Jie Ma1,2, Yan Qiu3, Junying Zhao3, Xiaoxue Ouyang1,2, Yujie Zhao1,2, Liping Weng1,2,4, Arafat Md Yasir1,2, Yali Chen1,2, Yongtao Li5,6. 1. Key Laboratory for Environmental Factors Control of Agro-Product Quality Safety, Ministry of Agriculture and Rural Affairs, Tianjin, 300191, China. 2. Agro-Environmental Protection Institute, Ministry of Agriculture and Rural Affairs, Tianjin 300191, China. 3. School of Environmental Science and Safety Engineering, Tianjin University of Technology, Tianjin, 300384, China. 4. Department of Soil Quality, Wageningen University, Wageningen 6700 HB, The Netherlands. 5. College of Resource and Environmental Engineering, Jiangxi University of Science and Technology, Ganzhou Jiangxi 341000, China. 6. College of Natural Resources and Environment, South China Agricultural University, Guangzhou, 510642, China.
Abstract
The transport of nanoplastics (NPs) through porous media is influenced by dissolved organic matter (DOM) released from agricultural organic inputs. Here, cotransport of NPs with three types of DOM (biocharDOM (BCDOM), wheat strawDOM (WSDOM), and swine manureDOM (SMDOM)) was investigated in saturated goethite (GT)-coated sand columns. The results showed that codeposition of 50 nm NPs (50NPs) with DOM occurred due to the formation of a GT-DOM-50NPs complex, while DOM loaded on GT-coated sand and 400 nm NPs (400NPs) aided 400NPs transport due to electrostatic repulsion. According to the quantum chemical calculation, humic acid and cellulose played a significant role in 50NPs retardation. Owing to its high concentration, moderate humification index (HIX), and cellulose content, SMDOM exhibited the highest retardation of 50NPs transport and promoting effect on 400NPs transport. Owing to a high HIX, the effect of BCDOM on the mobility of 400NPs was higher than that of WSDOM. However, high cellulose content in WSDOM caused it to exhibit a 50NPs retardation ability that was similar to that of BCDOM. Our results highlight the particle size selectivity and significant influence of DOM type on the transport of NPs and elucidate their quantum and colloidal chemical-interface mechanisms in a typical agricultural environment.
The transport of nanoplastics (NPs) through porous media is influenced by dissolved organic matter (DOM) released from agricultural organic inputs. Here, cotransport of NPs with three types of DOM (biocharDOM (BCDOM), wheat strawDOM (WSDOM), and swine manureDOM (SMDOM)) was investigated in saturated goethite (GT)-coated sand columns. The results showed that codeposition of 50 nm NPs (50NPs) with DOM occurred due to the formation of a GT-DOM-50NPs complex, while DOM loaded on GT-coated sand and 400 nm NPs (400NPs) aided 400NPs transport due to electrostatic repulsion. According to the quantum chemical calculation, humic acid and cellulose played a significant role in 50NPs retardation. Owing to its high concentration, moderate humification index (HIX), and cellulose content, SMDOM exhibited the highest retardation of 50NPs transport and promoting effect on 400NPs transport. Owing to a high HIX, the effect of BCDOM on the mobility of 400NPs was higher than that of WSDOM. However, high cellulose content in WSDOM caused it to exhibit a 50NPs retardation ability that was similar to that of BCDOM. Our results highlight the particle size selectivity and significant influence of DOM type on the transport of NPs and elucidate their quantum and colloidal chemical-interface mechanisms in a typical agricultural environment.
The
environmental behavior and biological toxicity of microplastics
(MPs) in water have become a widespread concern.[1,2] Moreover,
inputs from agricultural film crushing, organic fertilization, sewage
irrigation, agricultural sludge production, atmospheric precipitation,
and surface runoff can introduce MPs into farmlands.[3−6] A previous study reported that the annual input of MPs to farmland
soil greatly exceeds that to the ocean.[7] In the natural environment, MPs can be mechanically broken, chemically
decomposed, and biodegraded into nanoplastics (NPs),[1,8,9] which exhibit environmental behaviors
differing from those of MPs due to their smaller particle size[10] and specific biological toxicity;[11] thus, NPs must be urgently investigated to understand
their environmental fate.Several studies have reported the
behaviors of NPs transport,[10,12−17] for which the size of NPs is considered as an important influencing
factor. For example, large-sized plastics have high retardation in
sand due to the formation of small barrier or agglomeration with sand
at a salinity of 35 PSU.[10] Similarly, in
a previous study, MP fibers exhibited low detachment from sludge and
reduced mobility through the column, while cotransport between the
mobile organic fraction and NPs was 50%.[18] The dispersivity for nanoparticles is not only particle-size dependent,
but also a property of the porous medium.[19] Although changes in the surface properties or deposition sites on
porous medium have enhanced the deposition of large-sized NPs (200
and 2000 nm) in the presence of iron oxide, they have not influenced
the transport of small-sized NPs (20 nm).[13] Similarly, the retention of NPs (100 nm) in different soils is positively
correlated with the Fe/Al oxide content.[12] Furthermore, Fe mineral colloids and NPs can cause heteroaggregation.[20] Thus, Fe minerals play a crucial role in size
differentiation during the transport of NPs.Organic inputs,
such as biochar, straw, and livestock manure, applied
to agricultural soil affect soil ecological processes and the fate
of pollutants, including that of NPs. These inputs are sustainable,
environmentally friendly, economical fertilizers that can increase
crop yield[21] and effectively improve soil
quality by increasing soil organic carbon sequestration.[22−24] Moreover, dissolved organic matter (DOM) released from organic inputs
can readily adsorb on clay minerals, Fe oxides, and the surface of
nanoparticles; hence, they significantly alter the surface chemistry
and retention–repulsion properties of the water–sand–nanoparticle
system. Therefore, DOM is a crucial substance in soils and can regulate
the transport of nanoparticle and colloids.[18,20,25−32] Furthermore, DOM from different sources exhibits complex composition
and diversified characteristics. Our previous studies suggest that
humification, size, and morphology of DOM or humic acid (HA) are essential
for controlling the transport of ferrihydrite nanoparticles.[25,29,33] For plastics, HA improves the
stability of MPs,[34] while organic matter
and Fe mineral colloids promote NPs agglomeration via bridging or
neutralization.[20,35] The large particle size lead
to low heteroaggregation rate of NPs with DOM, wherein 200 nm NPs
show higher stability than 50 nm NPs.[14] The opposing effects of DOM on the stability of NPs with different
sizes confirm its crucial role. The effects of DOM on NPs mobility
depend on the reactivities of both materials.[36] The adsorptive interaction between DOM and NPs has been observed
using a scanning electron microscopy (SEM).[35] However, existing research is inadequate to clarify the microinterfacial
mechanism of NPs under conditions resembling actual farmland soil,
particularly after the application of organic input and in the presence
of complex multicomponent DOM. Previous studies have reported that
the cotransport of different particles is affected by several factors;[37−39] therefore, the cotransport of NPs with DOM in porous media may also
be variable and size-dependent. However, the microinterface mechanism
affecting this cotransport has not been extensively studied in a typical
agricultural environment; thus, NPs of different sizes cotransported
with agricultural organic input-derived DOM should be further investigated.In this study, the influence of DOM released from agricultural
organic inputs (biochar, straw, and livestock manure) on the transport
of NPs in porous media containing iron minerals was investigated,
and the mechanism underlying the microinterfacial interaction among
DOM, goethite, and NPs was elucidated via column experiments, transport
simulation, SEM, DOM characterization, Derjaguin–Landau–Verwey–Overbeek
(DLVO) theory, and quantum chemical calculations. The results of this
study can improve our understanding of NPs mobility in agricultural
environments.
Materials and Methods
Preparation and Characterization
of Experimental Materials
Goethite (GT) was prepared according
to the method described in Supporting Information (SI) S1. The purity of
GT was confirmed using X-ray diffraction analysis, as described in
our previous study.[27] The BET specific
surface area and the pH of zero charge were 87.65 m2·g–1 and 9.2, respectively.[27,40]Biochar
was produced from commercial wheat straw at 300 °C. Wheat straw
and swine manure were collected from rural areas in Tianjin, China.
The dry biochar, wheat straw, and swine manure were ground into powder,
passed through 0.425 mm nylon sieves, and labeled as BC, SW, and SM,
respectively. DOM from these three organic inputs was prepared by
adding 1.0 g of BC, SW, or SM to 400 mL of Milli-Q water. The suspension
was homogenized by stirring for 60 min and filtered through a 0.45-μm
membrane to remove large suspended matter after settling. To simulate
the DOM releasing ability of different agricultural organic inputs,
the filtered solutions (BCDOM, WSDOM, and SMDOM) and their diluents (half and quarter) were directly used
in the subsequent experiments. The concentrations and zeta potentials
of BCDOM, WSDOM, and SMDOM at pH
6.0, were measured using a total organic carbon (TOC) analyzer (Aurora
1030S, OI Analytical) and dynamic light scattering (DLS) analyzer
(Zetasizer Nano ZS, Malvern), respectively. Steric exclusion-ultrahigh
performance liquid chromatography (SEC-UPLC, Acquity H-Class, Waters)
was used to detect the molecular weights of different DOM, and the
corresponding calibration curves are shown in SI Figure S1. The fluorescence excitation–emission
matrices (EEMs) of BCDOM, WSDOM, and SMDOM were measured using a spectrofluorometer. (FluoroMax-4,
Horiba). The method of humification index (HIX) calculation is shown
in SI S2.In this study, Polystyrene
NP spheres suspensions (Huge Biotechnology
Co., Ltd., China) with 50 nm (50NPs) and 400 nm (400NPs) diameters
were used, and their influent concentrations were maintained at 200
and 50 mg L–1, respectively. The point of zero charge
(pHPZC) of NPs was beyond the pH range of 3–10.[41] The NPs and NPs–DOM concentrations were
determined by measuring extinction at 300 nm with a spectrophotometer
and using the linear calibration curves of the respective standard
solutions (SI Figure S2). Zeta potentials
of the NPs and NPs–DOM at pH 6.0 were determined using a DLS
analyzer and are shown in SI Table S1.
Transport Experiment
Transport experiments were performed
in 10 cm-long and 1.5 cm-inner diameter glass chromatographic columns.
Quartz sand particles of two sizes (70- and 338-μm average particle
size) were cleaned by immersing in 6 M HCl, followed by repeated rinsing
with Milli-Q water. Different amounts of sand and GT (0%–2%)
were mixed with 10% Milli-Q water to adhere the material to the surface
of the sand. The columns were wet packed with quartz sand or GT-coated
sand. The effective porosity and bulk density of the 70-μm packed
sand were 0.38 ± 0.02 cm3·cm–3 and 1.59 ± 0.04 g cm–3, respectively, and
those of the 338-μm packed sand were 0.44 ± 0.03 cm3·cm–3 and 1.45 ± 0.07 g·cm–3, respectively. These values and experimental flow
velocity (1 mL·min–1) are consistent with those
reported in our previous studies.[25,42] Therefore,
the longitudinal dispersivities in this study were considered as 0.206
for the 70-μm sand and 0.487 for the 338-μm sand. Before
the transport experiments, the columns were preconditioned with approximately
15 pore volumes (PVs) of 10 mM NaCl in Milli-Q water using a peristaltic
pump (BT-100 1F, Longer) in the upflow mode. Generally, the rate of
particle deposition for upflow mode was greater than that for downflow
mode.[43] All column experiments were performed
at a typical soil pH (6.0), and 10 PVs of NPs, DOM, or NPs–DOM
in 10 mM NaCl were injected into the columns, followed by elution
with 5 PVs of 10 mM NaCl. Owing to the presence of ions in the DOM
solution, NaCl was added to ensure the similarity of ionic strength
under different conditions. The specific experimental conditions are
shown in SI Table S3. The surface functional
groups on the DOM mixed with NPs were analyzed using Fourier transform
infrared (FTIR) spectroscopy (Nicolet iS5, Thermo) in the 400–4000
cm–1 range after freeze-drying.In the transport
experiments, the NPs concentrations in the effluent were measured
at each PV using a spectrophotometer. For individual DOM transport,
the concentrations of DOM in the effluent and DOM retention after
the experiments were measured using a TOC analyzer and solid module,
respectively. Transport experiment data were simulated using a one-dimensional
nanoparticle transport model considering attachment/detachment and
chemical nonequilibrium with two-site (reversible and irreversible)
kinetic retention.[44] Although the nanoparticle
(reaction-limited and diffusion-limited) aggregation[45] was not considered, the proposed model can reflect the
characteristics of NPs transport. Details of the transport model are
shown in SI S5. The interactions between
NPs and the sand surfaces were elucidated based on the DLVO theory,[46,47] which are provided in SI S6.After
the transport experiments, the column sand was divided into
four 2.5 cm long layers. As NPs cannot be easily distinguished from
their complex mixtures (NPs, GT, DOM, and sand), the its deposition
in the column was not analyzed. However, the zeta potentials of the
sand before and after cotransport experiments (finely ground) were
measured using a DLS analyzer for DLVO analysis, and are shown in SI Tables S2 and S3. The surface elemental compositions
of the inlet sand (0–2.5 cm) during the cotransport of 50NPs
with different DOM were determined by X-ray photoelectron spectroscopy
(XPS, ESCALAB 250XI, Thermo). Moreover, the deposition of NPs at the
column inlet during cotransport with SMDOM was analyzed
using SEM with a Zeiss Merlin Compact (OxfordX-MAX, Zeiss).
Quantum
Chemical Calculation
To investigate the intricacies
of NPs–DOM interactions, representatives of polysaccharides,
lipid-like compounds, and proteins were selected. The basis for selecting
typical DOM (cellulose (CL), amylose (AM), oleic acid (OA) tetrapeptide
(TP, valine-glycine-serine-alanine), HA, and fulvic acid (FA)) and
their molecular formula are shown in SI S7 and SI Figure S3. The original configurations
of the complexes were searched using the Molclus program.[48] The configurations were optimized based on Parameterized
Model number 6 and the all-electron density functional theory was
calculated using Gaussian 16[49] (Details
given in SI S7). The binding energy equations
are presented in SI S8. To clarify the
interaction mechanism, the electrostatic potential (ESP) was analyzed
using Multiwfn software.[50] The complex
structures and contour surfaces of ESP were visualized using the Visual
Molecular Dynamics software.[51] Each system
was divided into three key regions, and their area vertex coordinates
and interpenetration distances were calculated.
Results and Discussion
Effect
of Goethite on Nanoplastics Transport
The observed
and simulated results of NPs transport with different sizes (50 and
400 nm) in sand or GT-coated sand columns are shown in Figure and SI Table S4. Transport of both 50NPs and 400NPs was unimpeded
in the 70- and 338-μm quartz columns (effluent recovery within
91.9%–106.6%) (Figure and SI Table S4). The transport
of 50NPs decreased with increasing GT content, which was more evident
in fine sand, as indicated by a significantly reduced recovery rate
(from 98.8% to 51.1%) (Figure a,b and SI Table S4). In a previous
study, the presence of Fe minerals did not influence the transport
of 20 nm NPs.[13] However, in our study,
as the NPs size and Fe mineral content increased, the effect of Fe
minerals on decreasing NPs transport was observed. A previous study
reported that high contents (15–45%) of Fe mineral caused greater
retention of 50NPs at pH 5–9 than that in this study.[52] Due to the unsaturated coordination, GT easily
coordinated with water and formed a hydroxylated surface after water
dissociation. The surface hydroxyl group of GT could undergo proton
migration, showing amphoteric oxidation characteristics and finally
resulting in NPs adsorption.[53] Although
GT caused the retardation of 50NPs, the retention was primarily in
reversible sites, which corresponded to high k1a and low k2a values (SI Table S4). Reversible retention facilitated
the maintenance of the BTC height at approximately one (Figure ). A 0.2% GT content considerably
retarded 400NPs transport in coarse and fine sand columns, suggesting
that GT had a strong retardation effect on large NPs. Compared with
that of 50NPs, the value of k2a increased
for 400NPs, indicating a more irreversible deposition for larger NPs.
Similar observations were made by a study of cotransport and deposition
of iron oxides with different-sized plastic particles.[13] Additionally, the zeta potential of sand changed
from negative to positive in the presence of GT (SI Table S2), decreasing the primary energy barrier of DLVO
to below zero, regardless of the NPs size (SI Figure S4). These results were similar to a previous study,
which reported a low primary energy barrier between NPs and a soil
with high Fe content.[12] Thus, the transport
of 400NPs was retarded; however, the retardation of 50NPs was low
with rare irreversible retention. This result indicates that the DLVO
theory effectively explains the transport of large NPs; however, there
is a knowledge gap between the DLVO theory and the transport of small
NPs.
Figure 1
Breakthrough curves of the transport of 50NPs (a,b) and 400NPs
(c) in the pure or GT-coated 70-μm and 338-μm sand columns
at an influent pH of 6.0. Symbols indicate observed data and solid
lines indicate simulation fitting. Recovery rates of <5% in the
effluent did not fit.
Breakthrough curves of the transport of 50NPs (a,b) and 400NPs
(c) in the pure or GT-coated 70-μm and 338-μm sand columns
at an influent pH of 6.0. Symbols indicate observed data and solid
lines indicate simulation fitting. Recovery rates of <5% in the
effluent did not fit.
Physicochemical Properties
of DOM and DOM-Nanoplastics
The physicochemical properties
of DOM released from different agricultural
organic inputs are presented in Figure a–f. The DOM concentration released by BC (1.5
mg L–1) was lower than that released by WS (31.4
mg L–1) and SM (29.5 mg L–1) (Figure a), while the zeta
potential of BCDOM (−59.0 mV) was higher than that
of WSDOM (−22.8 mV) and SMDOM (−30.7
mV) (Figure b), similar
to the results of our previous study.[25] The SEC-UPLC results revealed the typical size distribution of DOM.
The first peak time of the three DOM species was similar (∼5.7
min), showing a similar molecular weight of 53.9 kDa (Figure c). The second peak of WSDOM (∼11.2 min) appeared to be slightly earlier than
those of BCDOM and SMDOM (∼11.7 min),
showing a higher molecular weight of WSDOM (1.1 kDa) than
those of BCDOM and SMDOM (0.8 kDa) (Figure c).
Figure 2
Concentrations (a), zeta
potential (b), steric exclusion chromatography
(c), excitation–emission spectra and humification indices for
DOM released by different agricultural organic inputs (d–f),
and FTIR spectra of NPs and different DOM mixed with 50NPs (g) and
400NPs (h).
Concentrations (a), zeta
potential (b), steric exclusion chromatography
(c), excitation–emission spectra and humification indices for
DOM released by different agricultural organic inputs (d–f),
and FTIR spectra of NPs and different DOM mixed with 50NPs (g) and
400NPs (h).The HIX of BCDOM (3.48)
was high because of the high
fluorescence intensity of the HA-like area (region of E = 250–420 nm, Em = 380–520 nm) (Figure d). The highlighted area of WSDOM was similar to the EEM map of macrophyte-derived DOM,[54] and the HIX of WSDOM (0.34) was the
lowest (Figure e).
The degree of humification of SMDOM (2.19) was between
those of BCDOM and WSDOM (Figure f), and microbial byproducts and amino acids
were the major fluorescent DOM in SMDOM.[55]The FTIR spectra of NPs and their mixtures with different
DOM showed
no significant difference between 50NPs–DOM and 400NPs–DOM
(Figure g,h). The
series absorption peaks of NPs corresponded to the characteristic
absorption peaks of polystyrene[41] (Details
given in SI S12). To eliminate the interference
of the NPs peak, a differential spectrum was obtained for different
50NPs–DOM (SI Figure S5). For the
NPs-BCDOM, peaks at 3341, 1733, 1666, and (1411 and 1158)
cm–1 represented the O—H, C=O, (C=O
and C=C), and C—H stretching vibrations, respectively,
which are the characteristic absorption peaks of BC.[56] In the NPs-WSDOM, 3405 cm–1 represented the O—H stretching vibration, 2931 cm–1 represented the C—H stretching vibration in methylene, and
1735 cm–1 represented the C=O stretching
vibration in ester carbonyl, indicating the presence of lipid-like
compounds.[57] The absorption peak at 1655
cm–1 was assigned to the protein in the amide I
band.[58] Although the absorption peak of
the protein in amide II was concealed by miscellaneous peaks, the
EEM results indicate the presence of plant proteins derived from wheat
(Figure e). Moreover,
the wide absorption peak at 1118 cm–1 indicated
the presence of polysaccharides.[59] Although
cellulose does not easily dissolve in water, WSDOM possibly
contained cellulose fragments and starch owing to the high cellulose
content (38.72%) and soluble starch (0.071%) in WS (SI Table S5). For NPs-SMDOM, 1654 cm–1 represented the protein absorption peak[60] and 1009 cm–1 represented the C—O—C
stretching vibration of the undigested cellulose[61] in organic fertilizers. In general, changes were not observed
in the absorption peaks of each functional group of the NPs. This
indicates that no chemical reaction occurred between the NPs and different
DOM. However, DOM can be physically adsorbed on NPs,[62,63] and different organic components, including proteins, lipids, polysaccharides,
and cellulose, can interact with NPs.
Effect of DOM on Nanoplastics
Transport
Cotransport
of different-sized NPs and DOM was investigated in specific GT-coated
sand columns (2% for 50NPs and 0.2% for 400NPs) and their BTCs and
simulation results are shown in Figure and SI Table S7, respectively.
Regardless of the size of the sand and the GT contents, the transport
of individual 50NPs was fast (Figure ); however, the BTC height of NPs cotransported with
DOM was significantly reduced. In the fine-sand columns (Figure a,e,i, the recovery
rates of 50NPs in the effluent were 0%–18.5% (SI Table S7). Although the 50NPs transported at a certain
rate in the coarse sand columns, their recovery rates decreased by
12.3%–48.5% compared to those of the NPs without DOM (Figure b,f,j and SI Table S7). The k1a and k2a values decreased and increased,
respectively (SI Table S7), indicating
that the reversible retention of 50NPs decreased, while their irreversible
retention increased. The k2a values in
fine sand columns (1.957–2.910 min–1) were
higher than those in coarse sand columns (0.025–0.372 min–1), consistent with the results observed for the transport
characteristics.
Figure 3
Breakthrough curves of 50NPs (a,b,e,f,i,j) and 400NPs
(c,d,g,h,k,l)
cotransport with different DOM with different concentrations in the
0.2 (a,b,e,f,i,j) and 2% (c,d,g,h,k,l) GT-coated 70 μm (a,c,e,g,i,k)
and 338 μm (b,d,f,h,j, l) sand columns at an influent pH of
6.0. Symbols indicate observed data and solid lines indicate simulation
fitting. Recovery rates of <5% in the effluent did not fit.
Breakthrough curves of 50NPs (a,b,e,f,i,j) and 400NPs
(c,d,g,h,k,l)
cotransport with different DOM with different concentrations in the
0.2 (a,b,e,f,i,j) and 2% (c,d,g,h,k,l) GT-coated 70 μm (a,c,e,g,i,k)
and 338 μm (b,d,f,h,j, l) sand columns at an influent pH of
6.0. Symbols indicate observed data and solid lines indicate simulation
fitting. Recovery rates of <5% in the effluent did not fit.A stable coexistence was observed for different
DOM and 50NPs in
the suspension (SI Figures S7 and S8a,b), and similar observations were made by a previous study.[64] Therefore, the deposition of 50NPs could not
be attributed to heteroaggregation with DOM. The DOM in the column
exhibited three forms: GT adsorbed form, NPs bound form, and individual
form. As the DOM gradually adsorbed on the GT during cotransport (Figure ), the zeta potential
of 2% GT-coated sand at the inlet (0–2.5 cm) changed from positive
to negative (SI Table S3). For SMDOM with high TOC concentrations, as well as, moderate zeta potential
and HIX, the potential of the 2% GT-coated sand in the entire sand
column was negative after adsorption (SI Table S3). This transition increased the electrostatic repulsion
between the 50NPs and sand. The DLVO interaction energy between 50NPs
and the sand after NPs cotransport with DOM showed that the primary
energy barrier appeared at some positions, particularly in the columns
eluted with SMDOM (SI Figure S9a–f). Although the favorable chemical conditions of the 50NPs transport
gradually improved and part of the deposition sites were occupied
by DOM during the experiments, 50NPs transport was inhibited. The
codeposition of DOM and 50NPs was attributed to the increased agglomeration
of NPs by bridging and neutralization promoted by DOM and Fe minerals.[20,35]
Figure 4
SEM
images of 50NPs (a,b) and 400NPs (c,d) deposited on GT-coated
sand from the 0–2.5 cm column layer.
SEM
images of 50NPs (a,b) and 400NPs (c,d) deposited on GT-coated
sand from the 0–2.5 cm column layer.Although the DOM concentrations in the fine sand columns varied
between 0.37 and 31.4 mg L–1, the recovery rates
of 50NPs were <18.5% (Figure a,e,i and SI Table S7),
indicating that even a small amount of DOM caused the deposition of
50NPs. Small pores increased the contact opportunities among DOM,
50NPs, and GT, we therefore propose that the retention of 50NPs is
due to their interaction.[65] In coarse sand
columns, the recovery rates of 50NPs decreased (from 54.5%–74.6%
to 38.4%–47.0%) with increasing DOM concentrations (Figure b,f,j and SI Table S7), suggesting that a high DOM concentration
enhanced 50NPs retention. The DOM for managing 50NPs deposition was
mainly in GT adsorbed form and NPs bound form. Owing to the large
pores available for 50NPs and individual DOM transport in coarse sand
columns, the increase in deposition was low. For different sources
of DOM, based on the environmental release capacity, SMDOM exhibited the most evident retarding effect on 50NPs transport.
Although the DOM concentration released by BC was the lowest, the
retardation effect of BCDOM with a high HIX (3.48) on the
transport of 50NPs was comparable to that of WSDOM with
a low HIX (0.34), as WSDOM were released in large quantities
by wheat straw. This suggests that HA played a crucial role in 50NPs
deposition. Additionally, the compositions of WSDOM and
SMDOM were more complex than that of BCDOM,
and a certain type of DOM might bind strongly to the NPs, thereby
having a significant impact on their deposition.The transport
characteristics of 400NPs were the opposite to those
of 50NPs, as DOM facilitated 400NPs transport (Figure ). Similarly, a previous study reported that
HA may promote the transport of approximately 500 nm NPs in manganese
oxide-coated sand.[53] In the present study,
the promotion effect of a quarter of the DOM concentration on 400NPs
transport was limited, particularly in the fine sand columns (Figure c,d). The promotion
of 400NPs transport increased with increasing DOM concentration (Figure c,d,g,h,k,l), as
confirmed by the increase in the recovery rates and decrease in the k2a values (SI Table S7). Negatively charged functional groups (e.g., −COOH and −OH)
were present on the DOM surface, which likely modified the surface
charge of both the NPs and the GT-coated sand. Owing to the low GT
content (0.2%), DOM significantly changed the zeta potential of the
GT-coated sand (SI Tables S2 and S3). Therefore,
the DLVO interaction energy between 400NPs and sand after cotransport
also changed significantly. The interaction between 400NPs and the
sand at different column positions presented an evident primary energy
barrier (77.3–344.2 kT) (SI Figure S9g–l). These conditions may have caused the resumption of 400NPs transport.
This indicates that GT adsorbed DOM mainly affected 400NPs transport
by charge modification and competitive adsorption. The WSDOM and SMDOM did not contribute to the negative charge of
400NPs (SI Table S1); thus, the change
in the surface charge properties of the GT-coated sand was considered
as the key factor. The surface charge changed significantly in the
coarse sand column (SI Table S3), and thus,
400NPs transported readily in the coarse sand column. Even in the
2% GT-coated fine sand columns, the adsorption of pristine- and half-SMDOM during their transport fully changed the electrical properties
of sand (SI Table S3); thus, it can be
speculated that the transport of 400NPs would also be promoted under
these conditions.The changes in the distance and the range
of the zeta potential
of 0.2% GT-coated sand were small due to low HIX of WSDOM (SI Table S3). Therefore, the promotion
effect of WSDOM on 400NPs transport was the lowest, while
that of SMDOM with moderate HIX and high concentration
was the highest, even though SMDOM caused low sedimentation
of 400NPs (SI Figure S8c,d). BCDOM, with the highest HIX but low concentration, had a moderate promoting
effect on 400NPs transport. In general, different DOM had different
effects on 400NPs transport.
Deposition of Nanoplastics
The depositional
morphology
of the NPs at the column inlet (0–2.5 cm) was analyzed using
SEM (Figure ). As
the different DOM could not be distinguished, samples in the presence
of SMDOM were chosen as examples. The highlighted spheres
on the rough surfaces in the SEM images indicated that NPs were deposited
on the GT, regardless of the presence of DOM (Figure ). Hence, it is reasonable to assume that
adsorption occurred between Fe oxides and NPs,[13] as well as between Fe and organic matter.[66] Dense and single-layered 50NPs aggregates were bound to
GT clusters in the presence of SMDOM (Figure b and SI Figure S10a), while the deposition of 50NPs was sparse GT alone
(Figure a), which
is consistent with the results observed for the transport characteristics
(Figure ). For 400NPs
with a high volume, 400NPs deposition as layers occurred in the presence
of GT (Figure c and SI Figure S10b). The presence of DOM reduced
their deposition, and their relationship was similar to that reported
in a previous study, which reported that GT adsorbed onto plastic[13] (Figure d and SI Figure S10b).DOM
entered at a high negative charge on the GT-coated sands (SI Table S3), resulting in high chemical heterogeneity.
Moreover, the roughness of the sand can promote interactions that
cause deposition, even under electrostatically unfavorable conditions.[67] Nevertheless, chemical and physical heterogeneity
contributed to changes in NPs mobility. Although the DLVO theory explained
the transport of 400NPs, it could not clarify the deposition of 50NPs.
The XPS results only identified the codeposition of NPs (C—C/C—H,
82.7–84.2%) and other DOM (C—O, O—C=O,
4.9–11.7%) (SI Figure S11), but
it could not clarify the codeposition mechanism. The concentrations
and types of DOM released by the agricultural organic inputs varied.
In addition to the DOM concentration, HA plays an important role in
50NPs deposition and 400NPs transport. Moreover, other species of
released DOM, such as lipids, proteins, and polysaccharides, from
agricultural organic inputs possibly had various impacts on the fate
of 50NPs and 400NPs, which requires further discussion.
Interaction
between Nanoplastics and Representative DOM
Although the
interaction between DOM and NPs has been analyzed by
FTIR spectra in this study and observed by SEM[35] in previous studies, their microinterface mechanism requires
further investigation. In this study, both the liquid phase and the
GT-adsorbed DOM might have interacted with the NPs. Quantum chemical
computations are widely used to calculate the interactions between
NPs and organic matter.[68−71] Various DOM species were derived from agricultural
organic inputs. Although the quantum chemical calculations of the
representative NPs–DOM systems cannot encompass all DOM species,
they do provide a theoretical basis. In general, the NPs and representative
DOM structures exhibited a surface penetration area, and van der Waals
interaction (IVDW) and electrostatic interaction
(IES) held the molecules together. The
benzene ring of NPs contained abundant π-electrons, which exhibited IES with a positively charged region of the representative
DOM. Moreover, hydrogen bond interaction (IHB) enhanced the interaction between NPs and DOM (Figure ). The interpenetration distances
of key regions were in the range of 0.201–1.149 Å (SI Table S8).
Figure 5
Cluster model of the structures of NPs
and representative DOM:
NPs-CL (a), NPs-AM (b), NPs-OA (c), NPs-TP (d), NPs-HA (e), and NPs-FA
(f). The blue-green, white, red, and blue spheres represent C, O,
H, and N, respectively, and the green lines represent hydrogen bonds.
ESP indicates the electrostatic potential of the macromolecule, wherein
red and blue are the positive and negative areas, respectively. Three
key regions (A, B, and C) were identified for each cluster model.
Their vertex coordinates and interpenetration distances are shown
in SI Table S8. The binding energies between
the representative NPs and DOM are shown in SI Table S9.
Cluster model of the structures of NPs
and representative DOM:
NPs-CL (a), NPs-AM (b), NPs-OA (c), NPs-TP (d), NPs-HA (e), and NPs-FA
(f). The blue-green, white, red, and blue spheres represent C, O,
H, and N, respectively, and the green lines represent hydrogen bonds.
ESP indicates the electrostatic potential of the macromolecule, wherein
red and blue are the positive and negative areas, respectively. Three
key regions (A, B, and C) were identified for each cluster model.
Their vertex coordinates and interpenetration distances are shown
in SI Table S8. The binding energies between
the representative NPs and DOM are shown in SI Table S9.In the NPs-CL system,
with a binding energy of −178.29 kJ
mol–1 (SI Table S9),
the ESP on the surfaces of the two molecules overlapped in opposite
directions (regions A, B, and C) (Figure a). In area A, IHB was observed between the hydrogen atom of the hydroxyl group on
the CL and the carbon atom of the benzene ring on the NPs, which further
enhanced the interaction. Although IVDW and IES were evident in the NPs-AM system, IHB did not occur, (Figure b), causing a decrease in the binding energy
to −158.61 kJ mol–1. (SI Table S9). In the NPs-OA system, only charge distribution
was present near the carboxyl group of OA (region A) (Figure c). Although an OA chain surrounded
the NPs and the interpenetration distance of the key areas was very
small (0.168–0.359 Å) (SI Table S8), the binding energy of the system was low (−117.76 kJ mol–1) (SI Table S9) due to
the absence of IES. Previous studies suggested
that lipids and NPs (polyethylene) dominantly interacted via IVDW,[68] and that the
ESP was low (−57.6 kJ mol–1).[71] Therefore, lipids were considered to have a
weak effect on NPs transport. In the NPs-TP system, regions A and
C exhibited an overlap of positive and negative potentials (Figure d). The binding energy
of this system was −121.81 kJ mol–1, which
was higher than that of the NPs-OA system (SI Table S9).In the NPs-HA and NPs-FA systems, IBD occurred between the carbon atom of the benzene
ring on NPs and
either the hydrogen atom in the hydroxyl group on HA (region C) (Figure e) or the hydrogen
and oxygen atoms in the carboxyl group on FA (region B) (Figure f). Moreover, the
positive and negative potentials in the two systems overlapped. The
binding energies of the NPs-HA and NPs-FA system were −169.92
and −166.08 kJ mol–1, respectively, which
were close to that of the NPs-CL system. Although HA and FA had similar
binding energies to NPs, on a large scale, HA with a chain-like structure
may assume an intertwined conformation with NPs, which is more conducive
to form electrostatic potential overlap on their surfaces and the
hydrogen bonds. Moreover, intertwined conformation likely led to multipoint
attachment between NPs and HA (1.020–1.113 Å) (SI Table S8). It is known that NPs are polarized
when they are near the HA polar group, and the induced dipole and
inherent dipole are attracted to one another, which generates an induced
force. Therefore, inconsistent instantaneous positive and negative
charge centers of gravity may be formed when NPs come close to the
hydrophobic group of HA, generating transient dipoles and a dispersion
force.[68,71] A previous study reported that HA adsorption
on MPs was higher than that of FA,[63] which
supported our hypothesis. Intertwined conformation might occur between
the long-chain CL and NPs. A similar mechanism of bridging coagulation
has been applied to MPs removal by chain-like structure protein amyloid
fibrils,[73] confirming the strong interaction
between NPs and long-chain DOM.
Mechanism of Cotransport
of Nanoplastics and DOM
Particle Size Selectivity
According
to the DLVO theory,
NPs–DOM complexes are repelled by electrostatic interaction
as approach the DOM-loaded GT-coated sand. The repulsion for 50NPs
(0–27.0 kT) was much lower than that for 400NPs (77.3–344.2
kT) (SI Figure S9). This resulted in opportunities
for 50NPs to get closer to the sand. A study reported that the DLVO
model is inaccurate for short interparticle distances owing to a non-DLVO
attractive interaction within a range of ∼3 nm.[75] Furthermore, this non-DLVO attraction may essentially
be invariant with salinity and is likely obtained mostly or entirely
from specific charge–charge Coulomb interactions in the electric
double layer.[74] In that case, when the
distance between 50NPs–DOM complex and GT-coated sand is less
than 3 nm, DOM adsorption likely occurred on GT due to Coulomb interactions[74] and ligand exchange.[66,75] Subsequently, the formation of GT–DOM–50NPs complexes
retarded 50NPs transport. For the transport of small NPs, non-DLVO
attraction may be more significant than DLVO force. The small pore
structure,[29,65] surface roughness of GT-coated
sand,[71,76,77] and morphology
of GT[78] increased the probability of GT–DOM–50NPs
bond formation, thereby providing favorable conditions for 50NPs deposition.
Although quantum interactions occurred between DOM and 400NPs, it
was difficult to form GT–DOM–400NPs complexes because
400NPs were repulsed from from GT-coated sand by electrostatic and
steric repulsion by the DOM attached to nanoparticles and sand.[36]
Role of DOM
Various organic matter
components were
pyrolyzed during the preparation of BC, and BCDOM components
were relatively simple. As the HIX was high (3.48) for BCDOM (Figure d), HA was
considered as the main component. Although the HA concentration was
low, it likely retarded the transport of 50NPs (Figure ) because of the strong interaction between
NPs and HA. The components of WSDOM were complex and contained
different DOM species. Although the HIX was low, WSDOM was
rich in CL fragments derived from the straw cell walls, which strongly
interacted with the WSDOM and NPs. Moreover, WSDOM was readily deposited in the fine sand column with a high GT content
(SI Figure S6 and Table S6), which facilitated its codeposition with 50NPs. Thus, WSDOM had a retardation effect on 50NPs transport that was similar
to that of BCDOM (Figure ). Furthermore, SMDOM had a complex composition
with a high concentration. This suggests that the moderate degree
of humification and CL content are probably key characteristics of
SMDOM, and HA and CL have strong interactions with 50NPs,
resulting in the highest retardation effect on their transport (Figure ). Lipids and proteins
were also important components of WSDOM and SMDOM; however, their representative substances had low interactions with
NPs (66.0–71.7% of that between NPs and CL/HA) and therefore,
may contribute little to deposition. Moreover, lipids, proteins, and
starch have short-term impacts on NPs deposition as they are easily
degraded. In contrast, the influences of CL, HA, and FA might have
prolonged effects due to their stability in the soil. In the long
term, the retention of microbiologically available WSDOM and SMDOM was conducive to biofilm formation, and thus,
causing the NPs retardation by biochemical effects.[15] Although the influent conditions were unified by 10-mM
NaCl, the ions released during DOM extraction promoted the formation
of GT–DOM–50NPs,[35] especially
in SMDOM.
Environmental Implications
Farmland soil may represent one of the largest environmental sinks
for plastics pollution.[79] Our findings
highlight the significant environmental implications of agricultural
organic inputs on farmland soils containing NPs. After the application
of these inputs in agricultural production, the DOM concentrations
significantly increased in the soil pore water. The addition of 5%
biochar increased the soil DOM by >5 mg L–1,
while
DOM leaching significantly increased.[80] Additionally, 13–60% DOM was derived from the straw that
was returned to agricultural soil,[81] and
organic fertilization doubled soil DOM concentrations.[82] In this case, abundant DOM in agricultural soils
might cause the downward transport of large NPs, while small NPs were
retained in the tillage layer. The application of organic fertilizers
may further promote NPs size differentiation during transport. Furthermore,
NPs retention may have direct or indirect knock-on effects on plants
and crop yields[18] and can accumulate in
the roots and migrate to the shoots.[83] Because
NPs are toxic to most life forms and can transport metallic and organic
pollutants,[84] their accumulation in the
tillage layer increases the risk of NPs transmission from the food
chain to human, which requires further attention.
Authors: Dengjun Wang; Scott A Bradford; Ronald W Harvey; Bin Gao; Long Cang; Dongmei Zhou Journal: Environ Sci Technol Date: 2012-02-24 Impact factor: 9.028
Authors: Jenna R Jambeck; Roland Geyer; Chris Wilcox; Theodore R Siegler; Miriam Perryman; Anthony Andrady; Ramani Narayan; Kara Lavender Law Journal: Science Date: 2015-02-13 Impact factor: 47.728