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Environmental Processes
Size-Based Differential Transport, Uptake, and Mass Distribution of Ceria (CeO) Nanoparticles in Wetland Mesocosms 2
Nicholas K. Geitner, Jane L. Cooper, Astrid Avellan, Benjamin T. Castellon, Brittany G. Perrotta, Nathan Bossa, Marie Simonin, Steven M. Anderson, Sayako Inoue, Michael F. Hochella, Curtis John Richardson, Emily S. Bernhardt, Gregory V. Lowry, P. Lee Ferguson, Cole W. Matson, Ryan S. King, Jason M. Unrine, Mark R. Wiesner, and Heileen Hsu-Kim Environ. Sci. Technol., Just Accepted Manuscript • DOI: 10.1021/acs.est.8b02040 • Publication Date (Web): 01 Aug 2018 Downloaded from http://pubs.acs.org on August 2, 2018
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Size-Based Differential Transport, Uptake, and Mass Distribution of Ceria (CeO2) Nanoparticles in Wetland Mesocosms Nicholas K. Geitnerab*, Jane L. Cooperab, Astrid Avellanad, Benjamin T. Castellonah, Brittany G. Perrottaai, Nathan Bossaab, Marie Simoninag, Steven M. Andersonag, Sayako Inoueae, Michael F. Hochella Jr.aef, Curtis J. Richardsonac, Emily S. Bernhardtag, Gregory V. Lowryad, P. Lee Fergusonab, Cole W. Matsonah, Ryan S. Kingai, Jason M. Unrineaj, Mark R. Wiesnerab, Heileen Hsu-Kimab* a
Center for the Environmental Implications of Nanotechnology, Duke University, Durham, NC, USA. b Civil and Environmental Engineering Department, Duke University, Durham, NC, USA. c Nicholas School of the Environment, Duke University, Durham, NC, USA d Civil & Environmental Engineering, Carnegie Mellon University, Pittsburgh, PA, USA e Geosciences, Virginia Tech, Blacksburg, VA, USA f Energy and Environment Directorate Pacific Northwest National Laboratory Richland, WA, USA g Biology, Duke University, Durham, NC, USA h Environmental Science, Baylor University, Waco, TX, USA i Biology, Baylor University, Waco, Texas, USA j Plant and Soil Sciences, University of Kentucky, Lexington, KY, USA *Co-corresponding Authors:
[email protected];
[email protected] TOC Art
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ABSTRACT Trace metals associated with nanoparticles are known to possess reactivities that are
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different from their larger-size counterparts. However, the relative importance of small relative
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to large particles for the overall distribution and biouptake of these metals is not as well studied
5
in complex environmental systems. Here, we have examined differences in the long-term fate
6
and transport of ceria (CeO2) nanoparticles of two different sizes (3.8 vs. 185 nm), dosed weekly
7
to freshwater wetland mesocosms over 9 months. While the majority of CeO2 particles were
8
detected in soils and sediments at the end of nine months, there were significant differences
9
observed in fate, distribution, and transport mechanisms between the two materials. Small
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nanoparticles were removed from the water column primarily through heteroaggregation with
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suspended solids and plants, while large nanoparticles were removed primarily by sedimentation.
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A greater fraction of small particles remained in the upper floc layers of sediment relative to the
13
large particles (31% vs 7%). Cerium from the small particles were also significantly more
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bioavailable to aquatic plants (2% vs 0.5%), snails (44 vs 2.6 ng), and insects (8 vs 0.07 µg).
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Small CeO2 particles were also significantly reduced from Ce(IV) to Ce(III), while aquatic
16
sediments were a sink for untransformed large nanoparticles. These results demonstrate that trace
17
metals originating from nanoscale materials have much greater potential than their larger
18
counterparts to distribute throughout multiple compartments of a complex aquatic ecosystem and
19
contribute to the overall bioavailable pool of the metal for biouptake and tropic transfer.
20 21
INTRODUCTION
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The rapidly increasing presence of nanomaterials in commercial products and industrial
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processes has caused significant concern over their potential environmental impact. An estimated
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10000 tons of CeO2 nanoparticles were produced in 2011, and have a wide range of applications
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in optical devices, silicon wafer polishing, catalytic converters, and diesel fuel additives.1 In
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addition, as the tools to trace these materials have developed, it has become increasingly clear
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that naturally occurring or incidental nanoscale materials may play an even larger role in
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environmental processes, with significant implications to environmental and human health.2-7
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Processes specific to nanoscale particles may include the movement of the materials themselves
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in ways that differ from macrocrystalline or dissolved phases,8, 9 or by co-transport of other
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anthropogenic contaminants.10-13 In both cases of natural and engineered nanomaterials, a
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detailed and mechanistic understanding of the fate and transport of nanoscale materials, and how
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this compares to bulk materials, is critical to environmental modeling and risk forecasting.14, 15
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Nanomaterials possess immense variety in characteristics including core composition,
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surface functionality, size, and shape. Numerous studies have examined the transport of single
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nanoparticles,16-19 while others have illuminated differences in nanoparticle attachment,
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transport, and bio uptake due to surface chemistry in the laboratory.20 For example, gold
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nanoparticles of smaller core diameter were taken up more by Daphnia magna than larger,
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otherwise similar particles.21 Once in contact with biological surfaces, uptake mechanisms and
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intra-organism transport of nanoparticles also depend strongly on size.22, 23 Modeling of
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nanoparticle transport in the environment has also suggested that core size may be a critical
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parameter in these processes.24 However, few studies have examined such factors of nanoparticle
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fate in complex environments outside of the laboratory. Despite the numerous laboratory studies
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on nanoparticle behavior in simulated environmental systems, the applicability of this knowledge
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for real natural systems remains understudied.
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In the present work, we examined the environmental distribution and transformations of two
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similar CeO2 nanoparticles of different primary core size added to outdoor wetland mesocosms.
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The first nanoparticle examined here was at the smallest range of typical nanomaterials (3.8 nm),
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while the second was much larger (185 nm) and likely pushes the boundary between nano and
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bulk material. Previous studies have found that 5-7 nm CeO2 nanoparticles used as diesel fuel
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additives are transformed to single crystals in excess of 100 nm after combustion, making both
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size ranges highly relevant for environmental exposure.25
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This nine-month study consisted of chronic, weekly dosing of two sizes of CeO2
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nanoparticles into the aquatic portion of wetland mesocosms, which include both submerged
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aquatic, wetland, and dry terrestrial zones, over the course of nine months. While chronic dosing
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was selected to mimic reality, dosing concentrations were not intended to replicate expected
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environmental exposures, as the goal of this study was to determine material fate and transport,
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not to monitor toxicological effects. These large and complex systems captured a wide variety of
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environmental processes not possible in the lab. These include diel cycling of pH and dissolved
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oxygen, a depth gradient of redox potential, high biodiversity, a food web of multi-branch
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trophic chains, and gradual seasonal changes in conditions. The mesocosms supported a range of
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terrestrial and aquatic plants typical of North Carolina wetlands, algal communities, a variety of
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invertebrates, and a population of eastern mosquitofish (Gambusia holbrooki). Previous work in
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these mesocosms has revealed surprising results including nanoparticle transformations not
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previously seen in laboratory-scale studies,26, 27 with significant implications in toxicity and fate.
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The objective of this study was to test the hypothesis that a simple difference in core particle
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size distribution would result in significant variation in the fate and transport of these materials,
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manifesting in diverging mass distributions in the wetland ecosystem. We further examined
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transport mechanisms of both nanoparticles with supplemental laboratory studies. Any observed
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differences may then be utilized in support of a more comprehensive and predictive framework
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of particulate matter transport in aquatic and soil systems.
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MATERIALS AND METHODS
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CeO2 Particle Characterization
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Stocks of small CeO2 nanoparticles were obtained from Nyacol (CeO2AC-30, Ashland,
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MA), and large particles from Alpha Aesar (NanoArc CE-6080, Tewksbury, MA). Each was
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characterized using transmission electron microscopy (TEM), dynamic light scattering (DLS),
78
zeta potential, and Fourier transform infrared spectroscopy (FTIR). TEM was performed with a
79
FEI Tecnai G2Twin. Samples were prepared by dilution in DI water; a few drops were then
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applied to a Formvar-coated Cu grid (Ted Pella), and excess liquid was wicked away with filter
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paper. SEM was carried out on an FEI Quanta 600 FEG equipped with Energy Dispersive X-ray
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spectrometer (Bruker QUANTAX 400). The instrument was operated at 20 kV. DLS and zeta
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potential were performed with Malvern ZetaSizer ZS (Malvern, UK). For these, nanoparticle
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stock suspensions (as received) were diluted to 5 mg/L in freshly collected mesocosm water
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(details below), and pH adjusted to 8.8 using 0.1 M NaOH to mimic morning mesocosm pH
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values. These dilutions were bath sonicated for 30 minutes immediately prior to characterization.
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FTIR (Thermo Electron Nicolet 8700) was utilized in order to examine any molecules at the
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nanoparticle surfaces. Solid pellets were formed by mixing freeze-dried nanoparticles and an
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inert medium, boron nitride. Spectra were recorded from 4000 to 400 cm-1 with 4 cm-1 resolution.
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Results were recorded as an average of 64 scans.
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Mesocosm Setup
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The constructed wetland ecosystems, or mesocosms, are open air, controlled release
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facilities, located in a clearing in the Durham division of the Duke Forest (North Carolina, USA).
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The structure of the mesocosms has been previously described.28 In brief, these mesocosms
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consist of manufactured wooden boxes with dimension of 0.81 × 3.66 × 1.2 m (H × W × D)
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(Figure 1). The facility contains 30 of these mesocosms; this work utilized 9. These were
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randomly dosed with either small or large CeO2 nanoparticles, or undosed controls, 3 replicates
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each. The bottom of each mesocosm comprised a flat bottom (1 m long) combined with a sloped
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bottom (13° inclination). This design created a permanent aquatic zone, a transition zone, and an
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upland or terrestrial zone, collectively providing a gradient of saturation and redox conditions in
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the system that were meant to simulate a freshwater wetland. The soil thickness throughout was
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21 cm before rain, compaction and bio growth. The soil consisted of a commercial mix (Sands
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and Soil, Durham, NC) designed to mimic the composition of a local wetland (64% sand, 28%
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silt, 13% clay and 5% loss on ignition).
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Approximately 250 L of local, untreated groundwater was added in June 2015 to each
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mesocosm such that the water table reached halfway up the transition zone slope. Plugs of an
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aquatic plant Egeria densa were planted 3 days later in aquatic zone. Additional species relevant
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to local North Carolina wetlands (Lobelia elongate, Carex Lurida, Panicum Virgatum, and
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Juncus effusus) were simultaneously planted as plugs in a uniform grid in the transition and
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terrestrial zones. Water was subsequently added only through natural precipitation. The site
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received average rainfall of 14.9 mm/day throughout Spring, Summer, and Fall. Small, recorded
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volumes of water were removed 4 times over the course of the experiment to prevent overflow
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after significant rain events. After 2 weeks of plant growth and prior to treatments, water was
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cycled between all mesocosms to ensure maximum uniformity in initial water chemistry.
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Mesocosms were then allowed 6 weeks to establish before the introduction of eastern
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mosquitofish (Gambusia holbrooki, Triangle Pond Management, USA), 53 females and 15 males
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per mesocosm. At the beginning of dosing, water pH cycled daily between approximately 7.0
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and 10.0, with an average pH of 8.8 in early morning. Water conductivity was an average of 111
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± 20 µS/cm and dissolved organic carbon an average of 11.9 ± 4.4 mg/L over the course of the
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experiment.
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Aquatic Zone
Transition Zone
Terrestrial Zone
1.0 m
Floc Sediment
13º
3.66 m
122 123 124
0.81 m
Upland Soil
Figure 1. Cross-sectional view of the wetland mesocosm, with height and width dimensions and zone definitions noted. The depth of each mesocosm was 1.2 m. Dotted line indicates the water table.
125 126
Dosing
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Once per week, each mesocosm received an assigned nanoparticle dose as a freshly prepared
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suspension in 1 L DI water. Each suspension was sonicated in a water bath for 10 minutes prior
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to dosing. Three mesocosm boxes were assigned to small CeO2 particles, three boxes for large
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CeO2, and three control boxes without treatment. Control boxes received 1 L DI water without
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nanoparticles at each dosing. Both large and small CeO2 nanoparticle weekly doses consisted of
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19.23 mg nanoparticles for 9 months from January to October 2016. Overall, a total of 0.75 g
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CeO2 (0.61 g Ce) was added per mesocosm during the course of the 39-week experiment. Dosing
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concentrations were determined by inductively coupled plasma mass spectroscopy (ICP-MS)
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analysis of stock solutions, as described below. Dosing suspensions were injected into the
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aquatic zone of the mesocosms, 2 cm below the water surface in a moving grid pattern to ensure
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even and consistent addition across the water surface.
138 139
Sampling and Digestion
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For each water sample, 10 mL aliquots were collected weekly, immediately acidified with
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HNO3, and stored at room temperature. Whole plant roots or stems, as appropriate, were
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collected quarterly (Q1-3), dried at 60°C, and homogenized by grinding. At Q3 (39 weeks), the
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full plant biomass was similarly collected. Half of all E. densa samples were rinsed in 500 mL
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sterilized mesocosm water by shaking for 2 minutes followed by a final rinse by flowing water to
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remove particles from the exterior. Soil and sediment (aquatic and transition zones) samples
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were collected by submerging polypropylene tubes into the surface and extracting intact cores.
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Three cores were collected and composited in each zone of the mesocosm in order to better
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capture intra-mesocosm heterogeneity. These were subsequently separated into floc, 0-1 cm, and
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1-5 cm depths. Plant roots were removed manually to the extent possible. The floc was assumed
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to exist in the top 0.5 cm of aquatic sediments. Each depth portion was then dried at 60°C, and
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homogenized by grinding. Fish were sampled non-invasively by trapping (n = 5 individuals per
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NP- treated mesocosm, n = 3 individuals per control mesocosm) and immediately euthanized
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with tricaine methanesulfonate and frozen (Duke University IACUC protocol # A135-16-06). As
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both snail species (Physella sp. and Lymnaea sp.) colonized the mesocosms incidentally with the
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E. densa, up to n = 5 individuals were hand collected from each mesocosm where available.
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Insects were collected from sediments at the end of Q3. The insects were then separated by
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species, dried at 60°C, weighed, and homogenized by grinding. This work focuses solely on the
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final distribution of materials at 39 weeks (Q3).
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For each water sample digestion, a 5 mL aliquot was transferred to a 50 mL polypropylene
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tube. To this, 750 µL concentrated nitric acid (70%, trace metal grade) and 375 µL 30%
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hydrogen peroxide were added and allowed to react overnight at room temperature. Each tube
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was then heated to approximately 100°C on a heating block and held for 30 min. An additional
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aliquot of 750 µL nitric acid was added to water samples from the mesocosms dosed with large
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CeO2 nanoparticles (to ensure complete digestion of these samples). Each sample was then
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cooled and diluted with ultra-pure water (18 MΩ-cm) resulting in approximately a 5% acid
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concentration.
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The same procedure was followed for plant samples consisting of 25 mg dried and ground
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plant tissue. The digestion procedure was also followed for 25 mg dried and ground soil or
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sediment samples.
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Whole fish were dried at 60° C and homogenized individually with mortar and pestle.
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Homogenates (mean of 18 dry mg) were hydrated 24 h and digested in the same manner as the
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other samples.
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Elemental Analysis
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Elemental analyses of acid digested samples were performed by ICP-MS with either Agilent
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7900 (fish, snails, invertebrates, water) or Agilent 7700 (plants, soil) instruments. Analytes
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included Na, Mg, K, Ca, Mn, Fe, Cu, Zn, La, Ce, and Nd. La and Nd were measured in order to
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calculate background levels of Ce, and the remaining elements were measured as standard water
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and soil chemistry parameters. Calibration was performed across a range of 0.1 – 500 µg/L for
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Ce, Nd, La, and Pb, up to 50,000 µg/L for the remaining analytes. Calibration for Ce in fish,
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snail, and invertebrate samples was performed down to 0.01 µg/L. Each sample run began with 2
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blank samples. Additional method validation involved the analysis of metals drinking water
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standard (NIST 1643e), standard spikes, and a method blank solution of 2% nitric, 0.5%
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hydrochloric acid every 15 samples. Method limits of detection were calculated as the mean of 3
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blank samples + 3 standard deviations of 10 replicate analyses of blank samples. The method
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limit of detection in water samples was found to be 1.2 and 0.22 µg/L for Ce and Nd,
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respectively. Limits of detection were similar in fish (0.99 µg/kg Ce), snails and insects (3.1
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µg/kg Ce), and plants and soils (0.021 µg/kg Ce and 0.016 µg/kg Nd). Duplicate digests were
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conducted for 10.4% of the fish samples, and the mean relative percent difference [Ce] between
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samples was 11 ± 6%.
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Background concentrations of Ce were accounted for by observing the ratio
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[Ce]Bkrnd/[Nd]Bkrnd in each sample type. In each sample type, this ratio varied by less than 1%
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across samples. This method was used instead of subtracting Ce concentration values measured
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in the control (undosed) mesocosms due to spatial heterogeneity in soils and sediments, resulting
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in greater variability in control values. Both CeO2 nanoparticles contained Nd below detection
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limits. We then utilized this ratio to calculate [Ce]NP within Ce treated samples by measuring
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[Nd] in these samples:
ሾ݁ܥሿே = ሾ݁ܥሿ௧௧ − ሾܰ݀ሿ
198 199
ሾ݁ܥሿௗ #1 ሾܰ݀ሿௗ
For biological compartments including fish, snails, and insects, total Ce masses were calculated following organism body burden measurements after subtracting background Ce
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concentrations as measured in control, untreated mesocosms. This was done by extrapolating the
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mass concentration found in each organism using the total mass of the particular organism found
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in that mesocosm. For fish, insects, and snails, this was accomplished by collecting all organisms
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present at the end of the experiment. Insect concentrations are based on collected dragonfly
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nymphs in the sediments, as these were present in all mesocosms and constituted the majority of
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the harvest.
206 207
Speciation of cerium in plants and sediment
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Ce oxidation states in samples was assessed by X-ray Absorption Near Edge Structure
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(XANES) at Ce LIII-edge (5.723 keV) at the beamline 20-ID of Advanced Photon Source
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facility (Chicago). Three young shoots (first 20 cm) of Egeria densa per mesocosm and
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composite samples of the floc layer and transition sediment per mesocosm were frozen just after
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collection. Prior to XANES analysis, these samples were freeze-dried at -55°C and 0.014mBars
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for 3 days, ground under N2 atmosphere as one composite sample per treatment, pressed into
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pellets, sealed with Kapton® tape, and kept under anoxic environment until analysis.
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During the analysis, samples were held in a He cryostat to prevent beam damage. XANES
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spectra were acquired from 5524 eV to 5684 eV at 10 eV increments, from 5684 eV to 5774 eV
217
with a 0.3 eV increments, and then up to 6000 eV using 0.05 eV increments. XANES spectra
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were recorded in fluorescence mode using a vortex Si drift (4-element) and a Si(111)
219
monochromator. For each sample, 2 scans were acquired on at least 3 different locations
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(minimum of 6 scans per pellet) to (i) prevent sample damage under the beam and (ii) check for
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the homogeneity of the pellet. During each scan, the XANES of a metallic Cr sheet was recorded
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(k edge=5898 eV) to verify beam stability. XANES spectra were calibrated in energy (if needed),
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background subtracted with E0 defined as the maximum of the 1st XANES derivative, and
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normalized using Athena software.29 Ce(III)-acetate and the commercial additive Nanobyk-3810
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Ce(IV)O2 nanoparticles were used as Ce(III) and Ce(IV) references, respectively. Linear
226
combination fits were performed in order to determine relative Ce(III) and Ce(IV) content.
227 228
Sediment Depth Profile of Redox Relevant Species
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Sediment cores were collected at the end of 9 months of dosing. Depth concentration
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profiles of dissolved O2, Mn2+, and Fe2+ concentrations at the sediment-water interface of these
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cores were collected via voltammetry using solid state Au-Hg amalgam microelectrodes.26 One
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depth profile was taken from each core. Dissolved O2 was calibrated against an air-saturated
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sample of mesocosm surface water at room temperature (~22°C), assuming [O2] = 272 µM.
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Limits of quantification were 5 µM, 15 µM, and 15 µM for O2, Mn2+, and Fe2+, respectively.
235 236
Sedimentation and Heteroaggregation Studies
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Nanoparticle heteroaggregation was quantified by measuring their attachment efficiency, ߙ,
238
as described previously.8 Briefly, 2 g washed glass beads were acclimated with 1 g mesocosm
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floc in 40 mL mesocosm water for 72 hours under gentle mixing. The glass beads were then
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allowed to settle, and the solution was decanted. The glass beads were then gently washed three
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times in mesocosm water and dried in air; as a result of this process, the glass beads were coated
242
by organics and other residual material from mesocosm floc, as evidenced by a darker color.
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For experimental measurement of ߙ, 0.4 g of these beads were added to 30 mL unfiltered mesocosm water with pH adjusted to 8.8 using 0.1 M NaOH. Under mixing with a magnetic stir
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bar, 10 mL of either large or small CeO2 nanoparticles was added to final suspension
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concentrations of 10 mg/L CeO2. Aliquots were collected over the course of a 60-minute mixing
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experiment, and held static for 30 seconds, resulting in the settling of glass bead/CeO2
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heteroaggregates and separation from suspended, free nanoparticles. The suspended free
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nanoparticle concentration was quantified by absorbance (305 nm for small particles, 610 nm for
250
large) A(t) for various mixing times t in a 1-cm pathlength cuvette (BMG SpectroStar Nano).
251
The same heteroaggregation experiment was performed under favorable attachment conditions
252
(ߙ = 1) by spiking solutions with 6 mM NaNO3, thus effectively eliminating electrostatic
253
stabilization of the nanoparticles. The resulting measurements were fit to a first order kinetic equation where the slope of
254
(௧ୀ)
versus t scales with the product ߙߚ ܤ. 9 We assumed that B, the initial concentration of
255
ln
256
background particles, and ߚ, the collision frequency, were both constant across experiments.
257
Attachment efficiency ߙ was determined by the linear slope value during unmodified attachment
258
conditions (ߙߚ )ܤdivided by the same slope in the favorable attachment scenario (1 × ߚ)ܤ.9
(௧)
259
Sedimentation was assessed at the lab scale, simulating mesocosm conditions. 100 g of acid
260
washed glass beads (d=320 µm) were placed at the bottom of 750 mL glass bottles together with
261
500 mL of freshly collected mesocosm water. After 1 day of stabilization, nanoparticles were
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injected with 100 µg/L final concentration. Glass beads were found to help prevent resuspension
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of particles from lower regions of the bottle without affecting sedimentation rates. Samples were
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taken at 5 cm depth from the water surface to measure the concentration of suspended
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nanoparticles over time, and analyzed with ICP-MS as described above.
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Statistical Analysis
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Where applicable, data are reported as the mean of all samples across 3 replicate mesocosms
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or 3 laboratory replicates. In all cases, error bars and reported uncertainties are standard
270
deviations. In tests of statistical significance, a standard t-test of equal variance was employed
271
where significance was defined as p < 0.05.
272 273
RESULTS AND DISCUSSION
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Nanoparticle characterization
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The large and small CeO2 nanoparticles in pH 8.8 mesocosm water (to approximately mimic
276
the mesocosm water pH in the mornings) were drastically different in size (hydrodynamic
277
diameters less than 20 nm for small CeO2; >100 nm for large CeO2), while they both had similar
278
magnitude of negative surface charge, as indicated by measured zeta potentials (Table 1). FTIR
279
analysis confirmed manufacturer specifications of an acetate coating on small CeO2
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nanoparticles, with characteristic peaks at 1400 cm-1 and 1530 cm-1 from the carbonyl group
281
(Supporting Information Figure S1).30 Analysis of the large CeO2 particles indicated the presence
282
of chitosan. Identified peaks included 1660 cm-1, attributed to C=O, 1570cm-1, attributed to NH
283
groups, and 1422 cm-1, attributed to CH·OH.31
284 285 286
Table 1. Summary of nanomaterial characterization. DLS and Zeta potential measurements were carried out in mesocosm water. Size – TEM (nm)
Size – DLS, pH 8.8 (nm)
Zeta Potential, pH 8.8 (mV)
Weekly Particle Dose (mg)
Total Ce Dose (g)
Small CeO2
3.8 ± 1.1
15.8 ± 2.4
-23.3 ± 0.67
19.23
0.61
Large CeO2
185 ± 60
281 ± 55
-25.8 ± 0.65
19.23
0.61
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Distribution of CeO2 Nanoparticles Across Compartments of the Mesocosms
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The analysis of Ce in various compartments of the wetland mesocosms after the 9 month
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experiment indicated that most of the CeO2 particles accumulated in the sediment, soil, and floc
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layers (Figure 2). Recovery of Ce relative to the total added Ce was 91 ± 18% for large and 134
292
± 31% for small CeO2 nanoparticles. The greater than 100% recovery for the small CeO2
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particles was possibly due to greater than expected heterogeneity in floc and sediment samples.
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Regardless, both particles had low residual aquatic concentrations over long timescales, and were
295
also found primarily in various compartments of sediment and soil, compromising 94% and 98%
296
for small and large particles, respectively.
297 1000 900 6.2
Surface Water
800 23.3
Cerium (mg)
700
E. densa (Internal)
239.9
600
Upland Soil
4.3 2.1
500
Transition Sediment
186.7
400
255.8
Floc
39.9
300 163.8
Aquatic Sediment
200 229.0
100
Deep Sediment
157.8 48.5
0
Large 298 299 300 301 302 303
Small
Figure 2. Mass of Ce in major compartments of the wetland mesocosms after 9 months of weekly dosing with either large or small CeO2 nanoparticles. Aquatic sediment was defined as the top 1 cm, while deep sediment was from a depth 1-5 cm of sediment in the aquatic zone. The dotted line indicates the total amount of Ce (610 mg) added as CeO2 nanoparticles during this period. Each grouping represents the average (±1 std. dev.) for 3 replicate mesocosms. Compartments contributing less than 0.5% of the total are not shown for clarity.
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There were also significant size-based differences in the fate of these particles. First,
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accumulation of Ce in the floc was significantly greater for small particles (256 ± 57 mg) relative
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to the large particles (39.9 ± 4.2 mg) (p=0.03). Instead, large particles were found to accumulate
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in deeper (1-5 cm) layers of aquatic sediment, with 157 ± 110 mg detected for large particles vs
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48.5 ± 24 mg for small, though not statistically significant due to variation between mesocosms
310
(p=0.2). The presence of large CeO2 nanoparticle aggregates in deeper sediment was confirmed
311
by SEM and EDS (SI Figure S2). Further transport of large CeO2 particles below 5 cm may
312
account for some of the Ce mass not detected. Approximately 2% of small particles were
313
detected in upland soil, while large particles in that compartment were below detection limits.
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The transport of small particles to upland soil is likely due to free particles still present in the
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water column during occasional flooding events.
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Small particles also had significantly greater (p=0.002) total association with E. densa
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compared to the large particle dosings. This is in agreement with previous studies which found
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greater plant uptake in mesocosms dosed with nanoscale Ag and ZnO compared with mesocosms
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receiving larger scale materials of similar composition.32 We hypothesized that the difference in
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E. densa association may be due to greater attachment efficiencies of these smaller particles,
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resulting in greater initial interactions with plant surfaces. This hypothesis is explored further
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below.
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Finally, by subtracting rinsed from unrinsed E. densa Ce concentrations, we were able to
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approximate internalized particles and those externally adsorbed to plant or associated
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periphyton surfaces. These results (Figure 3A) suggested that Ce originating from small CeO2
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nanoparticles were taken up significantly more by these aquatic plants, with internal Ce mass
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more than twice external concentrations (23.3 ± 1.6 mg interior vs 9.5 ± 0.9 mg exterior,
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p=0.01). Large particles, in contrast, were approximately twice as likely to be found on the
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exterior than the interior of E. densa (3.0 ± 0.5 mg interior vs 6.0 ± 3.0 mg exterior, p=0.04). We
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argue that this is not an artificial result due to size differences in rinsing efficiency (i.e. greater
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shear experienced by larger particles), as such differences would actually be expected to give the
332
opposite result.
333
The uptake of Ce in the aquatic animal compartments of the mesocosms at 9 months was a
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small fraction of the overall nanoparticle fate (Figure 3). However, understanding differences in
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bioavailability of small relative to large CeO2 is critical to understanding the ecological
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importance of nanoscale materials. In fish, no significant (p > 0.05) difference was observed in
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total internalized mass of Ce after dosing with small and large CeO2 nanoparticles. However,
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significant differences were observed in both snail (p=0.018) and insect (p < 0.0001) Ce masses.
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In insects, 8.0 ± 1.1 µg Ce was found when dosed with small particles. However, total mass in
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insects was over 120 times lower for those exposed to large particles, with just 0.065 ± 0.02 µg
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Ce detected. Snails comprised the lowest total masses (though highest organism concentrations
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of Ce) of the three compartments. Ce masses in the snails of mesocosms dosed with small and
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large particles were quantified at 44 ± 18 and 2.6 ± 0.4 ng, respectively, a 17-fold difference. In
344
aggregate, these results suggest a higher bioavailability of the Ce originating from smaller
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nanoparticles to particular animal compartments in these mesocosms. However, no difference in
346
accumulation was observed in fish. We hypothesize that this may be related to organism
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localization within a mesocosm as well as feeding habits. Verification of this hypothesis is left
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for future work.
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Interior
35
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Exterior
Total Mass Ce (mg)
30 25 20 15 10 5 0 Small
B
1 E+1
0.62 mg/kg
Large Small
Large
0.67 mg/kg
10.8 mg/kg
Total Mass Ce (µg)
1 E+0
17.7 mg/kg
1 E-1
0.4 mg/kg
1 E-2 4.1 mg/kg
1 E-3 Fish
350 351 352 353
Snails
Figure 3. The calculated total mass of Ce from nanoparticles detected in E densa (A) and fish, snails, and insects (B) in the mesocosms for small (blue) and large (green) ceria nanoparticles. Data labels in B indicate the concentration of Ce detected per dry weight of organism, corrected for background concentrations.
354 355
Insects
Cerium Speciation
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We also closely examined the speciation of Ce across the mesocosms over time. The relative
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abundance of Ce(III) and Ce(IV) has particular implications in understanding observed
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differences in Ce biouptake as well as nanoparticle toxicity and reactivity,1, 33 and so is an
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important environmental endpoint. The XANES spectra for Ce in various compartments over
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time (Figure 4) highlight several important differences. Quality factors of the fits can be found in
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Table S1. First, in mesocosms receiving small CeO2, 57% of the Ce on or within E. densa was in
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the Ce(III) form (Figure 4B), a drastic contrast to the original small CeO2 particles that
363
comprised fully of Ce(IV) (Figure 4A). For the E. densa exposed to large particles, a much
364
smaller percentage of Ce (10%) was observed as the reduced form of Ce (Figure 4B).
E
C
Ce(IV)
Small CeO2 NP
Ce(III)
42% Ce(IV) 57% Ce(III)
Floc large 6 mo 65% Ce(IV) 42% Ce(III)
Floc large 9 mo 85% Ce(IV) 8% Ce(III)
Energy (eV)
Floc small 3 mo
E. densa small 9 mo 42% Ce(IV) 57% Ce(III)
E. densa large 9 mo 96% Ce(IV) 10% Ce(III)
Normalized absorption
Normalized absorp�on
Normalized absorption
Transition sediment large 9 mo 20% Ce(IV) 79% Ce(III)
D
Energy (eV)
365 366 367 368 369 370
Transition sediment small 9 mo 6% Ce(IV) 79% Ce(III)
Energy (eV)
Energy (eV)
B
Normalized absorption
Ce(IV)
Floc large 3 mo Normalized absorp�on Normalized absorption
Large CeO2 NP
Normalized absorption
Titre
A
32% Ce(IV) 67% Ce(III)
Floc small 6 mo 10% Ce(IV) 90% Ce(III)
Floc small 9 mo 0% Ce(IV) 109% Ce(III)
Energy (eV)
Figure 4.: X-ray absorption near edge structure (XANES) spectra for (A) Ce(IV)O2 or Ce(III)-acetate reference compounds used for the combination fitting of the spectra of (B) Egeria densa exposed to CeO2 small or large at 9 mo, or for the floc at 3, 6, or 9 mo exposed to (C) large CeO2 or (D) small CeO2, and (D) the surficial sediment exposed to either small or large CeO2. Dotted lines indicate peak positions. Fitting results are shown on the plot.
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Further, Ce in flocs of the large CeO2 mesocosms underwent very limited reduction (Figure
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4C), while in the small CeO2 mesocosms the Ce in the flocs were completely reduced to Ce(III)
374
by the end of the experiment (9 months, Figure 4D). In fact, the speciation of Ce at 3 months in
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the floc is similar to the background Ce speciation found in the control mesocosm (data not
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shown). The fraction of Ce(III) found in the flocs of the large CeO2 mesocosms was mostly
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likely the native Ce in the wetland soil and the relative contribution of this native Ce decreased
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as CeO2 continued to be added during the 9 month experiment. Finally, the Ce detected in the
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top layer of the transition sediments (Figure 4E) at the 9 month time point indicate that
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approximately 20% of large CeO2 remains as Ce(IV) while the rest has been reduced.
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The differential reduction of Ce(IV) to Ce(III) is thus dependent on particle properties, the
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compartment to which they accumulate within the mesocosm, and the residence time of the
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particles in each compartment. There are multiple possible explanations for these stark
384
differences in Ce speciation over time. First, the clear size effect. It is expected that, due to
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lattice expansion at small crystal sizes, the smaller particles may have a higher percentage of
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defects and/or oxygen vacancies, giving them a higher propensity for reduction to Ce(III).34 The
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small particles’ surface/volume ratio was also much larger than those of the large particles. They
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were therefore expected to be more reactive, as atoms in the bulk of the material do not directly
389
participate in redox reactions.35
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Second, the coatings of the two particles differed. The small CeO2 particles were coated
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with a low molecular weight organic acid (acetate) that may not have protected the particles from
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Ce reduction reactions while the large CeO2 were coated with high molecular weight molecules
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(long chitosan chains) can could be more protective of surface reactions. Coating also affects the
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affinity of the nanoparticles for surfaces. Measurements of surface affinity discussed below, are
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also consistent with a lower rate of reduction of the Ce in the case of a lower surface affinity,
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seem to mirror results found for smaller rates of cerium nanoparticle reduction with lower
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surface affinities for the case of activated sludge reported previously.36 However, differences in
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surface coatings are expected to be short lived compared to the time scale of the experiment, as
399
neither stabilizer was covalently bound to the surface. Therefore, over time these surfaces are
400
expected to exchange with various components of the local environment.37-39
401
Finally, differences in fate of the particles based on their size, as detailed in Figures 2 and 3,
402
likely plays a secondary role. Accumulation in different mesocosm compartments results in
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different local chemical environments that would alter the extent of CeO2 transformation. This is
404
highlighted by measurements of redox conditions as a function of depth, which found 50-75% O2
405
saturation just above the sediment surface, but 0% saturation immediately below the sediment-
406
water interface (SI Figure S3). Also observed were increasing concentrations of Mn2+ and Fe2+ as
407
a function of depth. We also observed similar profiles in mesocosms dosed with small and large
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CeO2 nanoparticles. The presence of O2 at the surface of the sediment is not detrimental to the
409
presence of Ce(III), since the reduction of Ce(IV) is likely (EhCe4+/Ce3+ = +1.5V, pH 8)40 in oxic
410
environments for the pH range found in the mesocosms (approx. 7 to 10). The drastic drop of
411
oxygen on the top layer of the sediment can explain the further reduction of large CeO2 NP on
412
that compartment, where the proportion of Ce(III)/Ce(IV) originating from small or large CeO2
413
tended to be similar. Therefore, differences in Ce oxidation state were primarily due to particle
414
size and reactivity, not varying mesocosm conditions. However, Ce from both nanoparticles in
415
the anoxic sediment environment were reduced in its majority. This reduction in soil
416
environments is in agreement with previous studies of the reduction of small CeO2 nanoparticles
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in soil growth media.41 While no dissolution was observed in mesocosm water and sediments in
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the laboratory, it should be noted that under different environmental conditions, the release of Ce
419
ions may significantly alter transport and bioavailability of smaller particles.
420
Nanoparticle Transport Mechanisms
421
Following the observation of significant differences in overall fate of small and large CeO2
422
nanoparticles, we further investigated their respective transport mechanisms. Specifically, we
423
examined their sedimentation (Figure 5) and heteroaggregation in mesocosm water.
424
Heteroaggregation studies were performed on floc treated glass beads in order to more closely
425
mimic the surface chemistry of the upper sediment layers. The zeta potential of these beads in
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pH 8.8 mesocosm water was -18.3 ± 1.1 mV. The sedimentation kinetics clearly show much
427
more rapid settling of large particles. Heteroaggregation mixing studies resulted in ߙ values of
428
0.72 ± 0.08 for small and 0.11 ± 0.04 for large CeO2 nanoparticles, indicating much greater
429
heteroaggregation of small particles with floc treated glass beads in mesocosm water. The
430
difference in surface coating may also play a role in the different values of ߙ, though these
431
differences are likely mitigated by the complex water chemistry and presence of organic matter
432
through sorption of organic matter on particle surfaces. However, autoaggregation is likely the
433
dominant process in these experiments. Collision frequencies between nanoparticles and larger
434
background particles (diameter on the order of several µm) decrease rapidly with increasing
435
nanoparticle size. 41 Settling rates increase as diameter to the second power.8, 9, 42 Based on
436
Stokes settling alone, the time for the large and small particles to settle 5 cm (the sample height
437
in these experiments) would be on the order of 103 and 106 minutes respectively. Thus, settling
438
of individual nanoparticles based on their initial size alone cannot explain the removals observed
439
in these experiments. We may therefore expect heteroaggregation or autoaggregation to play an
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important role in reducing the concentration of CeO2 particles over time. While
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heteroaggregation may have been favored for the smaller particles, heteroaggregation and
442
subsequent settling, plus perhaps settling in the absence of heteroaggregation, favored more rapid
443
removal of the larger CeO2 nanoparticles (Figure 2). Together, differences in sedimentation and
444
heteroaggregation clearly showed a stark contrast in transport mechanisms. These were
445
manifested as significant differences in mesocosm fate. Specifically, large particles avoided
446
heteroaggregation and sedimented to the deeper layers of aquatic sediment (Figure 2), while
447
smaller particles remained in suspension and heteroaggregated with background surfaces,
448
including floc. Smaller particles exhibiting more rapid surface attachment and resulting higher
449
bioavailability is in agreement with previous mammalian studies.43 This also provides an
450
additional potential mechanism for differences in nanoparticle speciation. Previous studies of
451
CeO2 nanoparticles in activated sludge found that particles with higher values of ߙ were more
452
rapidly reduced to Ce(III) under aerobic conditions.36 This was due to more rapid attachment to
453
reducing bacteria, as was potentially the case in mesocosms. These results also provide possible
454
insight for other exposure scenarios. For example, environments with higher organic matter
455
content are expected to result in lower rates of heteroaggregation for both particles,8 and
456
therefore both would be expected to have longer water lifetimes.
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457 458 459 460
Figure 5. The sedimentation of an initial 100 µg/L aqueous suspension in mesocosm water of small (blue circles) or large (green squares) CeO2 nanoparticles monitored over time
461
Environmental Implications
462
In this 9-month study with complex simulated wetland ecosystems, we found significant
463
differences in the fate and transport of two nanoparticles of different size, with significant
464
implications in understanding the environmental transport of nanomaterials, and of chemical and
465
particulate environmental transport in general. While the two CeO2 test materials were otherwise
466
highly similar, including core composition and zeta potential, Ce originating from small particles
467
was much more bioavailable, with significantly greater association with aquatic plants and
468
macrofauna. Small particles accumulated in the upper floc layers of aquatic sediment, while
469
larger particles settled in much deeper layers of sediment. These differences are consistent with
470
relatively simple laboratory experiments of sedimentation and heteroaggregation, in which small
471
particles possessed values of ߙ approximately 6.5 times greater than large particles. Instead of
472
heteroaggregating with other particles in the mesocosm surface water, large particles rapidly
473
self-aggregated and settled out of solution.
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Small CeO2 nanoparticles were also more significantly transformed from Ce(IV) to Ce(III)
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by surface chemical reduction. This is most likely due to their higher reactivity by virtue of their
476
small size, in addition to potential greater association with reducing microbes. Ce originating
477
from the large particles did not experience the same extent reduction, as the much larger size of
478
the particles rendered them less redox active.
479
Overall, trace elements such as Ce originating from smaller particles were much more likely
480
to enter biological compartments due to transport properties as well as increased surface area for
481
transformation reactions (e.g., reductive dissolution in the case of Ce). Larger particles
482
transformed more slowly and settled quickly, making the upper sediment layers a sink for
483
untransformed nanoparticles. We may therefore further expect long-range transport of large
484
particles in flowing systems to be dominated by the motion of sediments, while smaller particles
485
are more likely to move with the fluid and more loosely bound flocs. This work highlights that
486
particle size not only influences the transport and transformation potential of trace elements
487
originating from nanoparticles, but also measurably influences eventual biouptake and trophic
488
transfer.
489 490 491
Acknowledgments This material is based upon work supported by the National Science Foundation (NSF) and
492
the Environmental Protection Agency (EPA) under NSF Cooperative Agreement EF-0830093
493
and DBI-1266252, Center for the Environmental Implications of NanoTechnology (CEINT).
494
Any opinions, findings, conclusions or recommendations expressed in this material are those of
495
the author(s) and do not necessarily reflect the views of the NSF or the EPA. This work has not
496
been subjected to EPA review and no official endorsement should be inferred.
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A portion of this research was performed using resources of the Advanced Photon Source,
498
an Office of Science User Facility operated for the U.S. Department of Energy (DOE) Office of
499
Science by Argonne National Laboratory, and was supported by the U.S. DOE under Contract
500
No. DE-AC02-06CH11357, and the Canadian Light Source and its funding partners. We thank
501
Dale L Brewe at APS (BL 20-ID) for his support.
502
Supporting Information
503
Supporting information is available free of charge via the Internet at http://pubs.acs.org/.
504
FTIR spectra, electron microscopy images, EDS spectra, XANES fitting parameters, and soil
505
chemistry depth profiles.
506
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