Materials and methods - Ghent...
Transcript of Materials and methods - Ghent...
GHENT UNIVERSITY
FACULTY OF BIOSCIENCE ENGINEERING
CENTER FOR ENVIRONMENTAL SANITATION
Academic Year 2011 – 2012
PHYSICOCHEMICAL FATE OF ENGINEERED METALLIC NANOPARTICLES IN AQUATIC ENVIRONMENTS
Tewodros Tilahun Geremew
Promoter: Prof. dr. ir. Gijs Du Laing
Tutor: M.Sc. Frederik Van Koetsem
Master’s dissertation submitted in partial fulfillment of the requirements for the degree of
Master of Science in Environmental Sanitation
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GHENT
UNIVERSITY
FACULTY OF BIOSCIENCE ENGINEERING
CENTER FOR ENVIRONMENTAL SANITATION
Academic Year 2011 – 2012
PHYSICOCHEMICAL FATE OF ENGINEERED METALLIC
NANOPARTICLES IN AQUATIC ENVIRONMENTS
Tewodros Tilahun Geremew
Promoter: Prof. dr. ir. Gijs Du Laing
Tutor: M.Sc. Frederik Van Koetsem
Master’s dissertation submitted in partial fulfillment of the requirements for the degree of
Master of Science in Environmental Sanitation
ii
COPYRIGHT
The author, the promoter and the tutor give permission to use this thesis for consultation and to
copy parts of it for personal use. Any other use is subject to the Laws of Copyright. Permission
to produce any material contained in this work should be obtained from the author.
© Gent University, August 2012
The Promoter
Prof. dr. ir. Gijs Du Laing
The Tutor
Frederik Van Koetsem
The Author
Tewodros Tilahun Geremew
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ACKNOWLEDGEMENTS
Glory to God
I would like to thank Prof. dr. ir. Gijs Du Laing, my promoter, for offering me the chance as a
master student to work in laboratory of Analytical Chemistry and Applied Ecochemistry. I have to
appreciate him for his valuable comments too.
I wish to express my deepest appreciation to Frederik Van Koetsem (PhD candidate), my tutor, for
his valuable comments and excellent supervision. I must also thank him for the cordial relations
showed towards me, which was very helpful and is very much appreciated.
Thanks to Joachim, Martin, Ria, Katty, and other staff from the Lab of Analytical Chemistry and
Applied Ecochemistry, Ghent University, for their unreserved support during my laboratory thesis
work.
I am extremely thankful towards the Flemish Interuniversity Council, Vlaamse Interuniversitaire
Raad (VLIR), for the generous scholarship that helped me pursue my studies at Ghent University,
Belgium. I am grateful to the people working in the Belgium Embassy in Ethiopia, especially Lea
Feleke for her unreserved help.
I would also like to extend my gratitude to CES program promoter, Prof. Marc Van den Heede, for
letting me follow this master program. I am very thankful to Center for Environmental Sanitation
program coordinators: Sylvie Bauwens, Veerle Lambert, and Isabel Depotter, for their concern
and dedication to help students and for the collegial atmosphere that I cherished during my stay at
CES.
3A’s thank you a lot, you taught me how to think but I …. Thank you 3A’s + A for your kindness
and whatever good that you did for me. Thank you AY For your good wishes.
Thank you Kessis Dr. Argaw Ambelu for all what you did, I am so happy for that.
Prof. Tefera Belachew and Dr. Fantahun Wassie thank you very much for your unreserved help.
Not to forget Jimmy, Mari Stella Park, and Jihoon, thank you for your pray to my success and the
gift that you and I both know. Jihoon thank you my sister.
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ABSTRACT
Engineered nanoparticles (ENPs) are particles intentionally produced by human for different
purposes. Their fate and behavior in different aquatic environments such as rivers, lakes,
groundwater, or seawater is not sufficiently understood. Moreover, the introduction of
nanoparticles (NPs) in aquatic environments will likely cause toxicity for aquatic organisms,
influence microstructures, pathogen chemistry, bioavailability, transport of contaminants and
nutrients. In order to understand the probable behavior and fate of NPs in the aquatic
environment, it is necessary to understand their interaction with natural water components in
different physicochemical conditions.
Therefore, batch experiments were setup to examine partitioning behavior of CeO2 and Ag
engineered nanoparticles in suspensions of sediments sampled from different locations in the
River Scheldt, differing in physicochemical characteristics. CeO2 and Ag engineered
nanoparticles as well as their corresponding Ce (III) and Ag (I) ions were spiked into the
sediment suspensions. Cerium and Ag concentrations were analysed in the supernatant after
centrifugation of samples taken at different equilibration times. Prior to this partitioning
experiment, experiments were conducted to assess the impact of centrifugation speed on
suspended matter remaining in suspension and to test the effect of different filtration procedures
during sample preparation.
Background concentrations of both Ce and Ag in the supernatant of sediment suspensions were
under the detection limit. The concentration of Ce and Ag in the supernatant previously spiked
with either ENPs or ions significantly depended on equilibration time and centrifugation speed.
Remarkably, CeO2 and Ag ENPs were found to be more mobile, i.e. more present in the
supernatant, than their corresponding Ce (III) and Ag (I) ions. The Ce and Ag concentrations
observed in supernatant differed significantly between different sediment suspensions,
suggesting that sediment properties influence the partitioning behavior of the ENPs. CeO2
nanoparticles were found to be more mobile in the suspensions of two sediments compared to
two other sediments, and compared to Ag nanoparticles. This may possibly be due to the higher
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pH, and higher chloride and carbonate contents in these sediments. When spiking CeO2
nanoparticles, Ce is mobilised to the supernatant during the first 2 hours after which it is
immobilised again. This was also the case for Ag in the one sediment, whereas mobility of Ag
continuously decreased in the other sediments. The latter may have been due to a rapid release of
Ag+ ions from the Ag nanoparticles and association of the released Ag+ ions to particulate
material in suspension.
Key words: Nanotechnology, Nanoparticles, Environmental fate, Aquatic environment, Metals,
Sediments.
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TABLE OF CONTENTS
Contents Page
Acknowledgements iii Abstract iv Table of contents vi List of tables viii List of figures ix List of abbreviations xi
1. INTRODUCTION 1.1. Background 1 1.2. Statement of the problem 1 1.3. Significance of the study 2 1.4. Objective of the study 3 2. LITERATURE REVIEW 2.1 Nanoparticles 4 2.2 Types, sources, and applications of nanoparticles 4 2.3 Nanoparticles and colloids in aquatic environments 6 2.4 Processes affecting the environmental fate of engineered nanoparticles (ENPs) 8 2.4.1 Aggregation 8 2.4.2 Deposition 10 2.4.3 Solubility and dissolution 10 2.5 Nanoparticle and contaminant transport 11 2.6 Reactivity of nanoparticles 12 2.7 Ecotoxicity and metallic nanoparticles 13 2.8 Silver nanoparticles and silver ion 15 2.9 Cerium dioxide nanoparticles 15 2.10 Other most common metallic ENPs 2.10.1 Titanium dioxide nanoparticles 16 2.10.2 Iron nanoparticles 17 2.10.3 Gold nanoparticles 18 2.10.4 Tin dioxide nanoparticle 18 2.11 Sediment 19
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3. MATERIALS AND METHODS 3.1 Introduction 20 3.2 Sediment sampling and characterization analysis 20 3.2.1 Sediment sampling and preparation 20 3.2.2 Sediment characterization 21 3.3 Test to assess impact of centrifugation speed 26 3.4 Effect of centrifugation speed on TOC concentration 27 3.5 Partitioning behavior of metallic ENPs in sediment suspension 27 3.5.1 Screening experiments 27 3.5.2 Partitioning experiment 29 4. RESULTS 4.1 Sediment characteristics 31 4.2 Assessment of impact of centrifuge speed 34 4.3 Assessment of the effect of centrifuge speed on total organic carbon in SN 35 4.4 Screening experiment 35 4.5 Partitioning experiment 40 5 DISCUSSION 5.1 Sediment characteristics 46 5.2 Assessment of impact of centrifuge speed 48 5.3 Screening experiment 49 5.4 Partitioning experiment 51 6 CONCLUSIONS AND RESEARCH PERSPECTIVES 6.1 Conclusions 58 6.2 Research perspectives 59 References 60
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LIST OF TABLES
Table
No.
(Table) Title Page
2.1 Some examples of NPs source and application. 5
3.1 Content in the centrifuge tubes during the partitioning experiments. 30
4.1 Physicochemical characteristics of the River Scheldt sediments. 31
4.2 Metal and trace element content in the sample sediments determined via ICP-
OES after aqua regia digestion.
32
5.1 Averages of some of trace metal concentration observed in sediments of our
study and reference values for comparison.
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5.2 Mean concentration of spiked sediment suspension showing statistical description with respect to time and centrifugation speed.
55
5.3 Pearson’s correlation coefficient between Ce and Ag concentration in SN of
sediment suspension spiked with Ag/Ce ions or Ag/CeO2 ENPs and sediment
characteristics.
57
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LIST OF FIGURES Figure
No.
(Figure) Title Page
2.1 Classification of NPs in the environment. 6
2.2 Size domain and typical representatives of natural colloids and nanoparticles. 8
2.3 Generalized trend for size dependent reactivity change of a material as the particle
transitions from macroscopic (bulk-like) to atomic.
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3.1 Sediment sampling site. 20
3.2 Experimental flow sheet of screening experiments. 28
3.3 Centrifuge tube used for partitioning experiments. 29
3.4 Experimental procedure for partitioning experiments 30
4.1 Texture analysis results for the sediments sampled at Doel, Linkeroever, Bornem and
Mariekerke.
33
4.2 Amount of suspended matter in function of centrifuge speed. 34
4.3 TOC content in the SN of the different sediment suspensions in function of centrifuge
speed.
35
4.4 Cerium concentration in suspension of blank sediment, control ions and control ENPs
(without sediment) and sediment suspensions spiked with ions or CeO2 ENPs.
36
4.5 Cerium concentration in aqua regia digests of suspensions obtained after gravity settling
or centrifuging Milli-Q water previously spiked with Ce ions and Ce ENPs at different
speeds.
37
4.6 Cerium concentration in the SN of sediment suspension previously spiked with Ce ions
and Ce ENPs.
38
4.7 Cerium concentration in filtrates obtained after microfiltration of SN collected after
centrifugation at different speeds.
39
4.8 Cerium concentration in total solution and filtrate of blank, controls and spiked
sediments after different filtration steps.
39
4.9 Cerium concentration in aqua regia digests of total solution of blank and spiked
sediment suspension.
40
4.10 Cerium and Ag concentration in aqua regia digests of total solution. 42
x
4.11 Cerium concentration in supernatant after different centrifuge speed. 43
4.12 Silver concentration in supernatant after different centrifuge speed. 44
5.1 Chloride content of River Scheldt in relation to distance from the mouth of the river 47
5.2 Classification of the sediment of Doel, Linkeroever, Bornem, and Mariekerke using a
texture triangle.
48
5.3 Amount of suspended matter staying in the SN after centrifugation. 49
5.4 Concentration of Ce and Ag in the supernatant after gravitational settling of ENPs
spiked sediment suspension.
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LIST OF ABBREVIATIONS
AR Aqua regia Ag+ Silver ion Au3+ Gold ion CEC Cation exchange capacity CeO2 Cerium dioxide ICP-OES Inductively coupled plasma-optical emission spectrometry Ctr ion SN Control ion in supernatant Ctr NP SN Control nanoparticle in supernatant Ctr ion T Control ion in total solution Ctr NP T Control nanoparticl in total solution DLS Dynamic light scattering DM Dry matter DOC Dissolved organic carbon EC Electrical condactivity ENPs Engineered nanoparticles Fe2O3 Iron (III) oxide ICP-MS Inductively coupled plasma-mass spectrometry OM Organic matter NOM Natural organic matter NPs Nanoparticles ROS Reactive oxygen species SN Supernatant SnO2 Tin dioxide TiO2 Titanium dioxide TN Total nitrogen TOC Total organic carbon TP Total phosphorous t0 Time at 10 min t2 Time at 2 hours t24 Time at 24 hours
Introduction
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1. INTRODUCTION
1.1. Background
Nanotechnology involves the synthesis, manipulation, assembly and application of materials in
the range of 1 to 100 nm at least in one of the three dimensions (Fabrega et al., 2011). Currently
the nanotechnology area has achieved a billion US dollar market and it is expected to grow to 1
trillion US dollars by 2015 (Aitken et al., 2006). Its rapid development has introduced
nanoparticles (NPs) into many aspects of our daily life. For example, Engineered Nanoparticles
(ENPs) are utilized in a variety of areas such as pharmaceuticals, cosmetics, electronics, optical
devices, environmental remediation, catalysis chemistry and material sciences (Ju-Nam and
Lead, 2008). These ENPs can be metal, metal oxide or carbon based. They may or may not have
additional surface coating. Among ENPs metallic engineered nanoparticles (metallic ENPs) have
received much attention and are now being used in different application areas (Miao et al., 2010).
The increasing use of nanotechnology in many industrial processes and consumer products will
inevitably lead to the release of nanoparticles and products containing them into the natural
environment during the product's life cycle.
1.2. Statement of the problem.
The small size gives ENPs many interesting properties like rapid diffusion, high specific surface
areas, and reactivity in liquid or gas phase (Thill et al., 2006). However, these properties may
also have unwanted effects. For instance, metal oxide nanoparticles like TiO2 and Fe2O3 can
enter into the human body and cause some toxicity, such as a cytotoxicity response,
inflammatory response, and cell membrane leakage (Brunner et al., 2006). In addition, it was
reported that silver engineered nanoparticles (Ag ENPs) are toxic to marine phytoplankton (Miao
et al., 2009) and the review of Borm et al. (2006 b) indicated that ENPs may also induce toxicity
in animals. Moreover, ENPs can enter the ecosystem and accumulate in air, water, soil, or
organisms from point sources such as factories or landfills as well as from nonpoint sources such
as through wet deposition, runoff, and abrasion from products containing ENPs (Wisner et al.,
2006). They might be highly mobile and quickly transported in the environment, or inside the
human or animal body via water or air (Howard and Wim, 2004).
Introduction
2
Although there are indications that ENPs may be transported in the environment and exhibit
toxicity towards animals, humans and plants, the current knowledge on the fate of ENPs is not
sufficient and thus, the rapid development of ENPs raises questions about their impact on the
environment, plant, animal and human health. Furthermore, their specific properties lead to new
means of interactions with environmental systems which can have unexpected impacts. Even
though their impact is not sufficiently known, it is clear that the behaviour of ENPs in the
environment, their distribution, uptake, and effects within living organisms is likely to be
different when compared to the bulk material and other xenobiotics (Scown et al., 2010).
In general, wind or runoff can transport ENPs into aquatic systems from direct discharges,
accidental spillages, wastewater effluents or solid waste dump sites. Environmental releases from
spillages during transportation of ENPs from one site to the other, intentional release when used
as catalyser during in situ environmental remediation as well as diffuse release during wear and
erosion from general use enhance environmental exposure of ENPs.
1.3. Significance of the study
The transport of ENPs in the environment is inseparable from the risk prediction ( Handy et al.,
2008) because once released into the environment they either stay at the point of release or are
transported away and are redistributed in the environment. If transport is easy, the materials may
distribute widely in the environment, and local concentrations would be relatively low. If they do
not readily migrate from the point of release, local concentrations may be high. Thus, in order to
predict the risks ENPs may pose it is necessary to have a better understanding of the factors
controlling their transport in the environment. Therefore, this investigation was designed to
contribute to environmental exposure awareness of ENPs through identification of factors
determining fate and transport of metal(lic) ENPs in aquatic environments.
Introduction
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1.4. Objective of the study
The general objective of this study is to contribute to environmental fate studies of metallic
engineered nanoparticles released into surface water, and reveal kinetics of partitioning processes
occurring after their release into the aquatic environment. In particular, this study aims to: (1)
describe the partitioning of silver (Ag) and cerium dioxide (CeO2) ENPs between the aquatic
phase and sediments after their release into sediment suspensions, and (2) identify factors
affecting the partitioning, fate and transport of Ag and CeO2 ENPs in surface waters in contact
with sediments.
Literature review
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2. LITERATURE REVIEW
2.1. Nanoparticles
Nanoparticles (NPs) are particulate matter with at least one dimension smaller than 100 nm. This
definition categorizes NPs in a similar size domain as that of ultrafine particles and considers
them as a sub-set of colloidal particles (Warheit, 2008; SCENIHR, 2007). They can be tubular,
spherical, or irregularly shaped and can exist in agglomerated forms (Nowack et al., 2007;
Aitken et al., 2006). They are characterised by physical parameters, such as size, shape, surface
area, molecular weight, and chemical composition. For instance, 35-40% of the atoms are
localized at the surface of a 10 nm particle compared to only 20% for 30 nm particles. Such
elevated surface area to volume ratio may be associated with multiple intrinsic properties that are
size dependent, like strong surface reactivity (Auffan et al., 2008). NPs, particularly those
smaller than 20 nm, may exhibit new properties when compared with bulk materials. Gold
particles for example are chemically inert and resistant to oxidation when they are at
macroscopic scale. However, they have a chemically active surface and may be utilized as
catalysts at nanometre size (Wang and Ro, 2006; Chiang et al., 2006). These new size dependent
properties make NPs desirable for technical and commercial use. In contrast, they may create
concerns in terms of toxicological or environmental impact.
2.2. Types, sources and applications of NP
In general NPs can be classified as naturally occurring and anthropogenic. Based on their
chemical composition they can be categorized into carbon containing and inorganic (mostly
based on metal and metal oxide) NPs. Naturally occurring carbon containing NPs can be of
biogenic, geogenic, atmospheric or pyrogenic origin, whereas anthropogenic NPs are either
unintentionally, as by-product, or intentionally produced. Intentionally produced NPs are often
referred to as engineered nanoparticles (ENPs), such as Ag and CeO2 NPs (Nowack et al., 2007).
Literature review
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Due to their unique properties these NPs play an important role in nanotechnology progress
particularly in the following areas: electronics, food and food packaging, cosmetics, paints,
coatings, pharmaceuticals, biomedicine, catalysis and material science, environmental analysis
and remediation (Silva et al., 2011; Ju-Nam and Lead, 2008; Aitken et al., 2006).
Some examples of ENPs sources and applications are given in Table 2.1 (Brar et al., 2010;
Weinberg et al., 2011).
Table 2.1 Source, types and applications of ENPs.
Source Types Application
Metals and alkaline earth metals
Ag Antimicrobials, paints, coatings, medical use, food packaging, socks, textiles, wound dressings
Fe Water treatment, detoxification of organochlorine pesticides
Au Electronics in flexible conducting inks or films, and as catalyst, in air filters, toothpastes, baby products, vacuum cleaners, and washing machines, as vector in tumour therapy
Sn Paints
Metal oxides
TiO2 Cosmetics, paints, coatings, sunscreen lotions
CeO2 Fuel catalyst
Source: Brar et al., 2008; Weinberg et al., 2011.
The classification of NPs in the environment as described by Bhatt and Tripathi (Bhatt and
Tripathi, 2011) is presented in Figure 2.1.
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Figure 2.1 Classification of NPs in the environment (Bhatt and Tripathi, 2011).
2.3. Nanoparticles and colloids in aquatic environments
Release of washing powders into municipal wastewater systems, domestic washings of
cosmetics, accidental release from industries through rinsing or during transportation, and using
NPs in soil or water cleansing are some of the pathways releasing NPs into aquatic environments
(Cumberland and Lead, 2008). The major physicochemical pathways that control the fate of NPs
in these aquatic environments are: dissolution, adsorption to particulates and other solid surfaces,
aggregation and sedimentation, binding to natural dissolved organic matter, stabilisation by
surfactants, biological degradation, and abiotic degradation like hydrolysis and photolysis, as
well as oxidation and reduction in some environments for specific particles (Batley and
McLaughlin, 2010). Among these pathways, aggregation and dissolution are the most important
contributors to the environmental impacts of ENPs in water (Batley and McLaughlin, 2010).
Literature review
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Nanoparticles can be present as suspension (solid in liquids) or as emulsion (two liquid phases)
(Brar et al., 2010). They can form a colloidal suspension in water and may interact with each
other or with other colloidal material since colloids show Brownian motion and interaction with
other particles and dissolved molecules. They may be transported easily from water to sediment
by forming aggregates and agglomerates that likely precipitate (Velzeboer, 2008). However, the
surface and interfacial properties of NPs can be modified with chemical agents like surfactants.
These agents can indirectly stabilize NPs against coagulation or aggregation by conserving
particle charge and modifying the outmost layer of the particle. Hence, surface properties are one
of the most important factors that manage NPs mobility and stability as colloidal suspension or
their aggregation and deposition in aquatic environment (Navarro, 2008). Thus, understanding
the stability of colloidal suspensions of NPs may be of great importance in describing and
predicting the environmental fate of NPs in water (Brar et al., 2010; Velzeboer, 2008).
Nanoparticles in natural water systems, especially in waters with higher ionic strength, may have
greater stability when compared to those in natural organic matter (NOM) free waters (Batley
and McLaughlin, 2010). However, in waters with high suspended sediment load, association of
NPs with suspended sediment is likely provide a removal mechanism for NPs that could increase
transport to and accumulation in bottom sediment (Batley and McLaughlin, 2010). In such cases
sediment should be considered as main sink and benthic organisms are key receptors for NPs
released into the aquatic environment since significant sedimentation of NPs aggregates can be
expected (Baun et al., 2008; Christian et al., 2008). In addition, natural fibrillar colloids are
likely to increase aggregation due to different binding characteristics as compared to the charge
stabilisation mechanism of humic substances (Buffle et al., 1998). Hence, the interaction of
ENPs with aquatic colloids may strongly influence the environmental fate of ENPs in surface
water (Lead and Wilkinson, 2007).
The word colloid generally refers to suspended particles less than 10 µm in size (Lead and
Wilkinson, 2007). It includes abiotic colloids such as clay, metal oxides, and humic substances,
and bio-colloids like viruses, bacteria, and protozoa. As a sub-group of colloids, NPs might have
similar size-related properties (Christian et al., 2008). Figure 2.2 shows size domains and typical
representatives of natural colloids and NPs (Christian et al., 2008).
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Figure 2.2 Size domain and typical representatives of natural colloids and nanoparticles;
filtration at 0.45 µm is given as the operationally defined cut-off (Christian et al., 2008).
2.4. Processes affecting the environmental fate of engineered nanoparticles (ENPs)
2.4.1. Aggregation and agglomeration
Aggregation is the association of colloidal particles to form larger clusters that cannot be easily
disrupted (Chen et al., 2010; Gosen et al., 2010). Nanoparticles can aggregate in water through
Van der Waals interactions, chemical bonding, hydrophobic effects, and magnetic attraction.
Coating nanoparticles may decrease aggregation by charge stabilization or steric stabilization.
Aggregation may occur as homoaggregation (particles of the same type aggregating together) or
as heteroaggregation (particle attracting to other particle type) (Handy et al., 2008). Transport
and attachment are the two stages in aggregation; therefore, ENPs and other colloidal particles
must be transported towards each other before aggregation occurs.
Literature review
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High diffusion coefficients lead to many collisions, and frequent contact between particles
promotes aggregation. The particle concentration can have an effect on the size of aggregates
formed and the speed of aggregation. As the concentration increases, aggregation is more rapid
and aggregates may become large enough to settle out via gravity. So the rate of ENPs
aggregation has an influence on their rate of sedimentation and hence their removal from the
aqueous phase (Chen et al., 2010). The likelihood of permanent attachment is controlled by short
range inter-particle forces of interaction, which in turn depends on solution chemistry, surface
chemistry and composition (Chen, et al., 2010).
Engineered nanoparticles can also agglomerate. Agglomeration is the adhesion of particles to
each other by weaker forces leading to larger size (Gosen et al., 2010). Whereas aggregation is
rather irreversible and implies strong attractive forces, agglomeration is not as strong and more
readily reversible, i.e., agglomerates are easier to break apart into smaller agglomerates or
individual particles. Bare particles often aggregate strongly, whereas surface-coated particles
agglomerate eventually, but can be broken up readily.
Both aggregation and agglomeration of ENPs are processes resulting in a reduction of surface
free energy by increasing their size and decreasing their surface area. Especially aggregated and
agglomerated ENPs can possibly be eliminated through sedimentation, making them less mobile
and leading to interaction with filter feeders and bottom animals. Agglomeration and aggregation
are thus important processes in understanding the fate of nanoparticle in the environment
(Sharma, 2009).
Once released in the environment, ENPs will very likely exist as agglomerated aggregates (Zhou
et al., 2012). Effects of agglomeration and aggregation on the stability and mobility of
nanoparticles have been reported. Zhou et al. (2012) reported that environmental stimuli such as
sunlight and temperature variation can cause either agglomeration or disagglomeration of
(agglomerated) aggregates of metal oxide nanoparticles. Aquatic environments with high
concentrations of calcium or magnesium favour aggregation and deposition of NPs (Fang et al.,
2009).
Literature review
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2.4.2. Deposition
The process in which ENPs collide and stick over time to an immobile solid surface, such as
sediments, sand, and rocks is referred to as deposition (Hansen et al., 2011). It can take place in
different natural environments, like surface water and groundwater, and is particularly important
in systems where solid surfaces for attachment are readily available. Thus, ENPs deposition is
expected to play a crucial role in influencing the transport of ENPs in aquatic systems.
Aggregation deposition starts when ENPs are transported to a solid surface. Transport
mechanisms for deposition are therefore analogous to aggregation and include Brownian
diffusion, interception, and sedimentation. Both hydrodynamic effects and colloidal interactions
are important factors that influence the adherence of ENPs to solid surfaces (Elimelech et al.,
1995).
2.4.3. Solubility and dissolution
Assessing solubility of NPs is one of the approaches to model their effect, transport, and fate in
the environment (Mackay et al., 2006). The smallest size NPs are energetically unfavourable and
subject to preferential dissolution, and have a higher equilibrium solubility than larger size
particles (Batley and McLaughlin, 2010). Dissolution is a dynamic process that takes place on
the solid-liquid phase boundaries in two steps: a reaction at the solid-liquid interface i.e.
interfacial transport, and transfer of the dissolved matter away from the reaction site
(Dokoumetzidis et al., 2008).
Both particle dissolution kinetics and solubility are size dependent. When NPs are compared
with macro-particles of the same material, NPs dissolve more quickly (Batley and McLaughlin,
2010). A particular concern for metal-based NPs in relation to small size and large surface area is
the dissolution of soluble metal ions from the surface of the particle. Even with solubility of a
few percent, a 1 mg/L solution of metal oxide NPs might generate l µg/L concentrations of metal
ions in solution. Hence, there are concerns that some NPs will act as delivery vehicles for free
metal ions (Handy et al., 2008).
Literature review
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Sometimes the solubility can exceed saturation conditions and leads to growth and precipitation
of particles by the Ostwald ripening phenomenon, and the overall process is one of
destabilization of NPs in solution. Dissolution and redeposition of particles raise questions about
the overall stability of NPs in the aquatic environment, and also emphasize the need for
measurement of particle size as well as solubility to assess the fate of NPs (Batley and
McLaughlin, 2010).
Furthermore, NPs persistence is governed by its dissolution. In turn, surface area determines the
kinetics of dissolution of soluble material. On the other hand material solubility as well as
metallic ions concentration gradient between particle surface and bulk solution influences the
driving force of dissolution within a given environment (Batley and McLaughlin, 2010; Borm et
al., 2006).
The dissolution of ENPs is extremely important in terms of stability of ENPs as well as the
environmental and human health impact that ENPs may have if released into the environment
(Colvin, 2003). Metallic ENPs dissolution in aqueous environment can give rise to toxic effects
(Zhang et al., 2009), and variation in toxicity may be related to the dissolution properties of
ENPs (Tso et al., 2010).
2.5. Nanoparticles and Contaminant Transport
Contaminants in natural aquatic systems are mostly bound to particle surfaces or form complexes
with humic or other substances (Christian et al., 2008). They can be adsorbed, absorbed, co-
precipitated or trapped upon aggregation of NPs and thus, NPs play an important role in the
solid/liquid partitioning of contaminants. Contaminant sorption onto NPs depends on NPs’
composition, structure, size, and solution conditions like pH and ionic strength. For instance,
pure TiO2 NPs have a higher sorption capacity than impure ones (Christian et al., 2008).
Dispersion of NPs in the environment indicates a higher mobility and a greater potential
exposure to associated contaminants because well dispersed NPs will be transported over longer
distances, and are thus potentially involved in particle-facilitated contaminant transport (Zhuang
et al., 2003).
Literature review
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2.6. Reactivity of NPs
If a significant change in the atomic structure, electronic, magnetic, and optical properties of the
material is observed, the chemical reactivity of the particle will also be significantly affected.
The factors that contribute to size dependent change in chemical reactivity and properties of a
material can be explained through the following interrelated mechanisms:
(1) Size reduction: the proportion of atoms at the surface or near surface regions increases
considerably when NPs size decreases. This causes a more reactive surface.
(2) Change in surface free energy: the increasing reactive surface leads to a change in surface
free energy with respect to particle size thus influencing the chemical reactivity.
(3) Atomic structure variation: when the size decreases, defects on and near the surface in the
form of change in vacancies, bond length, and bond angle will occur.
(4) Change in electronic structure: as the size gets smaller and smaller the electronic structure
resembles discrete energy states of small molecules (Wigginton et al., 2007).
Changes in size dependent reactivity of material is shown in Figure 2.3 as described by
Wigginton et al., (2007)
Figure 2.3 Generalized trend for size-dependent reactivity change of a material upon transition
from macroscopic (bulk-like) particles to atomic clusters (Wigginton et al., 2007).
Literature review
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The physicochemical properties of NPs may be different depending on their source and this may
affect NPs’ interactions with organisms. NPs from unintentional sources are mostly poly-
disperse or heterogeneous and irregularly shaped whereas ENPs are mono-disperse or
homogeneous and regular in shape (Sioutas et al., 2005).
2.7. Ecotoxicity of metallic nanoparticles
The toxic effects of metallic nanoparticles are probably due to:
§ Direct release of metals in solutions i.e. dissolution processes;
§ Catalytic properties of metallic nanoparticles;
§ Redox evolution of the surface which can oxidize proteins, generate reactive oxygen
species (ROS) and induce oxidative stress (Auffan et al., 2009; Brunner et al., 2006).
A relationship between the reduction/dissolution of metallic oxide NPs and their ability to
generate oxidative stress has been explained (Limbach et al., 2007). The reduction reaction is
favoured by the corresponding oxidized and reduced molecules present in the biological media.
This can lead to the dissolution of metallic NPs and the release of ions accompanied by the
generation of ROS and oxidation of proteins. These dissolution processes are of great interest in
applications based on the biocide properties of NPs. For instance, antibacterial and antifungal
activities of Ag0 NPs depend on the release of Ag+ ions in solution (Hussain et al., 2005) and the
binding of the surface atoms to electron donor groups containing sulphur, oxygen or nitrogen
(Kumar and Munstedt, 2005; Morones et al., 2005).
Furthermore, the driving force in developing NPs based catalysts is their large surface to volume
ratio and the special binding sites. For example, TiO2 nanoparticles are one of the most
commonly used photocatalysts (Zaleska, 2008). They are efficient to initiate light induced redox
activity with molecules adsorbed on their surfaces. It was found that TiO2 exhibits size
dependent photocatalytic activity and have size dependent biological effects because TiO2 are
highly sensitive to phase transformation as the size decreases (Suttiponparnit et al., 2011). These
size dependent phase transformations are involved not only in the photocatalytic activity of TiO2
particles (Jang et al., 2001) but also in the toxicity of TiO2 towards cellular organisms (Sato and
Taya, 2006).
Literature review
14
Fe0 and Fe3O4 based NPs can become oxidized in biological media. These NPs are used
particularly in the biomedical and environmental fields due to their high sensitivity towards
oxidation and efficiency to degrade organic pollutants (Zhang, 2003). However, recent
nanotoxicological studies report that this oxidation can be responsible for their toxicity towards
environmental bacteria (Auffan et al., 2008b).
Generally, particle size and specific surface area can be key determinants of NPs toxicity. In
addition, other properties such as shape, morphology, crystal structure, composition, purity,
surface chemistry, and particle reactivity may also play a significant role (Tiede et al., 2009).
NPs with more edges have been shown to have higher toxicity to exposed murine fibroblasts and
macrophages (Yamamoto et al., 2004).
Crystal structure may be the basic reason for particle-shape dependent toxicity. For example, the
crystal structure of titanium dioxide NPs controls its ability to induce pulmonary inflammation
and fibrosis in mice (Warheit et al., 2008). Furthermore, particle composition and surface
chemistry may be important in determining biological effects, and NPs’ interaction with
contaminants like trace metals may enhance their toxicity (Gaiser et al., 2012). Because of such a
relationship between NPs properties and toxicity, the quantification of the aforementioned
properties has been recommended as a minimum requirement prior to any toxicological studies
(Baer et al., 2007).
Nanoparticles can enter cells by diffusing through cell membranes (Verma et al., 2008) as well
as through endocytosis (Iversen et al., 2011) and adhesion (Geiser et al., 2005). Some NPs are
intentionally designed to interact with proteins, nucleic acids, or cell membranes for labelling or
drug delivery purposes (Klaine et al., 2008). Additionally, bacteria can be used to deliver NPs
(Demir et al., 2007). However, unintentional interactions are more relevant to environmental
impacts because they are not controlled and they could adversely impact organisms. The
probable toxicity due to NPs uptake and accumulation includes formation of reactive oxygen
species, disruption of membranes or membrane potential, oxidation of proteins, interruption of
energy transduction, genotoxicity, and release of toxic constituents (Klaine et al., 2008).
Literature review
15
For instance, silver NPs adhered to the surface of the cell alter the membrane properties, hence
affecting the permeability and the respiration of the cell. In addition, they can penetrate inside
bacteria and cause DNA damage as well as release toxic Ag+ ions (Klaine et al., 2008).
2.8. Silver nanoparticles (Ag NPs) and silver ions
The use of silver nanoparticles containing consumer products has become common. Major
applications include coatings for solar energy absorption, catalysis in chemical reactions (Choi et
al., 2008), surface-enhanced Raman scattering for imaging, and antimicrobial sterilization (Pal et
al., 2007).
Products containing silver nanoparticles to induce antimicrobial effects are increasingly used in
Europe, North America, and Asia. Because of the high use of consumer products containing Ag
NPs, it is likely these particles enter sewage pipes lines and wastewater treatment plants and
eventually get into surface water (Limbach et al., 2008).
In the European Union for example, 15% of the total silver released into water in 2010 was
predicted to originate from biocidal plastics and textiles (Blaser et al., 2008). However, the
fraction of effectively treated wastewater determines the amount of silver reaching surface
waters, because the majority of silver in wastewater is incorporated into sewage sludge (Blaser et
al., 2008). Due to its strong complexation with different ligands like chloride, sulfide, thio-
sulfate, and dissolved organic carbon, the aqueous concentration of silver ions (Ag+) is low in
natural environments; thus, Ag toxicity to organisms is generally not observed. However, Ag
NPs could be more reactive and toxic than bulk parent material because toxicity is assumed to be
size and shape dependent (Pal et al., 2007). Thus, the potential toxic impact on ecosystems and
microorganisms are major environmental concerns in regard to the release of Ag NPs into the
environment (Blaser et al., 2008; Choi et al., 2008).
2.9. Cerium dioxide nanoparticles (CeO2 NPs)
Large amounts of cerium dioxide nanoparticles (CeO2 NPs) are expected to enter the
environment because of the increasing use of CeO2 in automotive industry as diesel fuel additive
and constituent of catalytic converters (Li et al., 2011).
Literature review
16
Its oxygen storage capacity, the low redox potential between Ce3+ and Ce4+, and UV absorbing
potential are extensively being exploited (Nakagawa et al., 2007). Even though CeO2
nanoparticles are on the OECD list of priority nanomaterials for immediate testing (Van Hoecke
et al., 2003), their environmental fate and potential impacts still remain unclear. CeO2 NPs are
widely applied in polishing materials, automobile exhaust catalysts, as fuel cell materials, and
additives in glass and ceramic application (Van Hoecke et al., 2003). However, CeO2 NPs have
already shown to induce significant chronic toxicity in algae, and to accumulate in zebrafish liver
tissue. It was also reported that human lung fibroblast cells can rapidly absorb CeO2 NPs even at
low concentrations (Limbach et al., 2005).
In addition, CeO2 NPs can produce significant oxidative stress in human lung cells and cause cell
membrane damage. Still, there is no sufficient knowledge on the transport, stability, mobility,
and deposition of CeO2 NPs in the environment, and thus their potential exposure risk, yet.
Hence, understanding the environmental fate and behavior of CeO2 NPs is important to close this
knowledge gap (Li et al., 2011).
2.10. Other common metal(lic) ENPs
2.10.1. Titanium dioxide nanoparticles (TiO2 NPs)
Currently TiO2 NPs are used as catalysts, in antimicrobials, antifungals, antibiotics, ultraviolet
blockers, as antiscratch additives, colour additives in food, drugs, cosmetics, in contact lenses,
and as scavengers of inorganic and organic contaminants in water treatment plants and in the
remediation of polluted environments. They are usually found in soaps, plastics, sunscreens,
coatings, nanofibers and nanowires, textiles, bandages, and alloys (French et al., 2009). This
wide range of applications induces public concern about the possible impacts TiO2 NPs could
have on the environment, for instance as a result of accidental spills during transport and
manufacturing or their presence in waste, sewage, and runoff (French et al., 2009). TiO2 NPs
have been reported in municipal wastewater treatment plant effluents at concentrations of 10 to
100 µg/L (Chen et al., 2011). These particles can eventually reach surface waters and can
possibly accumulate in the environment. So also for TiO2 NPs it is essential to understand their
fate and behaviour in order to determine their bioavailability and toxicity (Chen et al., 2011).
Literature review
17
Furthermore, it was reported that TiO2 could produce reactive oxygen species and cause
oxidative stress in bacteria, crustaceans and various mammal cell types (French et al., 2009).
Surface charge and solution pH mainly govern the stability of TiO2 NPs in aqueous solution.
Over 80% of suspended TiO2 NPs were found to be mobile in micro-channels in the pH range of
1-12, excluding the pH close to the zero point of charge for TiO2 (Guzman et al., 2006).
2.10.2. Iron nanoparticles (Fe NPs)
Fe NPs are synthesized from Fe (II) and Fe (III) using borohydride as reductant (Zhang and
Elliot, 2006). Naturally, iron exists in the environment as iron (II) and iron (III) oxides (Li et al.,
2006). Iron nanoparticles can be used in power transformer cores and magnetic storage media as
well as for catalysis (Guo et al., 2001). Magnetic iron oxide nanoparticles with appropriate
surface modification are also used in biomedical, for example, magnetic resonance contrast
media and therapeutic agents in cancer treatment (Akbarzadeh et al., 2012). Because of the large
surface area of nanoparticles and higher number of reactive sites, nano zero-valent iron (nZVI) is
generally preferred for environmental remediation over microsized particles (Tratnyek and
Johnson, 2007). Moreover, zero-valent iron can also be modified according to the contaminants
to be removed during remediation. For instance, ZVI could be modified to include catalysts like
palladium, coatings such as polyelectrolytes or triblock polymers (Saleh et al., 2007).
However, there is insufficient data available on the potential accumulation in organisms and on
toxicological effects in the environment (Kreyling et al., 2006). Their transport, dispersion, and
fate in the environment is also not sufficiently clear yet. It is known that coatings and other
modifications could maximize subsurface mobility of nZVI (Phenrat et al., 2008). Although
increased mobility does contribute to remediation efficiency, it also leads to the possibility of
NPs migrating beyond the contaminated plume area, thereby leaching into drinking water
aquifers, and wells, and discharge in to surface water might occur (Rajan et al., 2011).
Furthermore, due to their small sizes the nanoparticles have the potential to migrate or
accumulate in areas where larger ones would not (Rajan et al., 2011). Therefore, there is a need
to understand the transport, aquatic and biochemistry, and ultimate fate of these synthetic iron
nanoparticles in the environment (Zhang and Elliot, 2006).
Literature review
18
2.10.3. Gold nanoparticles (Au NPs)
The application of gold colloids goes back a very long way in time where they were used to
create a dark red coloration in glass (Capek, 2004). However, production of Au NPs boomed in
the 20th century due to their wide range of uses. Au NPs possess unique electronic and optical
properties (Daniel et al., 2004). Currently they are used in dyes, inks, films, as catalysts, in drug
delivery, and imaging (Klaine et al., 2008; Renault et al., 2008; Simon-Deckers et al., 2008).
Thus, there is a potential chance of Au NPs being released into the environment throughout its
lifecycle. When compared to their bulk form Au NPs act differently. Many factors such as size,
shape, shell or surface chemistry contribute to Au NPs specific behaviour (Simon-Deckers et al.,
2008). Although knowledge on Au NPs’ toxicity in aquatic environments is not sufficiently high,
there are some reports indicating the probability of its toxicity (Renault et al., 2008; Moor et al.,
2006).
2.10.4. Tin dioxide nanoparticles (SnO2 NPs)
Metal oxide NPs have shown a great step to functionalize materials with high surface to volume
ratio, leading to enormous effective applications such as gas sensors (Phadungdhitidhada et al.,
2011). Semiconducting metal oxide are timely options for gas sensing application because of low
cost, easy fabrication, high compatibility with different parts and processes, and high sensitivity
towards target gas (Arafat et al., 2012). Tin dioxide (SnO2) is one of the rapidly growing NPs in
this group of metal oxides. It is an n-type semiconductor with a large band gap of 3.6 eV
(Farrukh et al., 2010). It has wide range of applications such as transistors, gas sensors, energy
storage like lithium batteries, transparent conducting electrode, and solar cells ( Pirmoradi et al.,
2011). Tin was detected in the gills, gut, and spleen of guppy fish kept in water containing SnO2
NPs (Krysanov et al., 2009). However, hydrated tin dioxide NPs did not cause any acute toxicity
or genotoxicity in short term tests (Krysanov et al., 2009). Nevertheless, the increased tin
contents of the gills and gut suggest that tin nanoparticles may penetrate from the environment
into the body through these organs. In any ways of penetration into the body, tin nanoparticles
occurred in the blood, which is evidenced by their considerable accumulation in the spleen. This
in turn shows that the mobility of SnO2 NPs in the environment and thus their behaviour needs to
be studied.
Literature review
19
2.11. Sediment
Sediment is particulate material such as sand, silt, clay or organic matter that has been deposited
on the bottom of a water body and is susceptible to being transported by water (Stronkhorst et
al., 2004). It is a main source of nutrients for organisms and provides a habitat for benthic
animals. The chemical composition of stream sediments depends on morphology, structural
setting, and lithology of the catchment, climate, hydrological features as well as the density and
type of vegetation cover (Hwang et al., 2011). In addition, anthropogenic activities can influence
bed load and suspended sediment dynamics and the environmental quality of the sediment
systems (Hwang et al., 2011).
Hazardous contaminants such as heavy metals accumulate within the sediments of lakes, rivers
and marine areas. In that way, sediments can act as sinks and/ or carriers for pollutants that can
either be transported away from their source or stored in the solid fraction of bed sediments. If
sediments store contaminants they can become a contaminant source if changes occur in the
environmental conditions within the sedimentary column or in the river course as well as if the
solids are removed and re-suspended (Dinelli et al., 2005). Under anoxic conditions within the
sediments, contaminants are often strongly bound to the solid phase, but once exposed to an oxic
environment the contaminants may be released, and can become bioavailable and or toxic
(Simpson et al., 1998).
Materials and methods
20
3. MATERIALS AND METHODS
3.1. Introduction
Experiments to study partitioning of CeO2 and Ag ENPs were set up in batch mode. The
experiments were conducted using sediment samples from the River Scheldt (Antwerp region).
The sediment samples were analyzed for pH-H2O, pH-KCl, pH-CaCl2, % dry matter (DM), %
organic matter (OM), electrical conductivity (EC), total nitrogen (TN), total phosphorous (TP),
Na, Ca, Mg, K and trace elements, cation exchange capacity (CEC), Cl-, dissolved organic
carbon (DOC), and texture, before being utilized in the batch experiments.
3.2. Sediment sampling and characterization
3.2.1. Sediment sampling and preparation
Sediment samples (ca. 0 – 30 cm) were collected through grab sampling at four different
locations along the River Scheldt: Doel (1), Linkeroever (2), Bornem (3), and Mariekerke (4), as
shown in Figure 3.1.
Figure 3.1 Sediment sampling sites; Doel (1), Linkeroever (2), Bornem (3), and Mariekerke (4)
4
3
2
1
Materials and methods
21
After collection, the sediment samples were transferred to the laboratory in sealed plastic bags.
Once arrived in the lab the samples were first air-dried in a greenhouse at 25 ºC, followed by
further drying in an oven at 65 ºC. Afterwards, the different sediment samples were crushed or
grinded and finally passed through a 2 mm mesh sieve.
3.2.2. Sediment characterization
In most cases, the Manual for the Soil Chemistry and Fertility Laboratory (Van Ranst et al.,
1999) was used as a reference guide for the determination of the physicochemical characteristics
of the different sediment samples. All measurements were performed in triplicate unless stated
differently.
3.2.2.1. pH determination
Sediment pH values were obtained by measurement of the samples in three different media:
H2O, KCl and CaCl2.
§ pH-H2O
50 mL of distilled water was added to a glass beaker containing 10.00 grams of sediment. The
suspension was stirred using a glass rod and then left to equilibrate for 16 hours. After
equilibration the pH was measured using a pH electrode (model 520A pH meter, Orion Research
Inc., Boston, MA, USA).
§ pH-KCl
25 mL of 1M KCl was added to a glass beaker containing 10.00 grams of sediment. The
suspension was stirred using a glass rod and then left to equilibrate for 10 minutes. After
equilibration the pH was measured using a pH electrode (model 520A pH meter, Orion Research
Inc., Boston, MA, USA).
§ pH-CaCl2
25 mL of 0.01M CaCl2 was added to a glass beaker containing 10.00 grams of sediment. The
suspension was stirred using a glass rod and then left to equilibrate for 30 minutes. After
equilibration the pH was measured using a pH electrode (model 520A pH meter, Orion Research
Inc., Boston, MA, USA).
Materials and methods
22
3.2.2.2. Dry matter (DM)
A known amount of sediment was oven dried for 24 hours at 105 0C and dry matter content was
determined as a weight difference and expressed as percentage using the following formula:
)1.3.(100*)][1(0
10 eqmmm
DM−
−=
Where: DM is the dry matter content (%), m0 is the mass of sediment before oven drying (g),
m1 is the mass after drying in the oven (g).
3.2.2.3. Organic matter (OM)
Organic matter content was determined as loss on ignition (LOI) after ashing of 3.000 g oven
dried sediment sample in a muffle furnace at 550 ºC for 2 hours. Equation 3.2 is used to calculate
the percentage of organic matter content.
)2.3.(100*)(0
10 eqmmm
OM−
=
Where: OM is the total organic matter content (%), m0 is the mass of sediment before ashing (g),
m1 is the mass after ashing (g).
3.2.2.4. Electrical conductivity (EC)
The electrical conductivity was determined by adding 50 mL of distilled water to 10 grams of
sediment in an Erlenmeyer flask and shaking this mixture for 30 minutes on a shaking plate.
Subsequently, the suspension was filtered using filter paper and the filtrate was analyzed directly
using a conductivity meter (LF537, WTW, Weilheim, Germany).
3.2.2.5. Cation exchange capacity (CEC)
Three gram of sediment was thoroughly mixed with 12.5 g pre-cleaned silica sand, poured into a
glass percolation column already containing 2.5 to 3 g pure silica sand, and finally covered up
with again 2.5 to 3 g pure silica sand. After percolation with 150 mL 1 M ammonium acetate, the
excess NH4+ is washed away with 150 mL ethanol solution. Finally, the NH4
+ ions are desorbed
by percolating 250 mL 1 M KCl.
Materials and methods
23
This percolate is collected in 250 mL volumetric flasks. Afterwards, 50 mL of the collected KCl
extract is transferred into a Kjeldahl distillation flask and distilled immediately after addition of a
spoonful of MgO. The ammonia (NH3) formed during distillation is captured in the form of
ammonium (NH4+) in an Erlenmeyer flask already containing 20 mL 2 % boric acid (indicator
solution). This solution is then titrated with 0.01 N HCl by means of Metrohm 645 Multi-
Dosimat (Metrohm, Switzerland) until the color shifts to pink. CEC values are calculated in
meq/100 g using the following formula.
)3.3.()100(
100*
250*
1**)( 0 eq
gg
MmL
VtVVCEC
ss
−=
Where: CEC is cation exchange capacity (meq/100 g), V is volume of HCl added to the sample
(mL), V0 is volume of HCl added to the blank (mL), t is normality of HCl in meq/mL, Vs is the
distilled volume of KCl extract (50 mL), Ms is sample mass.
3.2.2.6. Chlorides (Cl-)
Fifty mL 0.15 M HNO3 was added into an Erlenmeyer flask containing 10 g of sediment and the
mixture was left shaking on a shaking plate for 30 minutes. The suspension was filtered over
filter paper and the filter was then rinsed with 20 mL 0.15 M HNO3. The amount of chlorides
present in the sediment sample is determined via a potentiometric titration of the extract with
silver nitrate (AgNO3) using a Metrohm 718 STAT titrino apparatus (Metrohm, Switzerland),
after standardization of AgNO3 with 0.01 N NaCl. The chloride concentration of the sediment
sample is calculated using the following formula:
)4.3.(**
eqM
MCVCl
s
w=−
Where: V is volume of silver nitrate used during titration, C is normality of silver nitrate, Mw is
atomic weight of chloride, MS is sample mass.
3.2.2.7. Total nitrogen (TN)
About 1.000 g of sediment and 7 mL of a mixture of sulphuric/salicylic acid were added into a
glass digestion flask and allowed to react for 30 minutes. Afterwards, 0.5 g Na2SO3was added
and allowed to react for 15 minutes.
Materials and methods
24
Then, consecutively 5 mL H2SO4, 0.2 g selenium reagent mixture catalyst and 4 mL H2O2 were
added. The mixture was digested for 1 hour at 380 ºC and afterwards 30 mL of distilled water
was added to the cooled digested product. Finally, distillation was performed and the distillate
was captured in boric acid which is then titrated with 0.01 M HCl using a 645 Multi-Dosimat
titrating apparatus (Metrohm, Switzerland). The expression to determine the total nitrogen
content was:
)5.3.(**)( 0 eqMtMVV
TN ws
−=
Where: TN is total nitrogen (mg/kg), V is volume of HCl used to titrate the sample, V0 is
volume of HCl used to titrate the blank, t is normality of HCl (meq/mL), Mw is molecular
weight of nitrogen, MS is sample mass.
3.2.2.8. Na, K, Ca, Mg, and trace metal contents
Pseudo-total analysis was performed via inductively coupled plasma optical emission
spectrometry (ICP-OES) after aqua regia digestion of the different sediment samples. Therefore,
1.000 g sediment sample was moistened with 2.5 mL distilled water in an Erlenmeyer flask.
Then, 10 mL aqua regia (7.5 mL HCl and 2.5 mL HNO3) was added and the recipient was
covered up with a watch glass. The sample was allowed to digest at room temperature for 12
hours followed by boiling under reflux on a hot plate at 150 ºC for 2 hours. After the sample was
allowed to cool down sufficiently, it was filtered on an acid resistant filter into a 100 mL
volumetric flask. Finally, 1 % HNO3 was added to the filtrate to reach 100 mL and the samples
were analysed by ICP-OES (Vista-MPX CCD Simultaneous ICP-OES, Varian, California).
3.2.2.9. Total phosphorous (TP)
The determination of TP contents of sediments extracted with the solutions NH4OAC-EDTA and
aqua regia was carried out according to the colorimetric method of Scheel. One mL extract, 5 mL
water, 1 mL Scheel solution I (1 g methanol, 5 g Na2SO3 and 150 g NaHSO3), and 1 mL Scheel
solution II (50 g ammonium molybdate and 140 mL concentrated sulphuric acid) were
successively transferred into test tubes, shaken for perfect homogenization and allowed to react
for 15 minutes.
Materials and methods
25
Next, 2 mL Scheel solution III (205 g sodium acetate in 1 L water) was added, and the mixture
was shaken and allowed to react for an additional 15 minutes. Finally, the absorbance at 700 nm
was measured with a 6400 spectrophotometer (Jenway, UK).
3.2.2.10. Total carbonate (CO3 2-)
Determination of CaCO3 percentage in the sediment samples is based on the following reactions:
OHCaSOCOSOHCaCO 242423 ++⇔+
OHSONaSOHNaOH 24242 22 +→+
An excess amount (25 mL) of 0.25 M H2SO4 was added to 1.000 g sediment together with 125
mL distilled water. This mixture is then heated for 1 hour at 90 ºC by means of a water bath.
After cooling down, 0.5 mL of mixed indicator solution (phenolphthalein, methyl red,
bromocresol green) is added and the excess acid was titrated using 0.5 M NaOH. The percentage
CaCO3 is calculated using the following expression:
)6.3.(5**)V (% 03 eqCVCaCO −=
Where: V0 is NaOH volume used to titrate the blank, V is NaOH volume used to titrate the
sample, C is NaOH concentration.
3.2.2.11. Dissolved organic carbon (DOC)
Distilled water as well as KNO3 were used as extracting agents in the determination of soluble
organic constituents in the sediments. Fifty mL of distilled water or 50 mL 2 mM KNO3
extraction liquid was added to a 100 mL conical flask already contain 5 g sediment. The mixture
was put on a shaking plate for 24 hours. Afterwards, the suspension was filtered over either filter
paper or a syringe filter (0.45 µm). Finally, the filtrate was diluted five times with distilled water
and was analysed on a total organic carbon (TOC) analyser (TOC-VCPN, Shimadzu, Kyoto,
Japan).
3.2.2.12. Texture analysis
The Bouyoucos hydrometer method (Goh et al., 2009) was used to determine the texture of
sediment samples. First, 40 g of sediment sample was pre-treated with H2O2 to oxidize and
remove OM present in the samples.
Materials and methods
26
Second, sediment dispersions were prepared by quantitatively transferring the pre-treated
samples into 1 L plastic recipients and adding 100 mL dispersing agent (40 g
sodiumhexametaphosphate and 10 g soda, dried overnight at 105 ºC) and 250 mL distilled water.
The dispersions were then shaken thoroughly overnight on a shaking plate. Third, the sediment
dispersions were transferred into 1 L glass sedimentation cylinders and distilled water was added
to reach a total volume of 1 L. The sediment solutions were then allowed to equilibrate
thermally. To maintain a constant temperature throughout the measurements a warm temperature
bath kept stable at 20 ºC was used. Finally, the sedimentation cylinders were capped with rubber
stoppers, shaken thoroughly, and a number of readings were performed over a 24 hours time
interval after carefully lowering the hydrometer into the suspensions. Sample and blank (i.e. 100
mL dispersing agent and 900 mL distilled water) readings were then used to calculate the particle
size distribution of the samples. All measurements were performed at least in duplicate.
3.3. Assessment of impact of centrifugation speed on amount of suspended solids
The impact of centrifugation speed on the amount of suspended matter in the supernatant was
studied. First, to obtain a 1/10 solid to liquid ratio, 30.0 mL of Milli-Q water was added to 3.000
g of sediment in a 50 mL centrifuge tube. These suspensions were then shaken vigorously on a
shaking plate for at least 30 minutes before being subjected to centrifugation for 10 minutes at
different selected rates i.e. 0, 500, 1000, 1500, 2000, and 2500 rpm. The 0 rpm represents 10
minutes of gravitational settling. Afterwards, the centrifuged and settled samples were gently
placed onto a steady horizontal surface to not disturb the sample, and 20.0 mL of the supernatant
was pipetted with an electronic pipette into pre-dried and pre-weighted disposable aluminium
evaporation dishes. The concentration of sediment still present in solution (i.e. in the
supernatant) was determined in function of centrifugation speed, by determining the weight
remaining inside the evaporation dishes after drying in an oven at 105 ºC for at least 6 hours. All
measurements were performed in quadruplicate.
Materials and methods
27
3.4. Effect of centrifugation speed on TOC concentration
Sediment suspensions in a 1/10 solid to liquid ratio were prepared and put on a shaking plate for
24 hours. The supernatant collected after gravitational settling, and centrifugation at 500 rpm and
2000 rpm were analysed on a total organic carbon (TOC) analyser (TOC-VCPN, Shimadzu,
Kyoto, Japan).
3.5. Partitioning behaviour of metallic ENPs in sediment suspensions
CeO2 and Ag ENPs suspensions were purchased from Plasmachem GmbH, Berlin. The
concentration of the CeO2 and Ag ENPs stock suspension were 50 g/L and 0.1 g/L, respectively.
These ENPs stock suspensions were further characterized experimentally. Prior to the actual
experiment, screening tests for different experimental options (Figure 3.2) were conducted.
3.5.1. Screening experiments
The screening experiments were subdivided in two parts. The first part was designed to assess
effect of centrifugation speed (Figure 3.2a). The second part aimed to look at the effect of
different filtration options (Figure 3.2b). For these screening experiments, sediment suspensions
were prepared with Milli-Q water in 1:10 solid to liquid ratio. These suspensions were then
spiked either with Ce(NO3)3 or CeO2 ENPs. Blank samples only containing sediment and Milli-
Q water were also included in the tests.
In the centrifugation experiment (Figure 3.2a), suspension was allowed to settle for 10 minutes
without centrifugation (gravitational settling, 0 rpm), or centrifuged at 500 or 2000 rpm for 10
minutes. The concentration of Ce in the supernatant after centrifugation (SN) and in the total
suspensions were determined by ICP-OES after aqua regia digestion of the sample for 2 hours on
a hot plate. Moreover the SN was filtered over a syringe microfilter (0.45 µm) without aqua regia
digestion.
The filtration options used in the filtration experiment (Figure 3.2b) were syringe filtration over a
pore size of 0.45 µm (Chromafil RC from Macherey-Nagel, Germany), use of a paper filter
(Chromafil RC from Macherey-Nagel, Germany) and centrifugal ultrafiltration (Amicon Ultra-4
centrifugal-UF units from Millipore, MA, USA). Therefore, 25 mL of suspension was filtered
over filter paper into 50 mL volumetric flask, rinsed with Mill-Q water and filled up to the mark.
Materials and methods
28
Fig. 3.2a
Sediment blank Aliquot Total digestion with AR and spiked suspension ∆t ICP-OES on shaking plate Centrifugation SN digestion with AR Analysis @ 0, 500, or 2000 rpm for 10 minutes SN microfiltration Fig. 3.2b
Sediment blank Total digestion with AR and spiked suspension Aliquot on shaking plate ∆t Centrifugal UF ICP-OES Centrifugal UF Paper filtration Analysis Filtrate digestion with AR Centrifugal UF Microfiltration Filtrate digestion with AR
Figure 3.2 Experimental flow sheet of the screening experiment to assess a) centrifugation speed
effect (SN = supernatant), b) effect of different filtration types (UF is Ultrafiltration, AR is aqua
regia) (t, ∆t is 2 hr and/or 24 hr).
From the filtrate collected after paper filter filtration, 10 mL was taken for aqua regia (AR)
digestion, 4 mL for centrifugal ultrafiltration (UF) and 20 mL for syringe microfiltration (MF).
Ten mL from the filtrate after MF was taken for AR, and 4 mL for centrifugal UF. Part of the
suspensions was also directly subjected to aqua regia digestion for total analysis using (ICP-
OES) and another part to direct centrifugal ultrafiltration.
Materials and methods
29
For centrifugal ultrafiltration, 4 mL of solution was transferred to a centrifugal ultrafiltration tube
using an electronic pipette. The filtrate was diluted using an autodiluter and then analyzed with
ICP-OES.
3.5.2. Partitioning experiments
Sediment suspensions were prepared with Milli-Q water in a 1:10 (m/v) ratio in 50 mL
centrifuge tubes (Figure 3.3). These suspensions were then spiked with a known amount of CeO2
and Ag ENPs or their corresponding ions (i.e. Ce3+ and Ag+) to get the final concentration of 10
mg/L and 2 mg/L in centrifuge tube, respectively. In addition, control (solely ions or ENPs in
Milli-Q water) and blank (sediment in Milli-Q water without spiking ions or ENPs) samples
were also included in the setup (Table 3.1).
CeO2 ENPs were diluted from the stock solution whereas Ag ENPs were directly sampled from
the stock solution. Partitioning of CeO2 and Ag was determined based on Cornelis et al. (2010).
Figure 3.3 Centrifuge tubes used for the partitioning experiments
The spiked suspensions were placed on a shaking plate for 0, 2 and 24 hours (0 hours represents
10 minutes after spiking of ENPs or respective ions into the centrifuge tubes). After these
selected equilibration times, the samples were centrifuged at 0, 500, and 2000 rpm (where 0 rpm
represents 10 minutes of gravitational settling). A centrifuge tube was used for every sampling
time and centrifugation speed.
Materials and methods
30
Table 3.1 Contents in the centrifuge tubes during the partitioning experiments
Centrifuge tube no. Centrifuge tube contents I II III IV V
Milli-Q H2O + Ions Milli-Q H2O + ENPs Milli-Q H2O + Sediment [1:10 m/v] Milli-Q H2O + Ions + Sediment [1:10 m/v] Milli-Q H2O + ENPs + Sediment [1:10 m/v]
Part of the supernatant (10 mL) was taken using an electronic pipette to be digested on a hot
plate for 2 hours at 150 ºC. Aqua regia (7.5 mL 37 % HCl and 2.5 mL 65 % HNO3) was used for
digesting the Ce spiked samples, while digestion of the Ag spiked samples was performed using
nitric acid and hydrogen peroxide (4 mL 65 % HNO3 and 1 mL 30 % H2O2). After digestion, the
suspensions were filtered over filter paper and the filtrates were collected into 50 mL volumetric
flasks. The collected filtrates were diluted to the mark with Milli-Q water and analysed by ICP-
OES. For the controls, total solution (i.e., directly after shaking) as well as “supernatant” aliquots
(i.e., after gravitational settling or centrifugation) were collected, digested and analysed by ICP-
OES. For blank and spiked sediment suspensions total solution aliquots were collected and
analysed at t0 and t24. The latter was only done for the Ce3+ and CeO2 ENPs spiked samples. The
experimental setup for the partitioning experiment is presented in Figure 3.4. All measurements
were performed in triplicate.
Centrifuge tube ∆t ICP-OES I, II, III, IV, V 10 mL aliquot Digestion with AR analysis on shaking plate ∆t Centrifugation @ ICP-OES 0, 500, or 2000 rpm 10 mL SN aliquot Digestion with AR analysis for 10 minutes
Figure 3.4 Experimental procedure for the partitioning experiments. ∆t represents: t0 = after 10
minutes, t2 = 2 hours, t24 = 24 hours, AR = aqua regia. The scheme indicates the steps towards
the analysis of the total solution and of the supernatant (SN).
Results
31
4. RESULTS
4.1. Sediment characteristics
Scheldt river sediment characteristics are presented in Table 4.1. In general, the pH of the
sediments across the Scheldt river was neutral to slightly alkali with the highest pH at station
Doel (7.89) and the lowest at Mariekerke (7.22) sampling station. The organic matter content
was highest at Mariekerke (9.35%) and lowest at Bornem (3.47%). A higher electrical
conductivity (EC) was observed at Doel (1929 µS/cm) in comparison to the other three sites.
Additionally, the ECs of Linkeroever and Bornem sediments were almost identical. Mariekerke
sediment showed the highest values for TN, P, and DOC, which were 2.89 mg/g, 3.41 mg/g and
879 µg/g, respectively. In addition, the CEC of Mariekerke sediment (24.28 meq/100 g) was the
highest when compared to the other three sampled sediments, and the chloride content was
highest for the Doel sediment.
Table 4.1 Physicochemical characteristics of sample sediments (mean ± SD, n = 3).
Parameter Doel Linkeroever Bornem Mariekerke pH-H2O 7.89 ± 0.06 7.88 ± 0.02 7.56 ± 0.02 7.55 ± 0.03
pH-KCl 7.64 ± 0.01 7.56 ± 0.00 7.43 ± 0.01 7.22 ± 0.00
pH-CaCl2 7.60 ± 0.15 7.64 ± 0.00 7.40 ± 0.04 7.40 ± 0.02
DM (%) 98.15 ± 0.02 97.15 ± 0.12 98.46 ± 0.11 97.18 ± 0.07
OM (%) 4.75 ± 0.10 5.08 ± 0.05 3.47 ± 0.04 9.35 ± 0.13
CaCO3 (%) 14.33 ± 0.98 15.22 ± 0.50 10.10 ± 0.76 10.17 ± 0.50
EC (µS/cm) 1929 ± 26 864 ± 8 861 ±14 930 ± 11
CEC (meq/100 g sed.) 10.72 ± 0.10 12.56 ± 0.19 9.50 ± 0.00 24.28 ± 0.19
P (mg/g) 1.51 ± 0.01 1.54 ± 0.01 1.88 ± 0.05 2.89 ± 0.03
TN (mg/g) 1.20 ± 0.01 1.46 ± 0.09 1.21 ± 0.08 3.41 ± 0.02
DOC
(µg/g)
H2O (PF) 386 ± 15 381 ± 14 320 ± 31 879 ± 3
H2O (MF) 288 ± 7 311 ± 14 241 ± 3 743 ± 7
KNO3 (PF) 326 ± 46 302 ± 16 293 ± 23 764 ± 26
KNO3 (MF) 281 ± 4 312 ± 23 259 ± 1 706 ± 5
Cl- (µg/g) 1632 ± 13 649 ± 1 234 ± 1 138 ± 2
Results
32
The major and trace element contents of the Scheldt River sediments are shown in Table 4.2.
Doel and Linkeroever had similar calcium contents (67 mg/g), where the calcium contents of
Bornem and Mariekerke were also comparable (50 mg/g). Selenium concentrations at all stations
and Co contents, except for Mariekerke sampling station, were below the detection limit. The Cr,
Fe, Pb, and Mn contents of Mariekerke sediment were much higher than those of the sediments
from the other three sampling locations.
Table 4.2 Metal and trace element contents in the sampled sediments determined via ICP-OES
after aqua regia digestion (mean ± SD, n = 3).
Parameter Doel Linkeroever Bornem Mariekerke Na (mg/g) 1.89 ± 0.42 1.17 ± 0.05 0.54 ± 0.00 0.64 ± 0.04
K (mg/g) 3.45 ± 0.33 4.17 ± 0.33 3.18 ± 0.10 5.81 ± 0.02
Ca (mg/g) 66.71 ± 2.48 67.39 ± 1.08 51.72 ± 2.00 54.54 ± 0.85
Mg (mg/g) 5.95 ± 0.26 5.58 ± 0.13 3.94 ± 0.17 6.47 ± 0.13
Al (mg/g) 10.78 ± 0.32 12.10 ± 1.01 8.43 ± 0.59 22.34 ± 0.68
Fe (mg/g) 25.03 ± 0.14 27.34 ± 1.61 19.63 ± 1.06 41.90 ± 1.59
Co (µg/g) < 3.99 < 3.98 < 3.99 5.33 ± 0.73
Pb (µg/g) 41.14 ± 0.57 44.47 ± 0.69 43.57 ± 2.52 90.87 ± 2.62
Cr (µg/g) 20.83 ± 0.34 24.07 ± 0.57 19.21 ± 1.20 41.65 ± 1.05
As (µg/g) 17.12 ± 1.58 18.24 ± 3.33 10.84 ± 1.91 20.70 ± 2.50
Cd (µg/g) 1.79 ± 0.07 2.14 ± 0.14 2.38 ± 0.17 3.70 ± 0.05
Mn (µg/g) 446 ± 2 588 ± 40 449 ± 29 1234 ± 29
Se (µg/g) < 19.97 < 19.90 < 19.97 < 19.85
Ni (µg/g) 15.46 ± 0.11 17.43 ± 0.06 15.08 ± 1.15 31.73 ± 0.51
Cu (µg/g) 24.64 ± 0.66 28.09 ± 0.34 26.24 ± 1.35 61.00 ± 2.22
Zn (µg/g) 194.8 ± 0.6 229.3 ± 3.8 232.6 ± 11.0 471.0 ± 12.3
Ce (µg/g) 27.28 ± 0.76 28.43 ± 0.54 37.91 ± 0.83 25.23 ± 0.07
Ag (µg/g) 0.53 ± 0.06 0.61 ± 0.10 0.54 ± 0.05 1.10 ± 0.06
Results
33
Generally, the concentrations of Na, K, Ca, Mg, Fe, Mn, Al and Zn in the Scheldt River
sediments were higher than those of the other elements. For Fe, Al, Mn and Zn, higher
concentrations were measured in the Mariekerke sediment (41.9 mg/g, 22.34 mg/g, 1.2 mg/g,
and 0.47 mg/g for Fe, Al, Mn and Zn, respectively) compared to the other sediments. The
concentrations of these elements in the sediments collected at Doel, Linkeroever and Bornem
sampling stations were almost similar. The background Ce concentration was highest at Bornem
and almost similar at the other three sampling locations, whereas the Ag concentration was two
times higher at Mariekerke compared to the other sampling stations.
The texture of the sediments is presented in Figure 4.1. A high clay content (27 %) was
measured at Mariekerke, while sediments at the other three sites had comparable lower clay
contents. The sand content at Bornem (61 %) was much higher than the sand content at
Mariekerke (26 %). The silt content was similar at Doel, Linkeroever, and Mariekerke but much
lower in Bornem.
Figure 4. 1 Texture of the sediments sampled at Doel, Linkeroever, Bornem, and Mariekerke
(bars represent mean values, error bars represent SD, n = 3).
0
10
20
30
40
50
60
70
Sand Silt Clay
Perc
enta
ge (
%)
Doel Linkeroever Bornem Mariekerke
Results
34
4.2. Assessment of impact of centrifugation speed
Different centrifugation speeds were tested to assess their impact on the amount of suspended
matter remaining in the suspension. The results are shown in Figure 4.2. As expected, suspended
matter in the supernatant (SN) decreases with increasing centrifugation speed for all of the
sediment samples. The amount of suspended matter after 10 minutes of gravitational settling
(indicated by a centrifugation speed of 0 rpm in Figure 4.2), was a lot lower for Bornem (1.5 %)
than for the other three sediments (2.9, 2.7, 3.6 % for Doel, Linkeroever, and Mariekerke,
respectively). The amounts of suspended matter remaining in the suspension for each
centrifugation speed, except in gravitational settling, were similar in Doel and Mariekerke.
Equally, similar amounts of suspended matter were observed for Linkeroever and Bornem as
indicated in Figure 4.2. However, for all of the tested sediments, less than 1 % of the suspended
matter remained in suspension after centrifugation at a speed of 1500 rpm or more for 10 min.
Figure 4.2 Amount of suspended matter in function of centrifugation speed, after centrifuging
for 10 minutes. The amount is presented relative to the initial amount of material in suspension
prior to centrifugation (C/C0 expressed in %). The rate “0” represents 10 minutes of gravitational
settling; bars represent mean values, error bars represent SD (n = 4).
00.5
11.5
22.5
33.5
44.5
0 500 1000 1500 2000 2500
C/C
0 (%
)
Centrifugation speed (rpm)
Doel Linkeroever Bornem Mariekerke
Results
35
4.3. Assessment of the effect of centrifugation speed on total organic carbon (TOC) in the
supernatant
Total organic carbon contents in the supernatant (SN) of the sediment suspensions was
determined after centrifugation at different centrifugation speeds (0, 500 and 2000 rpm). The
results are presented in Figure 4.3. For all sediment suspensions, TOC contents in the SN
decreased with increasing centrifugation speed. The gravitationally settled sediment of Doel had
the highest TOC concentration in its supernatant (245.6 mg/L).
Figure 4.3 TOC content in the SN of the different sediment suspensions in function of
centrifugation speed (bars represent mean values, error bars indicate SD, n = 3).
4.4. Screening experiments
Cerium concentration in aqua regia digests of suspensions of blank sediment, control ions,
control CeO2 NPs, and sediment suspension spiked with ion or CeO2 ENPs are presented in
Figure 4.4. It concerns total Ce concentrations in the suspensions befor centrifugation.
Background Ce concentrations released from blank sediments, i.e. sediments not spiked with Ce
ions or ENPs, were quite similar for all sediments. The equilibration time did not influence the
total Ce concentration in suspensions.
.
050
100150200250300
0 500 2000
TOC
(mg/
L)
Centrifugation speed (rpm)
Doel Linkeroever Bornem Mariekerke
Results
36
Figure 4.4 Cerium concentrations in aqua regia digests of suspensions of blank sediment, control
ions and control CeO2 NPs (without sediment), and sediment suspensions spiked with Ce ions or
CeO2 ENPs (D = Doel, L = Linkeroever, B = Bornem, M = Mariekerke, t2 represent sampling
after 2 hours and t24 represents sampling after 24 hours).
Upon centrifugation at different speeds, the concentration of Ce in the controls (i.e. Ce4+ and
CeO2 ENPs in Milli-Q water without sediment) (Figure 4.5) did not differ from their total
concentration observed after aqua regia digestion (Figure 4.4). This indicates that centrifugation
speed has no effect on Ce ions nor on CeO2 ENPs dissolved or suspended in pure Milli-Q water.
Also no change in concentration over time was seen when comparing Ce concentrations in these
control solutions between t2 and t24. Although background Ce concentrations were observed in
aqua regia digests of non-centrifuged blank sediment suspensions (Figure 4.4), Ce concentrations
in supernatants of all centrifuged blank sediment suspensions were below the detection limit
(0.07 mg/L).
02468
1012141618
Ce
conc
entr
atio
n (m
g/L) t2 t24
Results
37
Figure 4.5 Cerium concentrations in aqua regia digests of supernatants obtained after
gravitational settling or centrifuging Milli-Q water previously spiked with Ce ions or CeO2NPs
at different speeds (t2 represents sampling after 2 hours and t24 represents sampling after 24
hours).
In general, higher Ce concentrations in SN of the spiked sediment suspensions (Figure 4.6) were
observed upon gravitational settling. The maximum Ce concentration in SN after gravitational
settling of the sediments spiked with CeO2 ENPs was measured in Linkeroever (4.5 mg/L) and
the lowest concentration was in Mariekerke (1.9 mg/L) at 2 hours equilibration time. Similarly,
the concentration after centrifugation at 500 rpm was highest in Linkeroever (3.8 mg/L) and
lowest in Mariekerke (1.3 mg/L). Concentrations measured in Doel and Linkeroever sediment
were always similar, as were the concentrations measured for Bornem and Mariekerke sediment.
In the case of sediment spiked with Ce ions the maximum Ce concentration (1.7 mg/L) was
observed in Doel sediment and the minimum (0.2 mg/L) in Mariekerke sediment. The Ce
concentrations in the SN of all sediments spiked with Ce ions and some sediment spiked with
ENPs spiked subjected to centrifugation at 2000 rpm were below the detection limit (Figure 4.6).
0
2
4
6
8
10
12
Ctr Ce ions (t2)
Ctr Ce ions (t24)
Ctr CeO2NPs (t2)
Ctr CeO2NPs (t24)
Ce
conc
entr
atio
n (m
g/L)
0 rpm 500 rpm 2000 rpm
Results
38
Figure 4.6 Cerium concentrations in the supernatant of sediment suspensions previously spiked
with Ce ions or CeO2NPs and subjected to gravitational settling or centrifugation at different
speeds (D = Doel, L = Linkeroever, B = Bornem, M = Mariekerke; t2 represents sampling after 2
hours and t24 represents sampling after 24 hours).
Filtrates obtained through microfiltration (MF) of the supernatant collected after centrifugation at
different centrifugation speeds were analysed directly with ICP-OES (without aqua regia
digestion) and the results are presented in Figure 4.7. Cerium concentrations in blank sediments,
and sediments spiked with Ce ions and CeO2 ENPs were under the detection limit (0.07). Almost
all Ce ions dissolved in Milli-Q water could pass MF membrane, whereas some of ENPs could
not pass (Figure 4.7) as compared with the Ce concentration measured in the aqua regia digests
of supernatant of the control (Figure 4.5).
0123456
Ce
conc
entr
atio
n (m
g/L)
0 rpm 500 rpm 2000 rpm
Results
39
Figure 4.7 Cerium concentrations in filtrates obtained through microfiltration (MF) of the
supernatant collected after centrifugation at different centrifugation speeds (direct ICP-OES
analysis without aqua regia digestion).
The effect of different filtration procedures was also checked in the screening experiment, as
previously described in paragraph 3.5.1. The results are shown in Figure 4.8. The control Ce ion
was found to pass the filtrate in each filtration procedure. However, this was not the case for the
control ENPs. Cerium could not be detected anymore when all filtration steps were applied to
Doel sediment suspensions spiked with either CeO2 ENPs or Ce ions (Figure 4.8).
Figure 4.8 Cerium concentration in total suspension, and filtrate after different filtration steps
applied to blank, controls and spiked sediment suspensions (UF is ultrafiltration, PF is filtration
paper, PF-UF is filtration paper followed by ultrafiltration, PF-MF is filtration paper followed by
microfiltration, and PF-MF-UF is paper filtration followed by microfiltration and ultrafiltration;
the different filtration procedures are described in paragraph 3.5.1).
02468
1012
Ctr ion (t2) Ctr ion (t4) Ctr NP (t2) Ctr NP (t24)
Ce
conc
entr
atio
n (m
g/L) 0 rpm 500 rpm 2000 rpm
02468
1012
Blank D Ctr.Ce ions Ctr.CeO2 NPs D Ce ions D CeO2 NPs
Ce
conc
entr
atio
n (m
g/L)
Total solution Total UF PF PF-UF PF-MF PF-MF-UF
Results
40
4.5. Partitioning experiment
The partitioning experiments, described in paragraph 3.5.2, were performed separately in batch
mode using suspensions of the four different sediments in Milli-Q water, to which two types of
ENPs (CeO2 and Ag) or their corresponding ions were spiked. During these partitioning
experiments, Ce and Ag concentrations in the SN collected after different centrifugation speeds
were measured at t0 (which represents 10 min after spiking), t2 and t24 (representing 2 and 24
hours after spiking, respectively) Concentrations in AR digests of the total suspensions (non
centrifuged) were measured at t0 and t24 only for Ce.
The Ce concentrations measured in AR digests of total suspensions (non centrifuged) of blank
and spiked sediment suspensions were quite similar and no change in concentration over time
was seen (Figure 4.9).
Figure 4.9 Cerium concentration in aqua regia digests of blank and spiked sediment suspensions
(D is Doel, D ion refers to Doel sediment suspension spiked with ions, D NP is refers to Doel
sediment suspension spiked with ENPs, L is Linkeroever, L ion refers to Linkeroever sediment
suspension spiked with ions, L NP refers to Linkeroever sediment suspension spiked with ENPs,
B is Bornem, B ion refers to Bornem sediment suspension spiked with ions, B NP refers to
Bornem sediment suspension spiked with ENPs, M is Mariekerke, M ion refers to Mariekerke
sediment suspension spiked with ions, M NP refers to Mariekerke sediment suspension spiked
with ENPs, t2 represents sampling after 2 hours, t24 represents sampling after 24 hours; bars
represent mean value, error bars indicate SD, n = 3).
02468
101214
Ce
conc
entr
atio
n (m
g/L)
t0 t24
Results
41
Similarly, no change in concentration of Ce and Ag was seen between the AR digests of non-
centrifuged and centrifuged controls (Figure 4.10). The concentration was also quite stable over
time.
Fig. 4.10a Fig. 4.10b
Fig.4.10c
0
2
4
6
8
10
12
Ctr ion T Ctr NP T
Ce
conc
entr
atio
n (m
g/L)
t0 t2 t24
1.6
1.7
1.8
1.9
2.0
Ctr ion T Ctr NP TA
g co
ncen
trat
ion
(mg/
L)
t0 t2 t24
0
2
4
6
8
10
12
Ctr ion SN (t0)
Ctr ion SN (t2)
Ctr ion SN (t24)
Ctr NPs SN (t0)
Ctr NPs SN (t2)
Ctr NPs SN (t24)
Ce
conc
entr
atio
n (m
g/L)
0 rpm 500 rpm 2000 rpm
Results
42
Fig. 4.10d
Figure 4.10 Cerium and Ag concentrations in aqua regia digests of control ions or ENPs
dissolved or suspended in Milli-Q water: a) Ce control non-centrifuged, b) Ag control non-
centrifuged, c) Ce controls centrifuged (supernatant), d) Ag controls centrifuged (supernatant);
Ctr ion represents control suspensions spiked with ions , Ctr NP represents control suspensions
spiked with ENPs; T represents total suspension before centrifugation, SN represents supernatant
after centrifugation; t0 represent 10 minutes, t2 represent 2 hours, t24 represent 24 hours after
spiking; bars represent mean values, error bars indicate SD, n = 3.
Cerium concentrations in the supernatant after different centrifugation speeds are presented in
Figure 4.11. A higher concentration of Ce (6.75 mg/L) was observed in SN after 2 hours shaking
(t2) upon gravity settling of Linkeroever sediment suspensions spiked with CeO2 ENPs (Figure
4.11b). At t2 and gravitational settling maximum 5 mg/L Ce was measured for Ce ion spiked
Linkeroever sediment suspensions (Figure 4.11a). The Ce concentration in SN at 2000 rpm was
under detection limit (< 0.07 mg/L) for all sediment suspensions spiked with Ce ion (Figure
4.11a). In addition, the concentration of Ce in the SN of Bornem sediment suspensions spiked
with Ce ions or Ce ENPs was also under detection limit at 500 rpm and 2000 rpm, respectively
(Figure 4.11a and Figure 4.11b).
1.4
1.5
1.6
1.7
1.8
1.9
2.0
Ctr ion SN (t0)
Ctr ion SN (t2)
Ctr ion SN (t24)
Ctr NPs SN (t0)
Ctr NPs SN (t2)
Ctr NPs SN (t24)
Ag
conc
entr
atio
n (m
g/L)
0 rpm 500 rpm 2000 rpm
Results
43
Fig. 4.11a
Fig. 4.11b
Figure 4.11 Cerium concentrations in the supernatant after different centrifugation speeds: a)
sediment suspensions spiked with Ce ions, b) sediment suspensions spiked with CeO2 ENPs (t0
represents 10 minutes, t2 2 hours, t24 24 hours after spiking; D = Doel, L = Linkeroever, B =
Bornem, M = Mariekerke; bars represent mean values, error bars indicate SD, n = 3).
Silver concentrations in the supernatant after different centrifugation speeds are presented in
Figure 4.12. For Ag, maximum concentrations (0.57 mg/L and 1.20 mg/L) in the SN were
observed at the initial time (t0) upon gravitational settling of Bornem sediment suspensions
previously spiked with Ag ion (Figure 4.12a) and Ag ENPs (Figure 4.12b), respectively.
0
2
4
6
8
Ce
conc
entr
atio
n (m
g/L)
0 rpm 500 rpm 2000 rpm
0
2
4
6
8
Ce
conc
entr
atio
n (m
g/L)
0 rpm 500 rpm 2000 rpm
Results
44
Fig 4.12a
Fig.4.12b
Figure 4.12 Silver concentrations in the supernatant after different centrifugation speeds: a)
sediment suspensions spiked with Ag ions, b) sediment suspensions spiked with Ag ENPs (t0
represents 10 minutes, t2 2 hours, t24 24 hours after spiking; D = Doel, L = Linkeroever, B =
Bornem, M = Mariekerke; bars represent mean values, error bars indicate SD, n = 3).
Both Ce and Ag concentrations in the SN of blank sediment suspensions (sediment suspensions
in Milli-Q water and not spiked with ion or ENPs) were under detection limit. Generally, there
was a clear variation in Ce and Ag concentration in the SN between ion or ENPs spiked
suspensions of the same sediment type and their corresponding control. In addition,
concentration differences in the SN among the different sediment suspensions previously spiked
with ion or ENPs were seen.
0.00.10.20.30.40.50.60.7
Ag
conc
entr
atio
n (m
g/L) 0 rpm 500 rpm 2000 rpm
0.0
0.5
1.0
1.5
2.0
Ag
conc
entr
atio
n (m
g/L) 0 rpm 500 rpm 2000 rpm
Results
45
There was also difference between the two ENPs used in the partitioning experiment. In the case
of Ce, Doel and Linkeroever showed a quite similar behaviour whereas in case of Ag their
behavior was different, especially in the suspension spiked with Ag ions. Moreover, Bornem
sediment behave differently in Ce and Ag partitioning experiments, both the ion and ENPs
spiked suspension.
Discussion
46
5. DISCUSSION
5.1. Sediment characteristics
The organic matter (OM) content of the sediments measured in this study (3.47 % to 9.35 % )
lies in the range reported by Du Laing et al. (2007) for intertidal Scheldt sediments. Organic
matter in river sediment is mostly derived from primary production within aquatic ecosystems
and also from terrestrial biota by transport of leached and eroded material into the river
(Saravanakumar et al., 2008). The highest OM content (9.35 % ± 0.13 %) at Mariekerke may be
due to the nature of the sediment, high rate of sedimentation, high rate of decomposition of
foliage and other vegetative remains in the sediment (Saravanakumar et al., 2008). Furthermore,
the measured dissolved organic carbon (DOC) content in the sediments was in agreement with
the OM content of the sediment. The highest DOC was observed at Mariekerke and the lowest at
Bornem.
Similar trends were observed in chloride content and EC of the sediment with what was reported
by Du Laing et al. (2007). The chloride content of the sediment near to the sea was > 0.5 g/kg
and further from the mouth, the sediments were not affected anymore by salty water, resulting in
lower chloride contents (Du Laing et al., 2007). The highest chloride concentration was observed
at Doel, which is near to the North Sea and thus influenced by the salty seawater, and the lowest
at Mariekerke which might not have been influenced by the salty water. In relation to distance
from the North Sea, the chloride content of sediments in our study can be plotted as shown in
Figure 5.1.
Discussion
47
Figure 5.1 Chloride content of River Scheldt sediments in relation to distance from the mouth of
the river.
The pH measurements in our investigation agree with those previously reported for Scheldt
sediments (Du Laing et al., 2007), and indicate well buffered sediments. at such high pH (Table
4.1), metal availability is minimal. The metals may directly precipitate as carbonates since the
carbonate content of the sediment is high (10 % to 15%, Table 4.1). This also results in a
decreased metal availability. The highest clay content and OM contribute to Mariekerke
sediment having the highest CEC when compared with the other sampling stations. Equally, the
lowest CEC in sediment of Bornem could also be related with its low clay and high sand content.
This illustrates that clay and OM content highly determine the CEC. Because they may supply
negative charges, any element with positive charges will be attracted and held (Aprile and
Lorandi, 2012). Cations have the ability to be exchanged for other positively charged ions at the
surfaces of clay minerals and organic matter. The most important exchangeable cations are
calcium (Ca2+), magnesium (Mg2+), sodium (Na+), potassium (K+), hydrogen (H+), aluminium
(Al3+) and ammonium (NH4+) (Aprile and Lorandi, 2012). K and Al contents were highest at
Mariekerke, which may be linked to the higher CEC at this sampling site.
Generally, it was observed that sediment in the River Scheldt is contaminated with trace metals
(Table 5.1) because measured contents were above the reference values (Saedeler et al., 2010).
This might be due to the fact that areas along the River Scheldt are densely populated and
industrialized, which has a considerable impact on the river sediment physicochemical
characteristics.
0
500
1000
1500
2000
0 50 100 150
Chl
orid
e co
ncen
trai
ton
(µg/
g)
Distance from the mouth (km)
Doel Linkeroever Bornem Mariekerke
Discussion
48
Table 5.1 Averages of some of trace metal concentrations observed in sediments of our study
and reference values for comparison (µg/g)
Arsenic Cadmium Chromium Copper Lead Nickel Zinc
Measured 17 1.79 21 25 41 15 195
Reference 11 0.38 17 8 14 11 67
Source of reference values: Saedeler et al. (2010)
Texture of the sediments was categorized using the texture triangle given in Figure 5.2.
Sediments at Doel and Linkeroever were classified as loam, whereas sediments at Bornem and
Mariekerke were classified as sandy loam and clay loam, respectively.
Figure 5.2 Classification of the sediment of Doel (D), Linkeroever (L), Bornem (B), and
Mariekerke using a texture triangle.
5.2. Assessment of impact of centrifugation speed
The impact of centrifugation speed on the amount of suspended matter in the sediment
suspension was studied. Six different centrifugation speeds were selected for the study.
L, D B
M
Discussion
49
The percentage of suspended matter in the supernatant exceeds 2.5 % after gravity settling for 10
minutes for all sediments except Bornem. In the same way, when the samples are subjected to a
centrifugation speed of 500 rpm, the percentage of suspended matter was still greater than 1 %
for all sediments except Bornem. This can be explained by the characteristics of the Bornem
sediment. More than 60 % of the sediment at Bornem was classified as sand (Figure 4.1 and
Figure 5.2), which settles more rapidly upon centrifugation or gravitational settling. The
suspended matter in the supernatant decreases when the centrifugation speed increases. On one
hand, a higher speeds allows also smaller particles to settle. On the other hand, at higher speed
also coarser particles can be formed because of agglomeration during centrifugation, as
previously also suggested by Salim and Cooksey (1981). A decrease in the amount of suspended
matter was observed up to 1500 rpm (Figure 5.3). Beyond 1500 rpm the reduction of suspended
matter was independent of centrifugation speed.
Figure 5.3 Amount of suspended matter staying in the supernatant after centrifugation.
5.3. Screening experiment
Taking the impact of centrifugation on suspended matter into account, three centrifugation
speeds (0, 500, 2000 rpm) were selected for screening experiments with sediments to which
CeO2 ENPs and Ce ions were spiked. The experiments were conducted by sampling suspension
after two different equilibration times (t2 and t24) for each selected centrifugation speed.
0.00.51.01.52.02.53.03.54.0
0 500 1000 1500 2000 2500 3000
C /
C0
(%)
Centrifugation Speed (rpm)
Doel Linkeroever Bornem Mariekerke
Discussion
50
The preliminary data obtained in screening experiments suggested no difference in Ce
concentrations in the controls (ions or ENPs dissolved or suspended in Milli-Q water) between
non-centrifuged (Figure 4.4) and centrifuged (Figure 4.5) suspension as well as among the
suspensions centrifuged at different speeds. In addition, a change of Ce concentrations over time
was not observed in the controls. This illustrates that Ce ions and ENPs dissolved or suspended
in Milli-Q water are not influenced by either centrifugation or equilibration time. However,
differences in Ce concentrations were observed between the total spiked sediment suspensions
(Figure 4.4) and their respective supernatants collected after centrifugation (Figure 4.6).
Differences seem to be directly related to the amount of suspended matter staying in suspension
during centrifugation. Accordingly, the decreasing amount of Ce in the supernatant with
increasing centrifugation speed may be explained by the fact that spiked ions or ENPs may
associate with suspended sediment particles. These particles are removed from the water column
to an increasing extent when the centrifugation speed increases. Furthermore, the experiment
categorized the sediments in two groups, i.e., Doel and Linkeroever in one group, Bornem and
Mariekerke in the other group, based on the level of Ce measured in the supernatant after spiking
(Figure 4.6). Doel and Linkeroever have similar physicochemical properties, but Mariekerke
exceptionally differs from the other sediments in physicochemical properties. This suggests that
sediment characteristics affect presence of Ce in the supernatant.
For supernatants of control solutions containing Ce ions centrifuged at different speeds,
measured Ce concentrations in filtrates obtained through microfiltration (Figure 4.7) were
similar to those obtained after aqua regia digestion (Figure 4.5). However, for the supernatants
of control solutions containing CeO2 NPs, differences were observed. The measured
concentration was higher upon aqua regia digestion. This change in Ce concentration when using
microfiltration was again confirmed in the screening experiment containing different filtration
steps (Figure 4.8). In the latter experiment, the impact of using paper filtration (PF),
microfiltration (MF) and ultrafiltration (UF) was studied for control solutions (ions or ENPs
dissolved or suspended in Milli-Q water) and spiked Doel sediment. In this experiment, the Ce
concentrations were found to be quite similar when passing the different filtration steps for Ce
ions, but not for control Ce NPs (Figure 4.8).
Discussion
51
This may be explained in two ways. On one hand, some Ce ENPs might be retained on the filters
even though their size was much smaller (6 nm) than the pore size of the filters. Similar types of
losses of metals on MF and UF filtration membranes were previously reported (Guo and
Santschi, 2007). Such loss may be solved by pre-treating the UF and MF filtration membranes
prior to use in the experiment (Guo and Santschi, 2007). In addition, NPs may form aggregates
which are too large to pass through the filters (Navarro et al., 2008). This may lead to an under
estimation of ENPs partitioning and dissolution. Thus, attention should be given to the formation
of aggregates, which needs to be monitored during the partitioning experiment. Generally, it can
be concluded that UF and MF can be used as a pretreatment step to determine the concentration
of soluble Ce ions in solution . Pre-treating the UF and MF membranes may even increase the
suitability of these procedures. However, UF and MF cannot be used as pretreatment step when
assessing dissolved CeO2 NPs concentrations.
5.4. Partitioning experiment
The results obtained in the screening experiments helped to setup the partitioning experiment.
The partitioning experiments were conducted using the same three centrifugation speeds as used
in the screening experiment, but by considering also additional equilibration times, as well as Ag
next to Ce.
Cerium concentrations in total blank sediment suspensions (without Ce ion or Ce ENPs spiked)
and sediment suspension to which Ce ion or Ce ENPs were spiked were similar over time
(Figure 4.9). Moroever, as expected, the Ce and Ag concentration in non-centrifuged and
centrifuged controls (control ion and control NPs without sediment) did not vary much with
equilibration time (Figure 4.10). The absence of the effect of equilibration time was confirmed
through one way ANOVA analysis (p > 0.05). This indicates there was no adsorption on the wall
of the centrifuge tubes.
However, variations in Ce and Ag concentrations as a function of equilibration time were
observed in the supernatant of centrifuged spiked sediment suspensions (spiked either with ion or
ENPs). The concentration differences with respect to centrifugation speed and equilibration time
were statistically significant (p < 0.05) in most cases. This shows that ions and ENPs associate
with the suspended matter and/or aggregate to larger particles, which are affected by
Discussion
52
centrifugation. When the amount of suspended matter in the supernatant decreases due to
increased centrifugation speed (Figure 5.1) the concentration of Ce and Ag especially in
suspensions spiked with ions considerably decreased (Figure 4.11a, Figure 4.12a). This may be
due to adsorption of the ion to the suspended particulate matter, which may cause the ion to be
lost from the liquid phase. Such loss increases when the centrifugation speed increases or when
sufficient time is given for the reaction to occur. At higher centrifugation speed (2000 rpm), for
example, the Ce concentration in the supernatant was found to be under the detection limit (<
0.07 mg/L). A Ce concentration less than 0.07 mg/L was observed even at 500 rpm in the case of
Bornem sediment spiked with Ce ions. This might be directly related with the texture, with 60 %
of the Bornem sediment was sand. This would imply that Ce ions are adhered to sand particles.
However, Ce and Ag concentrations were detected in the supernatant at all centrifugation speeds
and equilibration times when the sediment suspensions were previously spiked with ENPs
(Figure 4.11b and Figure 4.12b). This illustrates that the ENPs are more mobile than the
corresponding ions.
Moreover the stabilizing effect of OM and DOC on ENPs (Fang et al., 2009; . Gao et al., 2009)
might explain the preference of ENPs to stay in the liquid phase to a higher extent compared to
the corresponding ions. After normalized with the total concentration the difference in Ce and
Ag Concentration in the SN of the same sediment suspensions previously spiked either with ions
or ENPs was confirmed by one way ANOVA analysis (p < 0.05).
Differences in Ce and Ag concentrations in the supernatant between the different sediments were
also observed. The differences were statistically significant (p < 0.05, Table 5.2). Comparison of
means indicates statistically significant differences between sampling sites (p < 0.05) at the
initial sampling time for almost all ENPs and ion spiked sediment suspensions (Table 5.2).
However, the difference was in most cases not significant between the sediments from Doel and
those from Linkeroever. This may be attributed to the fact that these two sediments had very
similar characteristics (Table 4.1 and Table 4.2, Figure 5.2). The observed concentration
differences between the different sediment suspensions spiked with ions or ENPs may be linked
to sediment characteristics, as sediment characteristics determine solution properties and solution
properties influence the partitioning (Keller et al., 2010, Baalousha, 2009).
Discussion
53
From Pearson’s correlation analysis (Table 5.3), OM, CEC, DOC, clay, sand, and silt were found
to be negatively correlated with the concentrations in the supernatant, whereas CaCO3, EC, and
Cl- were positively correlated. However, correlations between Ce concentrations in the
supernatant, and OM, DOC, clay and sand are not statistically significant. The latter correlations
were also statistically significant in the case of Ag, but correlations with CaCO3 and Cl- were
not. Aggregation or stabilization of ENPs can occur in the presence of OM (Ottofuelling et al.,
2011). This may be due to combined effects of different sediment properties rather than one
single factor effect (Cornelis et al., 2010b). From the regression analysis, it can be concluded that
CaCO3, EC, TOC and sand can describe the concentration differences in the SN more
dominantly than the other sediment characteristics.
Figure 5.4 presents the concentration of Ce and Ag in the supernatant after gravitational settling
normalised to the total concentration in suspension (before centrifugation) for Ag ENPs and
CeO2 ENPs spiked sediment suspensions. It illustrates that Ce is more mobile in the Doel and
Linkeroever sediments compared to the Mariekerke and Bornem sediments, and compared to Ag.
This may possibly be due to the higher pH, and higher chloride and carbonate contents in these
sediments. Cerium is mobilised to the supernatant first (after 2 hours), but is then immobilised
again (after 24 hours). This was also the case for Ag in the Doel sediment, whereas mobility of
Ag continuously decreased in the other sediments. Silver particles are known to easily release
Ag+ ions. Because Ag+ ions are associated more strongly to particulate material which is more
easily removed from suspension (see above), the dissolution of Ag NPs and coinciding release of
Ag+ ions may have caused this effect.
Discussion
54
a) b)
Figure 5.4 Concentration of Ce and Ag in the supernatant after gravitational settling of ENPs
spiked sediment suspensions, normalised to the total Ce and Ag concentration in suspension
(before centrifugation) (C/C0) for: a) CeO2 ENPs spiked sediment suspension, b) Ag ENPs
spiked sediment suspension; 1 represent t0, 2 represent t2, 3 represent t24.
0.0
0.2
0.4
0.6
0.8
0 1 2 3 4
C/C
0
Time (hours)
Doel LinkeroeverBornem Mariekerke
0.0
0.2
0.4
0.6
0.8
1.0
0 1 2 3 4
C/C
0
Time (hours)
Doel LinkeroeverBornem Mariekerke
Dis
cuss
ion
55
Tab
le 5
.2 M
ean
conc
entr
atio
ns o
f C
e an
d A
g in
sup
erna
tant
s of
spi
ked
sedi
men
t su
spen
sion
s (m
g/L
), sh
owin
g th
e st
atis
tical
sign
ific
ance
of
diff
eren
ces:
a)
Ce
ions
or
Ce
EN
Ps s
pike
d se
dim
ent s
uspe
nsio
ns, b
) A
g io
ns o
r A
g E
NPs
spi
ked
sedi
men
t sus
pens
ion.
Eac
h sm
all a
nd c
apita
l let
ters
den
otes
hom
ogen
ous
subs
et w
ithin
eac
h ra
w a
nd c
olum
n, re
spec
tivel
y.
5.2a
) C
e co
ncen
trat
ion
in s
uper
nata
nt o
f
Sedi
men
ts s
uspe
nsio
ns s
pike
d w
ith C
e io
n
Ce
conc
entr
atio
n in
su
pern
atan
t of
se
dim
ents
susp
ensi
ons
spik
ed w
ith C
e E
NPs
0
rpm
50
0 rp
m
2000
rpm
0
rpm
50
0 rp
m
2000
rpm
t 0
Doe
l 3.
41 ±
0.6
7aE
1.04
± 0
.06bE
5.60
± 0
.06aE
0.
91 ±
0.0
4bE
1.64
± 0
.04cE
Lin
kero
ever
4.
89 ±
0.1
4aF
0.8
± 0.
13bF
5.75
± 0
.05aE
2.
11 ±
0.2
4bF
1.88
± 0
.15bF
Bor
nem
2.
37 ±
0.0
8aG
2.85
± 0
.14aF
0.
78 ±
0.0
2bE
Mar
ieke
rke
2.06
± 0
.18aG
0.
79 ±
0.0
5bF
3.
55 ±
0.1
0aG
2.49
± 0
.19bF
0.
83 ±
0.0
4cG
t 2
Doe
l 4.
49 ±
0.5
0aE
0.41
± 0
.11bE
6.27
± 0
.02aE
2
± 1.
73bE
1.
61 ±
0.0
8bE
Lin
kero
ever
5.
06 ±
0.8
2aE
0.44
± 0
.07bE
6.75
± 0
.10aE
1.
63 ±
0.5
8bE
3.4
± 0.
14cF
Bor
nem
1.
62 ±
0.1
6aF
2.92
± 0
.34aF
1.
13 ±
0.0
5bE
Mar
ieke
rke
1.56
± 0
.14aF
0.
49 ±
0.0
3bE
4.
32 ±
0.1
1aG
1.5
± 0.
35bE
0.
47 ±
0.0
9cG
t 24
Doe
l 3.
33 ±
0.5
8aE
1.17
± 0
.09bE
6.07
± 0
.06aE
2.
51 ±
1.1
3bEF
2.19
± 0
.07bE
Lin
kero
ever
3.
49 ±
0.5
5aE
0.59
± 0
.12bF
6.22
± 0
.08aE
3.
25 ±
0.9
bF
2.72
± 0
.3bF
Bor
nem
1.
08 ±
0.1
6aF
1.54
± 0
.35aF
0.
81 ±
0.0
6bE
Mar
ieke
rke
0.62
± 0
.03aF
2.
67 ±
0.8
5aF
1.29
± 0
.05bE
0.
53 ±
0.0
2bG
Dis
cuss
ion
56
5.2b
)
A
g co
ncen
trat
ion
in s
uper
nata
nt o
f
Sedi
men
ts s
uspe
nsio
ns s
pike
d w
ith A
g io
n
Ag
conc
entr
atio
n in
sup
erna
tant
of
Sedi
men
ts s
uspe
nsio
ns s
pike
d w
ith A
g E
NPs
0
rpm
50
0 rp
m
2000
rpm
0
rpm
50
0 rp
m
2000
rpm
t 0
D
oel
0.32
± 0
.04aE
0.
20 ±
0.0
01bE
0.
19 ±
0.0
1bE
0.44
± 0
.22aE
0.
37 ±
0.0
4aE
0.40
± 0
.09aE
Lin
kero
ever
0.
34 ±
0.0
2aE
0.18
± 0
.01bF
0.
10 ±
0.0
2cF
0.70
± 0
.13aE
F 0.
70 ±
0.0
8aF
1.13
± 0
.43aF
Bor
nem
0.
57 ±
0.0
3aF
0.49
± 0
.01bG
0.
38 ±
0.0
04cG
1.
2 ±
0.02
aF
1.02
± 0
.04bG
0.
70 ±
0.0
3cEF
Mar
ieke
rke
0.38
± 0
.01aE
F 0.
15 ±
0.0
1*10
-1bH
0.
07 ±
0.0
4cF
1.05
± 0
.04aG
0.
64 ±
0.0
1bF
0.35
± 0
.03cE
t 2
Doe
l 0.
30 ±
0.0
2aE
0.15
± 0
.01bE
0.
07 ±
0.0
01cE
0.
89 ±
0.2
4aE
0.28
± 0
.02bE
0.
36 ±
0.0
4bE
Lin
kero
ever
0.
36 ±
0.0
1aF
0.12
± 0
.01bE
F 0.
04 ±
0.0
1cF
0.61
± 0
.04aE
0.
91 ±
0.4
1bF
0.91
± 0
.28cF
Bor
nem
0.
23 ±
0.0
1aG
0.09
± 0
.01bF
0.
03 ±
0.0
1cF
0.89
± 0
.06aE
0.
54 ±
0.0
2bF
0.24
± 0
.01cE
Mar
ieke
rke
0.33
± 0
.01aF
0.
08 ±
0.0
3bF
0.01
± 0
.002
cG
0.79
± 0
.04aE
0.
39 ±
0.0
1bF
0.11
± 0
.01cE
t 24
Doe
l 0.
25 ±
0.0
4*10
-1aE
0.
24 ±
0.0
1aE
0.08
± 0
.01bE
0.
27 ±
0.0
3aE
0.43
± 0
.01bE
0.
39 ±
0.0
9abE
Lin
kero
ever
0.
42 ±
0.0
1aF
0.21
± 0
.02bE
0.
04 ±
0.0
1cF
0.5
± 0.
07aF
0.
76 ±
0.2
2aF
0.62
± 0
.07aF
Bor
nem
0.
31 ±
0.0
4aE
0.09
± 0
.02bF
0.65
± 0
.03aG
0.
26 ±
0.0
3bE
0.08
± 0
.02cG
Mar
ieke
rke
0.18
± 0
.03aG
0.
07 ±
0.0
1bF
0.
34 ±
0.0
3aE
0.17
± 0
.01bE
0.
05 ±
0.0
4*10
-1cG
Dis
cuss
ion
57
Tab
le 5
.3 P
ears
on’s
cor
rela
tion
coef
fici
ent
betw
een
Ce
and
Ag
conc
entr
atio
n in
sup
erna
tant
of
sedi
men
t su
spen
sion
s sp
iked
with
Ag/
Ce
ion
or A
g/C
eO2 E
NPs
and
sed
imen
t cha
ract
eris
tics
A
g E
NPs
A
g io
n C
e E
NPs
C
e io
n O
M
CaC
O3
CE
C
EC
D
OC
C
l C
lay
Sand
Si
lt T
OC
OM
-0
.209
-0
.243
-0
.031
-0
.128
1
Si
g.
0.01
5 0.
006
0.37
5 0.
093
CaC
O3
0.14
9 0.
021
0.50
0 0.
356
-0.3
18
1
Si
g.
0.06
1 0.
416
0.00
0 0.
000
0.00
0
CE
C
-0.1
88
-0.2
33
-0.0
85
-0.1
64
0.99
1 -0
.418
1
Si
g.
0.02
5 0.
008
0.19
0 0.
045
0.00
0 0.
000
EC
-0
.258
-0
.006
0.
198
0.16
6 -0
.180
0.
437
-0.2
91
1
Si
g.
0.00
4 0.
475
0.02
0 0.
043
0.03
1 0.
000
0.00
1
DO
C
-0.2
33
-0.2
31
-0.1
15
-0.1
80
0.98
6 -0
.467
0.
992
-0.2
12
1
Sig.
0.
008
0.00
8 0.
118
0.03
1 0.
000
0.00
0 0.
000
0.01
4
C
l -0
.120
0.
029
0.33
1 0.
266
-0.3
57
0.72
0 -0
.476
0.
932
-0.4
33
1
Si
g.
0.10
8 0.
383
0.00
0 0.
003
0.00
0 0.
000
0.00
0 0.
000
0.00
0
Cla
y -0
.184
-0
.233
-0
.080
-0
.160
0.
992
-0.4
07
1.00
0 -0
.294
0.
991
-0.4
74
1
Sig.
0.
028
0.00
8 0.
207
0.04
9 0.
000
0.00
0 0.
000
0.00
1 0.
000
0.00
0
Sa
nd
0.23
7 0.
251
-0.1
31
0.01
2 -0
.930
-0
.003
-0
.873
-0
.130
-0
.872
0.
001
-0.8
75
1
Si
g.
0.00
7 0.
004
0.08
8 0.
449
0.00
0 0.
488
0.00
0 0.
090
0.00
0 0.
496
0.00
0
Silt
-0.2
51
-0.2
19
0.26
6 0.
103
0.70
9 0.
315
0.60
9 0.
474
0.62
1 0.
394
0.61
2 -0
.918
1
Si
g.
0.00
4 0.
012
0.00
3 0.
144
0.00
0 0.
000
0.00
0 0.
000
0.00
0 0.
000
0.00
0 0.
000
TO
C
0.11
9 0.
366
0.70
8 0.
637
0.46
1 0.
074
0.41
8 0.
170
0.42
3 0.
105
0.41
9 -0
.536
0.
533
1 Si
g.
0.11
1 0.
000
0.00
0 0.
000
0.00
0 0.
223
0.00
0 0.
039
0.00
0 0.
139
0.00
0 0.
000
0.00
0
Conclusion and recommendations
58
6. CONCLUSIONS AND RECOMMENDATIONS
6.1. Conclusions
Batch experiments were set up to examine partitioning behavior of CeO2 and Ag engineered
nanoparticles in suspensions of sediments sampled from four locations along the River Scheldt,
differing in physicochemical characteristics. CeO2 and Ag engineered nanoparticles as well as
their corresponding Ce (III) and Ag (I) ions were spiked into the sediment suspensions. Cerium
and Ag concentrations were analysed in the supernatant after centrifugation of samples taken at
different equilibration times. Prior to this partitioning experiment, experiments were conducted
to assess the impact of centrifugation speed on suspended matter remaining in suspension and to
test the effect of different filtration procedures during sample preparation.
Background concentrations of both Ce and Ag in the supernatant of sediment suspensions were
under the detection limit. The concentration of Ce and Ag in the supernatant previously spiked
with either ENPs or ions significantly depended on equilibration time and centrifugation speed.
Remarkably, CeO2 and Ag ENPs were found to be more mobile, i.e. more present in the
supernatant, than their corresponding Ce (III) and Ag (I) ions. The Ce and Ag concentrations
observed in supernatant differed significantly between different sediment suspensions,
suggesting that sediment properties influence the partitioning behavior of the ENPs. CeO2
nanoparticles were found to be more mobile in the suspensions of two sediments compared to
two other sediments, and compared to Ag nanoparticles. This may possibly be due to the higher
pH, and higher chloride and carbonate contents in these sediments. When spiking CeO2
nanoparticles, Ce is mobilised to the supernatant during the first 2 hours after which it is
immobilised again. This was also the case for Ag in the one sediment, whereas mobility of Ag
continuously decreased in the other sediments. The latter may have been due to a rapid release of
Ag+ ions from the Ag nanoparticles and association of the released Ag+ ions to particulate
material in suspension.
Conclusion and recommendations
59
6.2. Recommendations
Future research is recommended. Trying to find explanations for effects observed in our study,
formation of aggregates as well as dissolution of particles and release of ions from the particles
should be monitored. Including additional sediments and nanoparticles having other properties
may also contribute to this. Moreover, filtration steps may be used to discriminate between ions
and nanoparticles in solution. In this context, pretreatment of the filter membranes should be
investigated as an option to improve recovery of the ions in the filtrate.
References
60
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