Analytica Chimica Acta 633 (2009) 263–270
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Analytica Chimica Acta
journal homepage: www.elsevier.com/locate/aca
Comprehensive two-dimensional gas chromatography for fingerprint pattern
recognition in olive oils produced by two different techniques in Portuguese
olive varieties Galega Vulgar, Cobranc ¸ osa e Carrasquenha
L. Torres Vaz-Freire
a
, M.D.R. Gomes da Silva
b,∗
, A.M. Costa Freitas
a,∗
a
ICAM (Instituto de Ciências Agrárias e Mediterrânicas), Departamento de Fitotecnia, Universidade de Évora, Apt 94, 7002-554 Évora, Portugal
b
REQUIMTE, Departamento de Química, Faculdade de Ciências e Tecnologia, Universidade Nova de Lisboa, 2829-516 Caparica, Portugal
article info
Article history:
Received 11 August 2008
Received in revised form 27 October 2008
Accepted 22 November 2008
Available online 3 December 2008
Keywords:
Comprehensive two-dimensional gas
chromatography
Olive oil
Volatile organic compounds
Solid phase micro extraction
Fingerprinting
Image treatment
abstract
For olive oil production a metal hammer-decanter olive processing line was compared to a traditional
metal hammer-press line, a discontinuous method which, if properly used, yields high-quality virgin
olive oils. Galega, Carrasquenha and Cobranc ¸ osa olives (traditional Portuguese varieties) were studied.
The analysis of the aroma compounds was performed after headspace-solid phase micro extraction. The
analytical results obtained after comprehensive gas chromatography in tandem with time of flight mass
spectrometry (GC × GC/ToFMS) for these three different olive oil varieties, from a single year harvest
and processed with two different extraction technologies, were compared using statistical image treat-
ment, by means of ImageJ software, for fingerprint recognitions and compared with principal component
analysis when the area data of each chromatographic spot of the contour plots were considered. The
differences used to classify the olive oils studied under different groups after principal component anal-
ysis were observed independently of the treatment used (peak areas or the sum of the pixels counts).
When the individual peak areas were considered, more then 75.7% of the total variance is explained by
the first two principal components while in the case where the data were subjected to image treatment
84.0% of the total variance is explained by the first two principal components. In both cases the first and
second principal components present eigenvalues higher then 1.0. Fingerprint image monitoring of the
aroma compounds of the olive oil allowed a rapid differentiation of the three varieties studied as well as
the extraction methods used. The volatile compounds responsible for their characterization were tenta-
tively identified in a bi-dimensional polar/non-polar column set in the GC × GC/Tof-MS apparatus. This
methodology allowed the reduction of the number of compounds needed for matrices characterization,
preserving the efficiency of the discrimination, when compared with the traditional methods where the
identification of all peaks is needed.
© 2008 Elsevier B.V. All rights reserved.
1. Introduction
Olive oil production is one of the most traditional agricultural
industries in the Mediterranean region, and it is still of primary
importance for rural economy, local heritage and environment of
most Mediterranean countries. The European Union is the leading
world producer, producing around 80% of the world’s olive oil and
consuming around 70% [1,2].
Olive trees belong to the Olea europea L. family but among them
different cultivars with different characteristics can be found in
the world production zones. The most important cultivars used in
Portugal are Galega Vulgar, Carrasquenha, Cordovil, Cobranc ¸ osa and
∗
Corresponding authors. Tel.: +351 212 948351; fax: +351 212 948550.
E-mail addresses: mdr@dq.fct.unl.pt (M.D.R.G. da Silva), afreitas@uevora.pt
(A.M.C. Freitas).
Verdeal [3], which are also the ones responsible for the generation of
olive oil under the classification of Protected Denomination Origin
(DOP) [3]. The predominant variety is Galega Vulgar, representing
80% of the olive patrimony in Portugal [4].
Olive oil quality is dependent on region, variety, the degree
of maturation of the olives and sanitary conditions, processing/
extraction technology as well as storage duration and conditions
[5,6].
Processing is, in fact, a major factor affecting olive oil quality.
Pressed oil obtained under the proper processing conditions is usu-
ally of great quality. Press extraction was almost the only olive oil
extraction process used for centuries. Extraction technology has,
however, progressed significantly since the beginning of the seven-
ties, when the centrifugation system appeared. Since than several
comparisons were made between the so-called three-phase cen-
trifugation system extraction with the two-phase centrifugation
system [7]. When compared to the press system, these processes
0003-2670/$ – see front matter © 2008 Elsevier B.V. All rights reserved.
doi:10.1016/j.aca.2008.11.057