controlling cereal quality, and developing
methods for early identification of superior breeding
lines. |
| Near infrared (NIR) hyperspectral
and tomographic imaging for detection, characterisation
and elucidation of fungal infection in maize kernels |
| Paul Williams - PhD (Food Science) |
| Supervisor: Prof Marena Manley |
| Co-supervisors: Prof Trevor J Britz,
Department of Food Science, SU; Paul Geladi, Swedish
University of Agricultural Sciences (SLU), Umeå,
Sweden |
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Fusarium fungi
are detrimental to maize quality; early identification
and increased understanding of Fusarium infection
of maize kernels is needed. This project aims
to develop a NIR hyperspectral imaging method
for the identification of Fusarium infested kernels.
Beyond this attempts will be made to observe Fusarium
infiltration into maize kernels using x-ray and
neutron scattering tomography. |
| Assessment of variance in
measurement of hectolitre mass of oats, using equipment
from different grain producing and exporting countries |
| Sakeus Emvula - MSc in Food Science |
| Supervisor: Prof Marena Manley |
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Hectolitre mass
(HLM) is the weight of a standard volume of grain
and is often taken as an indication of bulk density.
There is no internationally standardised device
for measuring HLM. The use of different devices
from around the world for the measurement of wheat
HLM produced different values; however, these
values were correlated between devices. The purpose
of this project is to assess whether HLM measurements
by different devices is problematic within the
oats industry. |
| Method optimisation, model
development and prediction of malted barley with
regard to different degrees of fermentability using
the Rapid Visco Analyser (RVA) |
| Jana Visser - MSc in Food Science |
| Supervisor: Prof Marena Manley |
| Co-supervisor: Dr Glen Fox, Agri-Sciences,
Toowoomba, Australia |
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The RVA was first
developed in 1985 by Newport Scientific for testing
sprouting damage in wheat. Of particular interest
is its capacity for monitoring cereal quality
due to the presence of starch. Traditional analyses
use specific points of the viscogram. Utilisation
of the complete curve through the application
of chemometrics to RVA data may enhance discrimination
between cultivars differing in fermentability
degree and is currently being investigated. |
| Characterisation of zein from
South African maize of varying endosperm texture |
| Kim O’Kennedy - MSc in Food
Science |
| Supervisor: Prof Marena Manley |
| Co-supervisor: Dr Glen Fox, Agri-Sciences,
Toowoomba, Australia |
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The hardness
of maize is an important factor to consider before
dry milling. Matrix-assisted laser desorption
isonisation time-of-flight mass spectrometry (MALDI-TOF)
and reverse phase high pressure liquid chromatography
(RP-HPLC) are being used to investigate the zein
protein profile of maize and perhaps provide some
understanding of the basis behind hard endosperm
texture. |
| Optimising the isolation and
quantification of LTP1 in barley and monitoring
the effect of different LTP1 concentrations on beer
quality |
| Melanie Nieuwoudt - MSc in Food Science |
| Supervisor: Prof Marena Manley |
| Co-supervisor: Prof Marina Rautenbach,
Department of Biochemistry, SU |
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Foam is a quality
indicator of beer; superior beer foam is a balance
of factors, e.g. protein, lipids, hops acids,
metal ions, basic amino acids, ethanol, gas composition.
Proteins such as LTP1 positively influence beer
foam, however, increased LTP1 content inhibits
yeast growth and vitality. Study of LTP1 in barley
has largely been neglected due to the difficulty
associated with its extraction. The purpose of
this project is to ultimately produce a kit for
LTP1 quantification which will allow greater process
understanding when producing beer. This will require
isolation of LTP1, the production of antibodies
and the generation of standard curves relating
LTP1 content to yeast inhibition and foam stability. |
| Elucidation of the optimal
organic nitrogen profile for yeast in barley wort
fermentation |
| Chisala Ng’andwe - PhD (Food
Science) |
| Supervisor: Prof Marena Manley |
| Co-supervisor: Prof Marina Rautenbach,
Department of Biochemistry, SU |
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Low free amino
nitrogen (FAN) has been implicated in the occurrence
of problem fermentations while brewing. The influence
of anti-microbial peptides has also been implicated
in problem fermentations, however this is not
as comprehensively understood as low FAN. The
objective of this study is to establish the collective
role of both yeast promoting and yeast inhibiting
nitrogenous organic constituents in barley wort,
and their effect on yeast performance during fermentation.
It is also ultimately intended to develop a fermentability
prediction model using HPLC, MS and NMR and multivariate
data analysis |
| The use of near infrared (NIR)
spectroscopy for selection of malting barley in
South African breeding programmes |
| Evette Roux - MSc in Food Science |
| Supervisor: Prof Marena Manley |
| Co-supervisor: Dr Glen Fox, Agri-Sciences,
Toowoomba, Australia |
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Breeding of new
malting barley cultivars is a time-intensive,
laborious and expensive process. It involves the
evaluation of large numbers of samples; requiring
a rapid, non-destructive analysis method to be
applied to small sample sizes of early generation
material. NIR spectroscopy is a technique with
great potential for quality evaluation and would
allow elimination of undesired cultivars in the
early stages of breeding programmes. NIR spectroscopy
calibration models are being calculated for a
variety of agronomic (e.g. plumpness) and malting
quality (e.g. diastatic power) parameters from
whole and ground South African barley. |
| NIR hyperspectral imaging
as detection method for pre-germination in whole
wheat, barley and sorghum grains |
| Paulina Engelbrecht - MSc in Food
Science |
| Supervisor: Prof Marena Manley |
| Co-supervisor: Prof Paul Geladi, Swedish
University of Agricultural Sciences (SLU), Umeå,
Sweden |
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Pre-germination
is a problem in small grain cereals. Pre-germination
is the unwanted germination of mature grains with
little or no visible indication; this leads to
a reduction in crop yield, grain viability and
functionality. Detection of pre-germination requires
either destructive analyses or the subjective
inspection of an experienced grader. NIR hyperspectral
imaging is being investigated as an objective
method of whole grain pre-germination detection. |
| Endosperm texture of cereal
grain |
| Dr Cushla McGoverin - Post-doctoral
research fellow |
| Supervisor: Prof Marena Manley |
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Grain endosperm
texture influences processing parameters; understanding
and identifying endosperm texture is of general
interest to the cereal industry. MALDI-TOF will
be used to improve understanding the kafirin proteins
in sorghum and perhaps how kafirins influence
endosperm texture. Further, NIR spectroscopy will
be used to extend on previous maize hardness investigations
using NIR hyperspectral imaging. |
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| Near Infrared Spectroscopy |
Near infrared
spectroscopy is the primary vibrational spectroscopic
technique used in our laboratory. Chemical and
physical characteristics of a sample are obtained
by observing the wavelengths of light absorbed
between 1000 and 2500 nm. Traditionally we have
used bulk NIR spectroscopy, which provides average
characteristics for the entire sample. Recently,
however, NIR spectroscopy was adapted to hyperspectral
imaging, enabling chemical mapping of samples.
Both bulk and hyperspectral imaging rely heavily
on the application of chemometric techniques.
Within the laboratory bulk NIR spectroscopy has
been used to quantify soluble solid content in
builda apricots and green rooibos, in green rooibos
the level of total antioxidant activity and phenolic
compounds has also been quantified. In addition
to soluble solid content post-harvest internal
quality of builda apricots was examined. NIR hyperspectral
imaging has been investigated for the purposes
of maize hardness determination, observing the
diffusion of conditioning water into single wheat
kernels and even the fat distribution within the
South African delicacy biltong. In addition to
Paul, Evette, Paulina and Cushla’s cereal
based NIR projects there are studies examining
bread staling, black pepper adulteration, lactic
acid determination in kefir and species identification
of game meat. |
| NIR Spectroscopy Projects: |
| Investigating the mechanism
of bread staling and the role of waxy wheats using
near infrared (NIR) hyperspectral imaging |
| Carien Roets - PhD (Food Science) |
| Supervisor: Prof Marena Manley |
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Despite years
of study the precise mechanism of bread staling
is poorly understood. Here NIR hyperspectral imaging
in conjunction with digital imaging and texture
analysis will be used to further understand bread
staling. In addition the effect of waxy wheat
flour substitution, and therefore alteration of
amylose - amylopectin ratios, on bread staling
will also be investigated. |
| Detection of spice adulteration
by NIR spectroscopy and hyperspectral imaging |
| Danwille September - MSc in Food Science |
| Supervisor: Prof Marena Manley |
| Co-supervisor(s): Prof Paul Geladi,
Swedish University of Agricultural Sciences (SLU),
Umeå, Sweden |
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Spices are adulterated
for economic gain or contaminated due to negligence.
Up to 1547 metric tons in spice is traded annually,
it is therefore important for consumer protection
to detect the presence of adulterants in spices.
This project is assessing the utility of NIR spectroscopy,
particularly in the form of hyperspectral imaging,
for the detection and quantification of millet
and buckwheat flour adulteration of ground black
pepper |
| Flavour characteristics of
game meat |
| Petro du Buisson - PhD (Food Science) |
| Supervisor: Prof Louw Hoffman |
| Co-supervisor: Prof Marena Manley |
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A quick, simple,
non-destructive method of species identification
from raw whole meat samples is of interest to
the meat industry. Here NIR spectroscopy is being
trialled to differentiate between several types
of game meat: springbuck; blesbuck; kudu; hartebeest;
and gemsbuck. |
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| 15th ICNIRS Conference (NIR 2011) |
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In 2011 South Africa will host
the 15th International Conference on Near Infrared
Spectroscopy in Stellenbosch and Cape Town.
Prof Marena Manley is the Conference chair.
From now until the start of NIR 2011 there will
be weekly Posts on the NIR 2011 blog –
‘IZiseko zeSayensi’. Topics will
include Spectroscopy, Reference Methods, Instrumentation,
Chemometircs and may more as part of the ‘back
to basics’ approach we are taking. Numerous
international researchers will contribute to
the blog, which we expect will be particularly
helpful to student delegates. For more information
on NIR 2011 visit www.nir2011.org and subscribe
to the Blog on www.nir2011.wordpress.com. NIR
2011 will be held under the auspices of the
International Council for Near Infrared Spectroscopy
(ICNIRS) (www.icnirs.org).
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| Collaborating Projects |
Jan Cilliers,
Sensako, Bethlehem
Jan Cilliers of Sensako and Marena Manley are
investigating conditioning of wheat for optimal
extraction rate. Determination of extraction rates
is dependent on the accurate determination of
wheat hardness/viterousness as these measurements
determine the amount of conditioning water used.
This study will determine if a single kernel characterisation
system is superior to the grain cutter method
of hardness determination, and optimise conditioning
method.
Prof Paul Geladi, Swedish University of Agricultural
Sciences (SLU), Umeå, Sweden
Marena Manley and Paul Geladi have been collaborating
for the last three years. This collaboration has
primarily focussed on the application of NIR hyperspectral
imaging, and the multivariate analyses of the
data obtained in such experiments. Paul Geladi
is a professor in the Unit of Biomass Technology
and Chemistry at the Swedish University of Agricultural
Sciences and is a world expert in chemometric
techniques.
Dr Glen Fox, Agri-Sciences, Toowoomba, Queensland,
Australia
From 2008-2009 Dr Glen Fox was a post-doctoral
fellow within the cereal quality and NIR spectroscopy
laboratory, and continues to collaborate with
the research group. Glen is the Principal Cereal
Chemist with Department of Employment, Economic
Development & Innovation, and leads research
in cereal grain science as well as manages the
Agri-Sciences Queensland – Grains Research
Laboratory.
Prof Thomas Skov, Univeristy of Kopenhagen, Denmark
At the end of 2009 and the beginning of 2010 Thomas
Skov spent 5 months sharing his time between the
cereal quality and NIR spectroscopy laboratory
and the Institute of Wine Biotechnology (IWBT).
Thomas Skov is an assistant professor in the Quality
& Technology group at the Department of Food
Science, University of Copenhagen. During his
time at Stellenbosch University Thomas Skov taught
a course in basic chemometrics and assisted the
analysis of a number of data sets.
Mette Holse, Univeristy of Kopenhagen,
Denmark
Mette Holse was a member of the cereal quality
and NIR spectroscopy laboratory during the same
time as Thomas Skov. Mette Holse is a PhD student
within the Quality and Technology group of the
Department of Food Science, University of Copenhagen.
While in the lab Mette completed a study using
NIR hyperspectral imaging to observe chemical
differences in various barley mutants.
Sanette van der Merwe, Vital Health, Brackenfell
Sanette van der Merwe is currently registered
for her M-Tech Chemistry at the Cape Peninsula
University of Technology under supervison of
Mrs Merrill Wicht. Prof Marena Manley is her
co-supervisor and the title of her project is:
The application of near infrared (NIR) spectroscopy
for the analysis of in-process and finished
products during the encapsulation of semi-solid/liquid
neutraceutical preparations. Neutraceuticals
as the name suggests are the sum of nutrition
and pharmaceuticals – food stuffs that
provide health benefits. Methods are required
for the monitoring and quality assessment of
nutraceuticals; the purpose of this project
is to determine the viability of NIR spectroscopy
for the control of an encapsulation process.
Prof Trevor J Britz and Dr Gunnar O Sigge, Department
of Food Science, SU
This collaboration is largely evidenced by Armelle
Ntsame Affane’s PhD research – Monitoring
of lactic acid production during Kefir mass-culturing.
Kefir is a self-carbonated fermented milk product,
the production of which is best monitored by
following metabolite production. One such metabolite
is lactic acid; NIR spectroscopy models have
been calculated and are now routinely used within
this research project. The success of Armelle’s
work has lead to increased collaboration in
the form of Harry Huang masters project –
NIR and MIR spectroscopy for determination of
COD, FOG and TSS in grain distillery waste water.
In addition Prof Trevor Britz is co-supervising
Paul William’s PhD (Food Science) project.
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| Project and Bursary
Funding (2010) |
The Winter Cereal Trust
currently provides bursaries and project funding
for:
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Evette
Roux (bursary and project funding)
Melanie Nieuwoudt (bursary)
Jana Visser (bursary and project funding)
Paulina Engelbrecht (project funding)
Sakeus Emvula (project funding)
Collaborative project with Jan Cilliers (project
funding) |
| The Sorghum
Trust currently provides project funding for
Paulina Engelbrecht. |
| The Maize
Trust currently provides bursaries and project
funding for: |
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Paul Williams (bursary
and project funding)
Kim O’Kennedy (bursary and project funding) |
| Subcommittee
B, Stellenbosch University has provided
funding for postdoctoral research fellow Dr Cushla
McGoverin |
| The
National Research Foundation (NRF) has provided
funding for Cushla McGoverin’s post-doctoral
research – Grant number 71390 |
| Prof Marena
Manley was awarded 2010 NRF Incentive funding
for Rated Researchers - IFR2010041400069 |
| Paul Williams
as a student of Prof Trevor J Britz is benefiting
from the RSA-Sweden Bilateral Research Fund |
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| List of selected publications
relating to cereal quality and vibrational spectroscopy |
McGoverin C, Weeranatanaphan
J, Downey G, Manley M. The application of near
infrared spectroscopy to the measurement of
bioactive compounds in food commodities. Journal
of Near Infrared Spectroscopy 2010;18(2):87-111
Williams P, Manley M, Fox G, Geladi P. Indirect
detection of Fusarium verticillioides in maize
(Zea mays L.) kernels by near infrared hyperspectral
imaging. Journal of Near Infrared Spectroscopy
2010;18(1):49-58.
Williams P, Geladi P, Fox G, Manley M. Maize
kernel hardness classification by near infrared
(NIR) hyperspectral imaging and multivariate
data analysis. Analytica Chimica Acta 2009;653(2):121-130.
Manley M, Engelbrecht ML, Williams PC, Kidd
M. Assessment of variance in the measurement
of hectolitre mass of wheat, using equipment
from different grain producing and exporting
countries. Biosystems Engineering 2009;103(2):176-186.
Manley M, Williams P, Nilsson D, Geladi P. Near
infrared hyperspectral imaging for the evaluation
of endosperm texture in whole yellow maize (Zea
maize L.) Kernels. Journal of Agricultural and
Food Chemistry 2009;57(19):8761-8769.
Fox G, Manley M. Hardness methods for testing
maize kernels. Journal of Agricultural and Food
Chemistry 2009;57(13):5647-5657.
Affane ALN, Fox GP, Sigge GO, Manley M, Britz
TJ. Quantitative analysis of DL-lactic acid
and acetic acid in Kefir using near infrared
reflectance spectroscopy. Journal of Near Infrared
Spectroscopy 2009;17(5):255-264.
Geladi P, Manley M. Three-way data analysis
of a wheat growing experiment using near infrared
spectral data. Journal of Chemometrics 2008;22(3-4):247-251.
Manley M, Joubert E, Myburgh L, Lotz E, Kidd
M. Prediction of soluble solids content and
post-storage internal quality of Bulida apricots
using near infrared spectroscopy. Journal of
Near Infrared Spectroscopy 2007;15(3):179-188.
Manley M, Eberle K. Comparison of Fourier transform
near infrared spectroscopy partial least square
regression models for South African extra virgin
olive oil using spectra collected on two spectrophotometers
at different resolutions and path lengths. Journal
of Near Infrared Spectroscopy 2006;14(2):111-126.
Manley M, Joubert E, Botha M. Quantification
of the major phenolic compounds, soluble solid
content and total antioxidant activity of green
rooibos (Aspalathus linearis) by means of near
infrared spectroscopy. Journal of Near Infrared
Spectroscopy 2006;14(4):213-222.
Joubert E, Manley M, Botha M. Use of NIRS for
quantification of mangiferin and hesperidin
contents of dried green honeybush (Cyclopia
genistoides) plant material. Journal of Agricultural
and Food Chemistry 2006;54(15):5279-5283.
Baranska M, Schulz H, Joubert E, Manley M. In
situ flavonoid analysis by FT-Raman spectroscopy:
Identification, distribution, and quantification
of aspalathin in green rooibos (Aspalathus linearis).
Analytical Chemistry 2006;78(22):7716-7721.
Baranska M, Schulz H, Siuda R, Strehle MA, Rosch
P, Popp J, et al. Quality control of Harpagophytum
procumbens and its related phytopharmaceutical
products by means of NIR-FT-Raman spectroscopy.
Biopolymers 2005;77(1):1-8.
Nieuwoudt HH, Prior BA, Pretorius IS, Manley
M, Bauer FF. Principal component analysis applied
to Fourier transform infrared spectroscopy for
the design of calibration sets for glycerol
prediction models in wine and for the detection
and classification of outlier samples. Journal
of Agricultural and Food Chemistry 2004;52(12):3726-3735.
Geladi P, Manley M, Lestander T. Scatter plotting
in multivariate data analysis. Journal of Chemometrics
2003;17(8-9):503-511.
Manley M, Van Zyl L, Osborne BG. Using Fourier
transform near infrared spectroscopy in determining
kernel hardness, protein and moisture content
of whole wheat flour. Journal of Near Infrared
Spectroscopy 2002;10(1):71-76.
Randall PG, Manley M, McGill AEJ, Taylor JRN.
Relationship between the high M(R) subunits
of glutenin of South-African wheats and end-use
Quality. Journal of Cereal Science 1993;18(3):251-258.
Randall PG, Manley M, Meiring L, McGill AEJ.
The high-molecular-weight glutenin subunits
of South-African wheats. Journal of Cereal Science
1992;16(3):211-218.
Manley M, Randall PG, McGill AEJ. The prediction
of dough properties of South-African wheat cultivars
by SDS-page analysis of HMW glutenin subunits.
Journal of Cereal Science 1992;15(1):39-47.
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