Two-dimensional correlation analysis and multivariate time series
analysis as innovative tools for the study and the comparison of the
hydrocarbon distributions in marine antarctic cores
Mauro Mecozzi ⁎, Marco Pietroletti, Gianluca Trifirò, Laura Nisini
Laboratory of Chemometrics and Environmental Applications, ISPRA, Via di Castel Romano 100, 00128 Rome, Italy
abstract article info
Article history:
Received 4 September 2013
Received in revised form 17 December 2013
Accepted 21 December 2013
Available online 30 December 2013
Keywords:
Marine Antarctic cores
Gaschromatographic analysis
Biogenic hydrocarbons
Anthropogenic hydrocarbons
Petrogenic hydrocarbon
Two-dimensional correlation analysis
Multivariate time series analysis
In this paper we describe the use of innovative methods for the study of the hydrocarbon distribution in environ-
mental samples such as marine sedimentary Antarctic cores. In the first and conventional step of this study, we
determined by GC analysis the hydrocarbon markers which allow us to estimate the presence of biogenic, anthro-
pogenic and petrogenic sources. These markers were the Carbon Preference Index (CPI), the Low Molecular
Weight to High Molecular Weight (LMW/HMW), the pristane to phytane (Pry/Phy), the C
17
to pristine
(C
17
/Pri) and the C
18
to phytane (C
18
/Phy) ratios, the presence of the so called unresolved complex mixtures
(UCM), and the sum of two and three rings to the sum of higher ring (PAH(2.3)/PAH(4.6)) ratio. This part of
the study showed the prevalent biogenic origin of hydrocarbons present in each sedimentary core with a minor-
ity presence of anthropogenic and pyrogenic sources of hydrocarbons. In the second and innovative step of this
study we examined the GC chromatographic data sets of the cores by means of two-dimensional correlation anal-
ysis (2DCORR) techniques such as two-dimensional mapping (2DMAP) and two-dimensional disrelation
(2DDIS) analysis. The results of 2DMAP showed a more homogeneous distribution of hydrocarbons present in
the inshore core whereas the offshore core showed to be highly heterogeneous. 2DDIS results confirmed these
findings describing these differences as related to the presence of a wide content of hydrocarbons within the
C
20
–C
40
range in the offshore core, depending reasonably on its specific stratigraphic and hydrologic conditions.
At last, we applied Multivariate Time Series Analysis (MTSA) to study the effect of time on the spatial distribution
of hydrocarbons along the sections of the cores. MTSA confirmed the different hydrological conditions present in
the two sites. The innovative approach for the examination of hydrocarbon distribution by 2DCORR and MTSA
techniques allows us to retrieve information which, on the opposite, can be hardly retrieved by means of the con-
ventional examination of GC results based on comparisons of the hydrocarbon contents and markers.
© 2013 Elsevier B.V. All rights reserved.
1. Introduction
The estimation of the hydrocarbon sources in the marine environ-
ment is a complex study because it depends on the contemporary pres-
ence of several hydrocarbons arising from petroleum spills and naval
transport (Wang et al., 1999a, 1999b; Wang and Fingas, 1995), the life
cycle of aquatic organisms (Bieger et al., 1997) and weathering process-
es (Ibbotson and Ibhadon, 2010). The estimation of hydrocarbon
sources in Antarctica is even more complex than in other areas because
due to the low presence of human activities Antarctica shows reduced
levels of pollutants. For this reason Antarctica is generally considered
as a background area for the study of environmental pollution in
many ecosystems (Cripps and Priddle, 1991; Cripps, 1992a, 1992b).
In any case, the presence of hydrocarbons from petroleum sources in
Antarctica has been confirmed. In fact, detailed studies describe the
effects of anthropogenic hydrocarbons on living organisms depending
on little oil and fuel spills from naval transport and other human activ-
ities (Cripps, 1992b; Kennicutt and Sweet, 1992; Eppley, 1992). More
recent studies describe the temporal and spatial variation of oil contam-
ination and the related toxicity on living organisms in specific sites such
as the King George Island (Caruso Bicego et al., 2003), MCMURDO sta-
tion (Crockett and White, 2003; Negri et al., 2006), the Macquarie island
(Rayner et al., 2007) and the Gerlache Inlet sea (Stortini et al., 2009). At
last, the review by Fuoco et al. (2009) describes the contamination from
organic pollutants in Antarctica with many details. Due to the presence
of petroleum products, the MARPOL regulation has prohibited recently
the use of crude oils with a density higher than 900 kg m
-3
at 15 °C
in naval and cargo transports to control the oil dispersion in Antarctica
(News report, 2011).
The correct assessment of anthropogenic hydrocarbon sources in
Antarctica is affected by their general low contents, by the simultaneous
presence of biogenic sources arising from the life cycle of aquatic organ-
ism (Cripps, 1992a, 1992b) and by petrogenic sources depending on the
eroded material from old sediments (Harada et al., 1995).
Marine Chemistry 159 (2014) 9–18
⁎ Corresponding author. Tel.: +39 06 50073287.
E-mail addresses: mauro.mecozzi@isprambiente.it, mauromecozzi2004@libero.it
(M. Mecozzi).
0304-4203/$ – see front matter © 2013 Elsevier B.V. All rights reserved.
http://dx.doi.org/10.1016/j.marchem.2013.12.003
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