Plastic materials contain various additives, which can be released during the entire lifespan of plastics and pose a threat to the environment and human health. Despite our knowledge on leakage of additives from products, accurate and rapid approaches to study emission kinetics are largely lacking, in particular, methodologies that can provide in-depth understanding of polymer/additive interactions. Here, we report on a novel approach using quartz crystal microbalance (QCM) to measure emissions of additives to water from polymer films spin-coated on quartz crystals. The methodology, being accurate and reproducible with a standard error of ±2.4%, was applied to a range of organophosphate esters (OPEs) and polymers with varying physicochemical properties. The release of most OPEs reached an apparent steady-state within 10 h. The release curves for the studied OPEs could be fitted using a Weibull model, which shows that the release is a two-phase process with an initial fast phase driven by partitioning of OPEs readily available at or close to the polymer film surface, and a slower phase dominated by diffusion in the polymer. The kinetics of the first emission phase was mainly correlated with the hydrophobicity of the OPEs, whereas the diffusion phase was weakly correlated with molecular size. The developed QCM-based method for assessing and studying release of organic chemicals from a polymeric matrix is well suited for rapid screening of additives in efforts to identify more sustainable replacement polymer additives with lower emission potential.
Plastic materials contain various additives, which can be released during the entire lifespan of plastics and pose a threat to the environment and human health. Despite our knowledge on leakage of additives from products, accurate and rapid approaches to study emission kinetics are largely lacking, in particular, methodologies that can provide in-depth understanding of polymer/additive interactions. Here, we report on a novel approach using quartz crystal microbalance (QCM) to measure emissions of additives to water from polymer films spin-coated on quartz crystals. The methodology, being accurate and reproducible with a standard error of ±2.4%, was applied to a range of organophosphate esters (OPEs) and polymers with varying physicochemical properties. The release of most OPEs reached an apparent steady-state within 10 h. The release curves for the studied OPEs could be fitted using a Weibull model, which shows that the release is a two-phase process with an initial fast phase driven by partitioning of OPEs readily available at or close to the polymer film surface, and a slower phase dominated by diffusion in the polymer. The kinetics of the first emission phase was mainly correlated with the hydrophobicity of the OPEs, whereas the diffusion phase was weakly correlated with molecular size. The developed QCM-based method for assessing and studying release of organic chemicals from a polymeric matrix is well suited for rapid screening of additives in efforts to identify more sustainable replacement polymer additives with lower emission potential.
Plastics are widely
used both in industry and in our daily life,
which has caused a rapid increase in production to a global production
rate reaching 348 million metric tons in 2017.[1] To improve the performance and functionality of the final products,
most virgin polymers are first compounded with additives and then
manufactured with processing aids, which are usually not covalently
bound to the polymer.[2] As a consequence,
release of ancillary chemicals from plastic products occurs in all
phases of the product life cycle,[3−7] posing risks to the environment and human health.[8] It has been reported that the rate and extent of release
of additives can be affected both by their properties (e.g., water solubility, hydrophobicity, and molecular weight) and those
of the polymers (e.g., composition, glass transition
temperature (Tg), and crystallinity),
as well as by environmental factors, such as temperature and weathering
processes.[5,9] Current research on plastic pollution focuses
mainly on effects and fate of microplastics or their potency to accumulate
and transport hydrophobic organic chemicals. Only a few studies have
been conducted on release of additives from plastics to water, despite
the high contents of additives in plastics and the adverse health
effect of many of these compounds.[10−12] Plastic waste in contact
with water is a significant source of environmental contamination
by plastic additives, as plastics are used in plumbing and drainage
systems, medical devices, and for outdoor use such as furniture and
tarpaulin.[13−15] It is therefore of great importance to increase our
understanding of the release processes of additives from plastics
to the aquatic environment and to find new chemicals with lower emission
potential.Recently, Sun et al. has studied
the release kinetics
into water of polybrominated diphenyl ethers (PBDEs) and 1,2-bis(2,4,6-tribromophenoxy)ethane
from microplastic pellets made of acrylonitrile butadiene styrene
terpolymer. They could predict the diffusion coefficients of brominated
flame retardants (BFRs) in other types of microplastics based on the
observed semiempirical linear relationship between the logarithm of
diffusion coefficient (log D) of PBDEs and the Tg of plastics.[12] Paluselli et al. reported the release kinetics of phthalates from
the polyvinyl chloride (PVC) cable and polyethylene bags into seawater
under varying light exposure, bacterial density, and temperature.[5] In most cases, these release experiments were
performed in the field by submerging plastic debris in seawater,[16] in laboratory settings by analyzing concentrations
of additives in the aqueous solution continuously,[5,17] or
by comparing the gravimetrical changes of the plastics before and
after water exposure.[18] Although these
experimental conditions are closer to those in the environment, these
methods usually take at least few weeks or even hundreds of days to
collect enough data. Long experimental periods may increase the risk
for losses by adsorption, evaporation, (bio)transformation reactions,
or changes in diffusivity because of formation of biofilms on the
plastic surfaces,[19] which increases the
uncertainty of these methods. In addition, the limited number of data
points produced could make it difficult to discriminate between different
transport models and thus increase the uncertainty in interpretation
of modeling results and further prediction. Therefore, it is urgent
to develop more rapid and accurate methodologies.Quartz crystal
microbalance (QCM) is a high-accuracy technique
that can record real-time mass changes of coatings applied to the
surface of piezoelectric crystals in contact with liquids at the nanogram
scale and has been extensively used in characterizing biomolecular
binding events at solid/liquid interfaces.[20] The technique was recently applied to investigate the deposition
and release kinetics of nanomaterials on/from silica surfaces, as
well as the deposition/desorption of low volatility toxins on microplastics in situ and in real time.[21−23] It has also been used
to measure the deposition of phthalates from the gas phase on QCM
crystal surfaces coated with silicon using an electron beam technique.[24] However, QCM has not been applied to study release
of polymer additives to water.Organophosphate esters (OPEs)
are a group of plastic additives,
which are produced in large volumes and used extensively in commercial
products as plasticizers and flame-retardants to replace BFRs.[25−27] Certain OPEs are known or suspected carcinogens or neurotoxic substances,[6] and several studies have reported on their occurrence
and distribution in indoor air, dust, and in aquatic environments.[7,28] Liang et al. recently determined the parameters
controlling gas phase emissions of OPEs in the indoor environment.[4] However, the release kinetics of OPEs from polymers
into the aquatic environment remains unclear, as does the variations
of OPE release patterns in relation to polymer properties and environmental
factors.In this study, we used various OPEs as model compounds
to develop
a novel approach based on QCM for measuring time-dependent release
from three different polymer films to the water phase in real time.
Empirical models were fitted to the mass changes detected by the QCM
to reach a better understanding of its relationship to the physicochemical
properties of the studied chemicals. In addition, Hansen solubility
parameters (HSPs) of the studied OPEs were predicted as a basis for
calculating the HSP distance between OPEs and polymers (DHSP), aiming at further understanding the relationship
between the solubility of additives in polymers and their release
kinetics. The QCM-based approach together with the derived parameters
provide a basis for quantifying and predicting the release potential
of polymer additives and thus assessing risks for environmental and
human exposure of emerging contaminants.
Materials and Methods
Materials
Polystyrene (PS) and poly(methyl methacrylate)
(PMMA) were purchased from Sigma-Aldrich; PVC was obtained from KEBO
Lab (Stockholm, Sweden). The OPEs used in this study were tris(2-chloroethyl)phosphate
(TCEP; 97% purity), tris(2-butoxyethyl)phosphate (TBEP; 94% purity),
tributylphosphate (TBP; 99%), and triphenyl phosphate (TPP; 99%) obtained
from Sigma-Aldrich (St. Louis, MO, USA); tris(1-chloro-2-propyl)phosphate
(TCPP) and tris(1,3-dichloro-2-propyl)phosphate (TDCPP), both of technical
quality, purchased from Albemarle (Charlotte, NC, USA); 2-ethylhexyl
diphenyl phosphate (EHDPP; 96%) purchased from Chiron AS (Trondheim,
Norway); (3-diphenoxyphosphoryloxyphenyl)diphenyl phosphate (RDP;
technical quality) as Fyrolflex RDP purchased from AkzoNobel (Arnhem,
The Netherlands); and tris[3-bromo-2,2-bis(bromomethyl)propyl]phosphate
(TTBNPP; 98%) purchased from Combi-Blocks (San Diego, CA, USA). The
structures and physicochemical properties for the polymers and OPEs
are listed in the Supporting Information (Tables S1 and S2). Toluene, chloroform, and tetrahydrofuran (THF),
all of HPLC grade, were purchased from VWR (Stockholm, Sweden). Ultrapure
water was produced by a Milli-Q Advantage Ultrapure Water purification
system (Millipore, Billerica, MA, USA) and filtered through a 0.22
μm Millipak Express membrane.
Preparation and Characterization
of Polymer/OPE Films
Polymer films containing OPEs were prepared
by spin-coating, following
reported procedures with some modification.[23,29] In brief, polymer solutions were obtained by mild sonication in
appropriate solvents in a water bath for 30 min (50 mg mL–1 PS solutions in toluene, 30 mg mL–1 PVC solutions
in THF, and 30 mg mL–1 PMMA solutions in chloroform).
Corresponding amounts of OPEs were weighed and added to separate polymer
solution aliquots and then mixed together. Then, polymer/OPE films
on gold-coated AT-cut piezoelectric quartz crystal sensors (Novaetech
S. r. l., Italy) were obtained by spin-coating at 3500 rpm for 30
s. All films were prepared 1 day before the QCM measurement. A similar
spin-coating procedure was used to prepare films of pure polymer or
polymer/OPE mixtures on glass substrates for surface morphology characterization
and for measurements of contact angle and film thickness. Scanning
electron microscopy (SEM) (Merlin FESEM, Carl Zeiss, Germany) was
used to investigate the surface morphology of polymer/OPE films. Static
contact angle measurements were obtained using a θ contact angle
meter from Biolin Scientific (Göteborg, Sweden). Film thickness
was measured using a DektakXT stylus profilometer (Bruker, Billerica,
MA, USA). Further details on spin-coating procedures and characterization
of polymer/OPE films are given in the Supporting Information.
QCM Measurements and Analysis
The
release patterns
of the tested OPEs from the corresponding polymer films were recorded
at room temperature (22 °C) using an openQCM Wi2 QCM instrument
(Novaetech S. r. l., Italy), which has a sensitivity of ∼4.42
ng Hz–1 cm–2 and a detection limit
of 1.25 ng in liquid (Figure S1). To investigate
the temperature effect on release patterns of OPEs, the water container
and QCM fluidic cell were placed into a gas chromatography (GC) oven
with a stable and accurate temperature. The flow rate was 3.0 mL min–1 in all experiments, except those designed to investigate
the influence of flow rate. Release of OPEs from polymer films led
to a decrease in the mass loading of the quartz crystal, thereby increasing
its resonance frequency. Considering that the polymer films were dried
prior to testing and the inability of water to swell the chosen polymers
(corroborated by the absence of apparent increases of mass in any
of the experiments), it is reasonable to assume that the polymer films
coated onto the quartz crystal are rigid, and thus the resonance frequency
changes, Δf, are directly proportional to the
mass changes (Δm) on the quartz crystal, according
to the Sauerbrey relationship[30]where f0 is the
resonant frequency of an uncoated quartz crystal (10 MHz), using A = 0.2826 cm–2 for the active, gold-coated
electrode-covered area of the quartz crystal, ρq =
2.648 g cm–3 for the density of quartz, and μq = 2.947 × 1011 g cm–1 s–2 for the shear modulus of quartz crystal.
Calculation
of HSPs
HSP is a combination of the three
components δD, δP, and δH (explained in Supporting Information). HSP values for studied polymers were taken from the literature,[31−33] and an average of each HSP component was calculated (Table S1). The approach to derive HSP data for
each of the studied OPEs, which was not available in the literature,
is described in detail in the Supporting Information. In brief, models were developed using partial least squares regression[34] with HSP data for 71 similar compounds from
the literature[35] (see Supporting Information) and a set of 65 calculated molecular
descriptors (MOE[36]) that had been used
in previous studies.[27,37,38] These models were applied to predict HSP parameters for the studied
OPEs (Table S2). DHSP was then calculated to provide a rough estimate of the
solubility of each OPE in the studied polymer films following the
equation[39,40]where
δD1, δP1, and δH1 are the HSP values for polymers, and δD2, δP2, and δH2 are the
HSP values for OPEs. Calculated DHSP is listed in Table S2.
Quality Assurance and Quality
Control
The repeatability
of the QCM approach was assessed by comparing the variations in six
repeated release curves from 30 wt % TPP in PS films. Furthermore,
the initial content of OPEs in polymer/OPE films after spin-coating
was also measured by GC–mass spectrometry (GC–MS) using
an Agilent 5975 instrument (Agilent Technologies, Palo Alto, CA).
After spin-coating, three quartz crystals coated with PS films containing
30 wt % of TCEP were extracted three times with 8 mL aliquots of methanol,
which were spiked with 2H-labeled TCEP as an internal standard.
The combined extracts were concentrated to 1–2 mL by rotary
evaporation and further concentrated to 1 mL by nitrogen blowdown.
A ZB-5MS capillary column (60 m, 0.25 mm ID, 0.25 μm film thickness;
Phenomenex, CA) was used for GC–MS analysis. The GC oven temperature
program was as follows: initial temperature was set at 90 °C
(held for 2 min), increased to 190 °C at 15 °C min–1, and then increased at 5 °C min–1 to a final
temperature of 300 °C. TCEP was monitored at m/z 249 and analyzed with GC–MS.
Results
and Discussion
Development of the QCM-Based Method to Study
Emissions of Polymer
Additives
Emissions from PS films with 20, 30, 40, and 50
wt % initial concentrations of TCEP and TPP were measured, and the
initial release from the PS films prepared with 30, 40, and 50 wt
% TCEP was very fast (Figure a). These levels were chosen to resemble use of OPEs as a
plasticizer (10–70 wt %) or a flame-retardant (3–25
wt %).[2,41] Emissions of pure PS film were measured
as a reference (Figure S6). During the
first second of the emission phase, the frequencies of the crystals
coated with PS containing 40 and 50 wt % of TCEP had already increased
to levels corresponding to the release of 13 and 20 wt % of TCEP,
respectively. This indicates that syneresis had taken place, causing
a significant fraction of the TCEP to be present on the surface of
the PS films with the highest loading (40–50 wt %). Following
the very fast initial mass loss, the release rates gradually slowed
down and approached plateaus after about 1 h. In contrast, the release
rate of the PS film prepared with 20 wt % of TCEP was much slower
at the beginning. Similar release patterns were observed for PS films
containing 30, 40, and 50 wt % of TPP, which showed faster release
at the initial stages than the PS film with 20 wt % of TPP (Figure b). This could also
be attributed to the increasing free volumes of PS caused by a plasticizing
effect of OPEs at higher concentrations and thus faster migration
and diffusion rates of OPEs.[42]
Figure 1
Release patterns
of (a) TCEP and (b) TPP from PS films containing
20, 30, 40, and 50 wt % of TCEP and TPP. For y axis, m0 means the initial OPE mass, and m means the OPE mass at time t.
Release patterns
of (a) TCEP and (b) TPP from PS films containing
20, 30, 40, and 50 wt % of TCEP and TPP. For y axis, m0 means the initial OPE mass, and m means the OPE mass at time t.We observed porous reticulated
structures and characteristic of
phase separation, using SEM for PS films containing 30 wt % of TCEP
and above; the 50% TCEP sample also showed holes in the ridges, where
trapped TCEP may have escaped to the surface during film annealing
(Figure a–d).
This segregation of the polymer phase cannot be caused merely by surface
dewetting[43] because the film with 20 wt
% of TCEP exhibited a smooth and featureless surface, similar to that
of the PS film prepared without OPE addition (Figure S7a). Besides higher concentration gradient of TCEP
between polymer films and water phase, spontaneous demixing, where
a large fraction of the TCEP is expelled to the surface at the drying
stage, could hence have contributed to the fast initial TCEP release
rates. Alternatively, the TCEP molecules inside the polymer film may
have transferred quickly to the polymer–water interface through
interconnected TCEP channels formed because of phase separation between
polymer and TCEP at higher concentrations.[44,45] We also tested PS films containing 10 wt % of TCEP, but no significant
release of TCEP could be detected over 3 h by our QCM system. This
indicates that TCEP was not capable of forming a continuous, interconnected
biphasic system at low concentrations, preventing its rapid release
from polymer films, or, alternatively, as one reviewer noted, the
low release rate could be explained by a low concentration gradient
of TCEP in the PS film and at its water interface, yielding emissions
of TCEP below the detection range of the QCM. Similarly, phase separation
was also observed in the PS films prepared with TPP at 40 and 50 wt
%, which showed bicontinuous wavy structures in the SEM images and
characteristic of spinodal decomposition (Figure e,f).[46] These
undulated structures could lead to a somewhat higher specific surface
area, which could at least partly explain the higher release rates
at higher TPP content as compared with lower levels (20 and 30 wt
%).
Figure 2
PS films characterized using SEM containing (a) 50 wt % of TCEP,
(b) 40 wt % of TCEP, (c) 30 wt % of TCEP, (d) 20 wt % of TCEP, (e)
50 wt % of TPP, (f) 40 wt % of TPP, (g) 30 wt % of TPP, and (h) 20
wt % of TPP.
PS films characterized using SEM containing (a) 50 wt % of TCEP,
(b) 40 wt % of TCEP, (c) 30 wt % of TCEP, (d) 20 wt % of TCEP, (e)
50 wt % of TPP, (f) 40 wt % of TPP, (g) 30 wt % of TPP, and (h) 20
wt % of TPP.TCEP was released at higher rates
than TPP independent on additive
levels in the polymer. TPP was however released in larger amounts
than TCEP when blended in PS at 40 and 50 wt %. The slower release
rate of TPP is well in line with a higher log KOW value, lower water solubility, bulkier molecule, and the
aromaticity of TPP, which yields lower partitioning to water at the
polymer–water interface and thus a higher polymer–water
partition coefficient. In addition, TPP can engage in π–π
interactions with PS and may exhibit greater steric hindrance in PS
films caused by the aromatic groups in TPP as compared with TCEP,
which could reduce the diffusion rate of TPP in PS films.[12] In this study, the experimental period to reach
the apparent steady state was significantly shortened, compared with
previous studies covering periods over weeks or even months using
plastic debris from real products.[12,16,17,47,48] This is because thin polymer films (427 ± 67 nm) were used
in this study (Figure S8), which significantly
increase their specific surface area and shorten the diffusion paths
of OPEs from the bulk polymer to the polymer–water interface.[5] Previous studies have reported significantly
increased release rates of additives from particulate plastic matrices
with reduction in the particle size and thus by shorter diffusion
paths and an increase in their specific surface area.[12,16] Very low emission rates have been reported from compounded plastic
pellets, which were obtained by crushing commercial products to sizes
from few micrometers to millimeters.[12,47,48] These compounded plastic pellets are chemically more
complex than the films prepared from pristine polymers by the spin-coating
method used in this study, as they contain numerous chemical additives
that could affect the material characteristics and likely influence
the emission rates of each additive.Considering the effects
of the aforementioned morphological features
of the polymer films on the OPE release patterns, experiments were
conducted using polymer films with 30 wt % of OPEs (i.e., where no variation in morphology was observed at the magnification
level of the SEM images). The repeatability of the developed method
for TPP release was assessed by measuring six individual PS films
containing 30 wt % of TPP, which resulted in a standard error of ±2.4%
(95% confidence interval) at the end of the plateau (see also Figure S9). In addition, the accuracy of the
developed QCM method was validated by analyzing the actual content
of TCEP in PS films with 30 wt % of TCEP using a GC–MS-based
method. In the analysis, we assumed that the mass fraction of TCEP
in the PS films coated on quartz crystals was identical to its original
fraction in the polymer/TCEP solution and that no losses had occurred
prior to analysis. A paired t-test revealed that
there was no statistically significant difference in the measured
TCEP levels in the GC–MS- and QCM-based analyses (Table S3), and a two-sided F-test verified that the variances for the two methods were significantly
different reflecting variation in sample preparation and analysis.
This analysis confirmed that the TCEP content in the polymer film
after spin-coating was in good agreement with the desired concentration
(30 wt %) and that the QCM method resulted in data with low variation.
Under the conditions tested in the current study, the flow rate showed
low impact on the release rates in the range of 1–4 mL min–1 using 30 wt % of TPP in PS (Figure S10).
Release of OPEs from PS Films
Nine
OPEs were selected
for comparison of their release patterns from PS films and these include
TCEP, TCPP, TBEP, TDCPP, TBP, TPP, EHDPP, RDP, and TTBNPP. The compounds
were selected to cover a large range in hydrophobicity, that is, from
1.6 to 8.0 in log KOW and different structural
functionalities including various halogens, alkyl-chains, and aromatic
structures (Table S2). The plot of the
release of these OPEs at 30 wt % in PS films with initial masses of ca. 13 μg (Figure and Table S4) indicated
that the emissions of all OPEs reached the apparent steady state within
10 h, except for EHDPP (∼32 h) (Figure S11). It was noted that each of the PS/OPE films studied exhibited
smooth and featureless surface without obvious phase separation characteristics
(Figure S12b–i), except PS films
with 30 wt % of TCEP (Figure S12a), indicating
that the differences in release kinetics of the OPEs originate mainly
from their variation in physicochemical properties and interactions
with the polymer matrix. Hydrophobicity and molecular size of additives
have in previous studies been attributed as the cause for variation
in release patterns.[49−53] Most OPEs exhibited large releases from the PS films, except RDP
and TTBNPP, which released only less than 5% of their original content
in 10 h. The slow release of these two compounds from PS could be
because of their low water solubility, evident from high log KOW values, but also because of their bulky molecular
structures, yielding large steric hindrance in the polymeric matrix
and thus decreased diffusion rates.[9] Although
EHDPP has a comparable log KOW value and
a similarly bulky molecular structure as RDP and TTBNPP, the release
of EHDPP was much higher (40% after 10 h, Figure ). This could be explained by the relatively
high water solubility of EHDPP, which is 600 and 2 × 106 times higher than those of RDP and TTBNPP, respectively.
Figure 3
Release patterns
of tested OPEs at 30 wt % loading in PS films.
Release patterns
of tested OPEs at 30 wt % loading in PS films.Numerous empirical models have been used to describe the mass transfer
processes between two media,[54,55] including release of
organic compounds from polymers into, for example, air, water, or
biota tissues.[56−58] Attempts to fit the experimental data to first-order
(linear) or second-order (single-exponential) emission models did
not succeed, indicating that the release processes are driven by more
than a single factor (e.g., dissolution, partition,
or diffusion). Several different empirical models fitted well with
the measured data (Table S5), however,
as discussed by Wells et al. many of these empirical
models tend to be overparameterized and may lead to faulty conclusions
when applied to the emission mechanisms.[58] For example, multiple parameter exponential models are commonly
used to describe additive emissions from microplastics or polymer
products[54,59] and were capable of fitting the data from
the present study very well (Table S5).
However, a sensitivity analysis of these models indicated overfitting,
likely because of the large number of independent parameters (three
parameters for the double exponential and five for the triple exponential).
Another kind of widely used modeling approach is the mass balance-based
semiempirical models.[12,61] However, as recently discussed
by Wells et al.,[58] although
these models are more fundamental compared to purely empirical models,
they are frequently overparameterized and requires a lot of assumptions
that are not always true, making the model quality hard to be determined
from fitting results. For example, one of the assumptions shared by
these models is a constant diffusion coefficient, which is not true
for our experimental setup. Therefore, the one-compartment Weibull
distribution model[58,62] was tested because it has only
two fitting parameters and thus appears to have lower risk of overfitting[58]where m0 is the
initial weight of OPEs, and m is the weight of OPEs at time t. The Weibull
scale parameter α and shape parameter β were obtained
by iterative curve fitting, which resulted in fits with correlation
coefficients varying from 0.90 to 0.99 (Table S6).Sensitivity analysis of the Weibull parameters was
conducted by
varying the α (log transferred) and β values up to 25%.
The results showed the risk of overfitting to be much lower for the
Weibull model compared to the other tested empirical models. The model
should be interpreted by the parameter α having an impact on
the initial fast releasing period, whereas β is related to the
second and slower part of the release phase. This agrees with previous
studies showing that the release process has a fast linear releasing
phase dominated by partitioning of additives between the polymer surface
and the water phase,[61] followed by a slow
phase dominated by diffusion in the polymer.[9,51,56,63] For the studied
OPEs, log α was found to be linearly correlated to the water
solubility of the compounds (log SW, R2 = 0.77, Figure S13a) and their hydrophobicity (log KOW, R2 = 0.95, Figure S13b). Previous studies have also shown that the polymer–water
partition coefficient is correlated to water solubility[65] or log KOW.[49−51,65,66] The partition phase has also proven to be dependent on the film
thickness and concentration gradient between the plastic and water.[61] The influence of concentration gradient is easily
seen in Figure , while
the impact of film thickness remains to be studied, as the films used
in this study have similar thickness. As for the diffusion-related
parameter β, RDP and EHDPP showed higher β values (0.62
and 0.63) while the other eight OPEs show relatively similar values
(0.15–0.33). The diffusion coefficient is typically correlated
with molecular size of polymer/additives or strength of chemical interactions
between the polymer and additive.[9,67−69] For the nine studied OPEs, the β parameter showed a slightly
better correlation with molecular volume (R2 = 0.37, Figure S13c) than with the solubilities
of OPEs in PS reflected by the predicted DHSP values (R2 = 0.30, Figure S13d). Note here that the applied DHSP data are derived from a QSPR model trained on a combination
of experimental and estimated data, and the predicted DHSP values for the nine OPEs showed a very low variation
(Table S2). The uncertainty in the DHSP data might thus have a high impact. The
highest β value of RDP and EHDPP cannot be explained by its
molecular size (molecular weight or volume), hydrophobicity (log KOW), or its solubility in PS (DHSP, Table S2), indicating
that the slower release process, likely diffusion-hindered, is not
directly controlled by any of these single features. Other factors
influencing the diffusion may be involved, such as the chemical structure
of the OPEs, and for example, the high β value of RDP may have
been caused by the five aromatic rings. A previous study showed that
besides molecular size, other polymer-related parameters, for example, Tg and aging of the polymers, can have an impact
on the diffusion.[61] The rate-limiting diffusion-controlled
phase is the most critical for estimating release to the environment
and for the eight studied OPEs emitted from PS (EHDPP excluded), and
the diffusion processes between 300 and 600 min can be considered
linear with similar release rates (0.3–0.8% of the initial
mass per hour, Figure S14). In the initial
phase of the curves, a linear and rapid drop can be observed for most
of the OPEs, indicating that there might be surface wash-off during
the first few minutes. However, a modeling effort of the release where
the first 5 min were omitted resulted in nearly similar Weibull coefficients,
indicating a two-phase emission process with the first phase controlled
by partitioning.
Effect of polymer/OPE Interactions on Release
Kinetics of OPEs
from Different Polymers
The release of a selected set of
OPEs (TBP, TDCPP, and TPP) was measured from the polymersPS, PVC,
and PMMA to study variation in polymer/OPE interactions (Figure ), with emissions
of pure PS, PVC, and PMMA films as references (Figure S6). TBP, TDCPP, and TPP were selected because they
have similar log KOW values but differ
in the nature of the substituents; linear butyl groups (TBP), chlorinated
isopropyl groups (TDCPP), and phenyl groups (TPP). The polymersPS,
PVC, and PMMA differ in their physicochemical properties. For example,
the measured contact angles, which reflect hydrophobicity of polymer
films, varied from 89.3 ± 0.8° for PS to 86.7 ± 4.3°
for PVC and 63.6 ± 5.0° for PMMA (Table S1). Their glass transition temperatures (Tg) vary from 105 °C for PS and PMMA to 70 °C
for PVC, and the HSPs, δH, corresponding to the energy
in hydrogen bonding between the additive and polymer, differ from
each other (i.e., 4.3, 5.8, and 7.5 for PS, PVC,
and PMMA, respectively) (Table S1). PMMA
exhibited the lowest release among the studied polymers at 30% loading,
with TBP releasing 10%, TPP releasing 23%, and TDCPP releasing 2%,
in 10 h. This is likely because of more rigid PMMA segments and lower
free volume than PVC, which could decrease the diffusivity of OPEs,
and thus lead to lower release from PMMA.[12] These characteristics are also reflected in higher Tg value of PMMA compared to PVC, even though the addition
of OPEs may decrease Tg values of polymers
to some extent. PS has a Tg similar to
PMMA (Table S1) but lower δH indicating lower hydrogen bonding capacity and it may thus be less
rigid, resulting in higher emissions. PMMA has also slightly longer
chain length on average compared with PS and PVC, according to their
molecular weight (Table S1), indicating
decreased flexibility of the chain backbone and thus potential increased
steric hindrance, yielding reduced polymer diffusion.[70]
Figure 4
(a) Molecular structures of TBP, TPP, TDCPP, PMMA, PS, and PVC;
(b) release patterns of TBP, (c) TPP, and (d) TDCPP at 30 wt % in
PS, PVC, and PMMA films, respectively.
(a) Molecular structures of TBP, TPP, TDCPP, PMMA, PS, and PVC;
(b) release patterns of TBP, (c) TPP, and (d) TDCPP at 30 wt % in
PS, PVC, and PMMA films, respectively.TDCPP showed lower emissions after 10 h from the three polymer
films compared with TBP and TPP with the exception of TBP in PS showing
a similar released amount. TDCPP has a lower total emission likely
because of heavier and bulkier substituents and thus larger molecular
volume and weight, as compared with TBP and TPP (Table S2). The variation in release from the different polymers
cannot be explained by DHSP because the
Hansen parameters of all the tested polymers are similar (Table S1). This indicates that these parameters
are not able to describe the variation in release between these three
commodity polymers, and that there are other factors driving these
variations. In addition, these polymer/OPE films also exhibited a
smooth and featureless surface as other PS/OPE films (Figure S15).The release data of TDCPP,
TBP, and TPP from the three polymers
were also fitted using the Weibull model (see above) (Table S7). A low variation in the β coefficient
was observed, which implies that variation in diffusion was not the
major driver of the observed differences in released amounts. However,
the α value showed a larger variation, in particular for PVC
and PMMA, indicating the importance of the initial partitioning phase.
Although both α and β were found to correlate with chemical
properties, such as hydrophobicity and molecular volume, for the eight
OPEs released from PS films, similar correlations were not observed
for the three tested OPEs released from PVC or PS, neither with other
properties, for example, water solubility, DHSP, nor molecular weight. This indicates that it is not reliable
to use a single property to estimate both the partitioning and diffusion
processes, especially within a small set of chemicals with limited
variations in physicochemical properties.
OPE Release under Varying
Temperatures
The release
profiles of TPP from PS and PVC films were measured at 22, 30, and
40 °C (Figure S16). As expected, the
amount of TPP emitted over 200 min from both the PS and PVC films
increased with rising temperature, as did the initial release rate
of TPP. The amount of TPP emitted from PS increased by 74 and 130%
at 30 and 40 °C, respectively, as compared with 22 °C. For
PVC films, the emitted amounts increased even more, that is, by 87
and 186% at 30 and 40 °C, respectively. The initial release rates
of TPP from both PVC and PS in the first 10 min increased by factors
of 10 and two for PVC and PS films as the temperature was increased
from 22 to 40 °C. Generally, the addition of additives acts to
weaken intermolecular interactions between polymer chains and thus
decreases the Tg of polymers. More additives
can be released from the polymeric matrix at higher temperatures because
of faster molecular diffusion and higher flexibility of the polymer
chains.[9] Our results are in general in
agreement with previous studies, for example, release of BFRs and
OPEs from plastics has been seen to accelerate significantly with
temperature.[71] Waye et al. reported that the emission rate of BDE-209 from a computer case
increased by 75–80% for each 5 °C increase in temperature
(between 30 and 45 °C), and similar trends were shown for other
congeners.[72] The difference in release
amount of TPP between PVC and PS may be attributed to variations in
polymer characteristics. Because PVC has lower Tg (70 °C) than PS (105 °C), the segment mobility
within the PVC chains is higher. As a consequence, it has a less integrated
structure and larger free volume between PVC chains. The larger free
volume could result in a decreasing resistance for diffusion of the
molecules in the polymer and thus higher release of TPP from PVC films.
This agrees well with a previous study showing that polymers with
low Tg values have greater chain segmental
mobility, allowing diffusive molecules to move more easily.[12] PS, PVC, and PMMA used in current study are
all atactic, with 18 and 6% isotactic triad tacticity for PVC and
PMMA, respectively (Figure S17), which
might affect the Tg values of the polymers.
We are also aware of that slightly lower Tg values usually occur for polymer films with thickness from several
microns down to a few hundred nanometers than for bulk polymers.[73]
Environmental Implications
The present
study presents a novel approach to measure release
of additives to water using QCM from various types of thin polymer
films. The method generates reproducible and fast real-time release
data with a standard error of ±2.4% (at 95% confidence interval),
and apparent steady-state transports were reached on an hour scale.
It allows for studying influence on additive emissions of aquatic
environmental factors, including variation in pH, salinity, temperature,
and dissolved organic matter in the water. Another option would be
to simulate microplastic properties by, for example, weathering the
plastic films including photodegradation or by formation of biofilms
or other environmentally relevant processes of concern. QCM has previously
been successfully used as a mass sensor for vapor sorption/desorption
in the gas phase.[74,75] Therefore, we feel confident
that the presented QCM approach can be extended to studies of emissions
of organic compounds from polymer matrices into the gas phase. The
QCM approach is, however, not able to differentiate between emissions
of several additives simultaneously. It is also limited to lab-made
polymer films, and the measured emission rates are not directly representative
of a real situation. Actual products usually exhibit much lower specific
surface area and more intact structures than the lab-made polymer
films, which result in lower emissions. Further studies are needed
to apply the QCM approach to actual plastic products.Although
plastic products usually contain high contents of OPEs,
our results indicate that more than 60% of OPEs or even 98% of extremely
hydrophobic OPEs remain in the polymer and will be slowly released
for an extremely long period of time. However, levels of OPEs emitted
from polymers increase with rising temperature. The temperature-dependent
emission process should be considered in particular considering global
warming and its potential impact on additive emissions from plastics
in landfills and debris at sea. Although the presented data does not
account for the complexity in size, morphology, and composition of
real plastic products, as well as weathering effects, this study provides
insights into the release process and variation in release of OPEs
from plastics on a molecular level. Emissions of additives from plastics
represent a significant potential source of emerging contaminants
and should be considered in environmental and human health risk assessments.
The presented QCM-based method was capable of determining differences
in release characteristics of OPEs with their physicochemical properties
and the characteristics of the polymer. It therefore provides an alternative
screening approach to derive data for gaining better understanding
of additive emissions from polymeric materials in general. As such,
it has a potential to be used for ranking of plastic additives in
attempts to identify more sustainable candidates with lower emission
rates.