Fazel
Abdolahpur Monikh
*ab,
Martina G.
Vijver
c,
Raine
Kortet
a,
Iseult
Lynch
d and
Willie J. G. M.
Peijnenburg
ce
aDepartment of Environmental & Biological Sciences, University of Eastern Finland, P.O. Box 111, FI-80101 Joensuu, Finland. E-mail: fazel.monikh@uef.fi; f.a.monikh@gmail.com
bDepartment of Experimental Limnology, Leibniz Institute for Freshwater Ecology and Inland Fisheries, Berlin, Germany
cInstitute of Environmental Sciences (CML), Leiden University, P.O. Box 9518, 2300 RA Leiden, Netherlands
dSchool of Geography, Earth and Environmental Sciences, University of Birmingham, Birmingham, B15 2TT, UK
eNational Institute of Public Health and the Environment (RIVM), Center for Safety of Substances and Products, Bilthoven, Netherlands
First published on 30th March 2022
Fragmentation of plastic waste in the environment can lead to the formation of nanoscale plastic debris (NPD) of size < 1 μm. Although it is reported that NPD can be taken up by organisms, the current lack of knowledge regarding its toxicokinetics is a problem. It is currently unknown whether/how NPD passes through physiological barriers, and subsequently is biodistributed, biotransformed and/or excreted from organisms. New methods and techniques are being developed at a rapid pace that facilitates gaining insights into the uptake and toxicokinetics of NPD even in complex biotic samples. However, the required knowledge is generated slowly, which hinders environmental risk assessment. In this perspective, we outline the current understanding of the toxicokinetics of NPD in organisms by transferring the acquired knowledge on the toxicokinetics of engineered polymeric NMs to NPD. We briefly discuss the absorption, distribution, metabolism (e.g., biotransformation), and excretion (ADME) of NPD and highlight the knowledge gaps and research required to address them. Building on this, a perspective on toxicokinetics modeling of NPD using physiologically based pharmacokinetic (PBPK) models is presented, discussing the factors that might influence the modeling data and providing recommendations on the factors that need to be considered for developing PBPK models for NPD.
Environmental significancePlastics in the environment can be degraded to nanoscale plastic debris (NPD) with a size smaller than 1 μm. But it is unknown how the physicochemical properties of NPD influence their interaction with organisms and their toxicokinetics in the organisms' body. This study uses the knowledge gained from investigating engineered polymeric nanomaterials for medical purposes to shed some light on the toxicokinetics of aged NPD. The study describes the ADME and behavior of NPD in organisms. This perspective helps further studies to direct their focus toward the existing knowledge gaps. It discusses the limitations of applying toxicokinetic models developed for soluble chemicals for modeling the toxicokinetics of NPD and provides recommendations for adaptions to the current approaches where necessary. |
Nevertheless, investigating the toxicokinetics of NPD is a challenging task, mostly due to the limitations in the current analytical techniques in terms of detecting and characterizing relevant concentrations of NPD in organisms' bodies which are complex biological samples.5 Great effort has been made to understand the toxicity of NPD by using P-NMs as models. Despite the analytical limitations, a considerable number of studies have investigated the uptake and toxicokinetics of P-NMs (for example by using fluorescent labels or more recently chemically doped P-NMs), which significantly advanced our understanding of their absorption, distribution, metabolism, and excretion (ADME) within organisms' bodies and revealed many challenges,6 although release of fluorescent labels from particles can confound results.7 Most of these studies are, however, medically oriented, where the particles are directly administered into, e.g., a vein, to have 100% bioavailability. Moreover, such medical P-NMs are designed to have a longer circulation time in the blood and to be biodegradable. In Table 1 we compared some of the expected factors that could influence the toxicokinetics of particles including NPD and P-NMs. A key question concerns the extent to which knowledge of these clinical and spherical P-NMs can be transferred to heterogeneous NPD, which is persistent against biodegradation.
Factors | Polymeric engineered nanomaterials | Nanoscale plastic debris |
---|---|---|
Size | Designed with known size | Highly polydisperse |
Shape | Designed with known shape | Occurs in various shapes |
Surface functional groups | Functionalized intentionally for medical applications | Surface functionalization in the environment e.g., natural organic matter or functional groups like hydroxyl |
Chemical compositions | One type of polymer, e.g., polyethylene glycol, polylactide | Various types of polymers may be co-exposed e.g., PS, PVC |
Durability | Biodegradable | Non-biodegradable |
Hydrophobicity | Low hydrophobicity | Various hydrophobicities |
Additives | No additives | Different metallic and chemical additives |
Surface charge | Negative surface charge to avoid interactions with biogenic substances in blood circulation | The surface charge depends on the environment in which the particle resides |
Molar mass | Defined molar masses | Various molar masses |
Solubility | Soluble in water or undergoes swelling of the polymer | Non-soluble in water and swelling of the polymer unlikely to occur in water |
There are some considerable differences between NPD and P-NMs, particularly regarding their chemistry and shape, which may challenge the direct transfer of knowledge between the two particle types. For example, some polymers like polyvinyl chloride (PVC) undergo photo-aging when exposed to UV irradiation which can lead to generation of hydroxyl radicals.8 Such functional groups like hydroxyl can significantly influence the interaction of the NPD particles with organisms, whereas P-NMs injected directly into the body do not undergo any weathering-induced transformation. Moreover, aged NPD typically contains an increased oxygen content, an altered carbonyl index, and an increased oxygen-to-carbon ratio as a result of more O-containing functional groups and some free volume between molecules, as observed also during weathering of microplastics.9,10 Despite these differences, we hypothesize that some of the knowledge generated on P-NMs and other NMs (e.g., metal-bearing NMs) could be transferred towards understanding and predicting the impacts of NPD and can provide insights into the likely mechanisms of uptake and the biological fate of NPD in organisms in the absence of the required data. We also expect that models that have been applied to date to understand the ADME of small molecules and extrapolated to P-NMs might also be a useful tool for NPD hazard assessment.
This perspective is organized into two sections. In the first section we provide a brief discussion on the potential biological fate and ADME of NPD in vivo by transferring knowledge generated on the biological fate of P-NMs and provide a perspective on research needed to understand the toxicokinetics of heterogeneous NPD. The second section addresses the toxicokinetic modeling of NPD and provides a perspective on the factors to be considered for model development and application for NPD. This perspective excludes polymeric materials that are designed to be biodegradable, such as polyvinyl alcohol, polyethylene glycol, polyvinylpyrrolidone, polyphenylene sulfide, etc.,11 and focuses mainly on the most common polymer types (Table 2) found in the environment.
Type of polymer | Chemical properties and changes in plastics in the environment | Possible biodegradation processes |
---|---|---|
Low density polyethylene (LD-PE) and high-density polyethylene (HD-PE) | - LD-PE: rubbery polymer with a density (0.94 g cm−3) lower than water (freshwater = 0.99 g cm−3 and seawater = 1.02 g cm−3) is exposed to photooxidation in water | - After aging, LD-PE is susceptible to biodegradation by bacteria such as Pseudomonas spp23 and fungi such as Aspergillus and Cladosporium18 |
- Swelling is unlikely to happen to pristine LD-PE. LD-PE, however, is an oxo-degradable polymer (contains a photosensitizer compound) and can be oxidized using oxidizing agents and some solvents such as acid, which results in softening or swelling of the polymer18 | - Low pH in organism intestines and the presence of hydrochloric acid might facilitate hydrolyzation of LD-PE | |
- Exhibit a large amount of free volume between molecules, flexible for the diffusion of oxidative agents into the bulk of the polymer | - Worms or larval stages of moths, such as Galleria mellonella and Plodia interpunctella, might biodegrade LDPE and metabolize them to ethylene glycol24,25 | |
- HD-PE, density (0.97 g cm−3) lower than water and exposed to photooxidation | ||
- Absorption of sunlight causes cleavage of polymer chains by chain scission | ||
- In soil, e.g., as mulches, mechanical degradation can create cracks.21 On the surface of soil, it is exposed to photo-thermal oxidation | ||
- LD-PE has branched chains and a weaker structure compared to HD-PE. HD-PE has a more a compact structure, lower permeability, and fewer accessible active sites.22 Thus, the influence of weathering on LD-PE is expected to be higher than that on HD-PE | ||
Polyethylene terephthalate (PET) | - Hydrophobic; polymer swelling is unlikely to occur to pristine NPD in water | - It is likely that lipases and esterases can attack specifically carboxylic linkages and biodegrade PET17 |
- Density (1.38 g cm−3) slightly higher than water and is not exposed to photooxidation for long times | - The bacteria Aspergillus Niger increased the roughness and swelling ability of PET containing 30mmol% of nitroterephthalic acid and decreased its average molecular weight29 | |
- It is a linear (saturated) polyester and a semi crystalline polymer26 | - Activity of the fungi Trichoderma enhanced the enzymatic hydrolysis of PET30 | |
- Possibility of formation of free radicals due to the presence of carboxylic end groups within PET27 | ||
- When exposed to UV light, hydroxyl and carboxylic end-groups are produced | ||
- Thermal degradation results in a decrease in molecular weight and an increase in carboxyl end-groups28 | ||
Polypropylene | - Highly hydrophobic and no polymer swelling occurs when in water | - Lipase and esterase enzymes may attack the carboxylic linkages of the polymers17 |
- Rubbery polymer with a density (0.92 g cm−3) lower than water and thus exposed to photooxidation at the water surface | - PP can be biodegraded in the gut of mealworms via gut microbiomes33 | |
- Exhibits a large amount of free volume between molecules and presents great mobility and flexibility for the diffusion of oxidative agents into the bulk of the polymer | ||
- It is an oxo-degradable polymer and the photodegradation of PP films can be activated using oxidative agents e.g. metal oxides31 | ||
- Photo-oxidation can initiate formation of alkyl radicals | ||
- The reaction of radicals with oxygen leads to formation of hydroperoxide groups | ||
- Hydroperoxide groups initiate chain scission and chain-branching, and then formation of carbonyl groups on the surface | ||
- Micro-cracks form on the surface because of weathering32 | ||
Polystyrene (PS) | - Glassy polymer with a density (1.05 g cm−3) slightly higher than freshwater and lower than seawater and is exposed to photooxidation only in seawater | - Enzymatic degradation and hydrolysis are possible after photo-oxidation due to the presence of oxygenated functional groups |
- Foamed PS has a density of 0.01 to 0.19 g cm−3 which is lower than water. Thus, foam PS is exposed to photooxidation | - PS with ether linkage is susceptible to monooxygenase attack35 | |
- Highly hydrophobic and no polymer swelling occurs when in water | - Low pH in intestine and the presence of hydrochloric acid might facilitate degradation of PS27 | |
- Dense structure with little void space minimizing the diffusion of oxidative agents into the bulk of the polymer | - The bacteria Enterobacter sp., and Alcaligenes sp. can degrade PS36 | |
- Photo-oxidation can break the chains of PS, containing hydrophilic oxygenated groups34 | ||
Polyvinyl chloride (PVC) | - Glassy polymer with density (1.38 g cm−3) higher than water and not exposed to photooxidation | - PVC can be biodegraded by the bacterium Pseudomonas putida37 |
- Highly hydrophobic and no polymer swelling occurs when in water | - Enzymatic degradation is possible due to the presence of hydroxyl functional groups | |
- Dense structure with little void space and presents higher cohesive forces, minimizing the diffusion of oxidative agents into the bulk of the polymer | - Low pH in the intestine of some organisms can facilitate degradation of PVC with hydroxyl functional groups | |
- Photo-oxidation of PVC can generate hydroxyl radicals7 | ||
- Plasticizers make up to 40% of its mass. The presence of plasticizers and stabilizers in PVC increases the possibility of biodegradation | ||
- Degradation of stabilizers can increase the susceptibility of PVC to oxidation26 | ||
Polyurethane (PUR) | - Hydrophobic; polymer swelling is unlikely to occur in water | - Papain, proteases and esterase and urease degraded polyester PUR39 – after degradation papain can diffuse into PUR and hydrolyzes the urethane and urea linkages producing free amine and hydroxyl groups, causing breaks in the structural integrity |
- Available in a wide range of densities (12–30 g cm−3) all much denser than water | - Bacteria such as Pseudomonas sp., and Arthrobacter globiformis degrade PUR | |
- The chain is not composed exclusively of carbon atoms but rather of heteroatoms, oxygen, carbon and nitrogen which make it susceptible to degradation e.g., to hydrolysis38 | - Fungi such as Stemphylium and Cladosporium degrade PU | |
- Numerous sites (ester, urethane, urea, and other groups) where a hydrolytic reaction, either chemical or enzymic, can take place | - It is likely that the bond cleaved by endopeptidases is an amide group17 |
The main research question at present is “In what state does NPD reach organisms?”. Before entering organisms, NPD undergoes various abiotic and biotic transformations and degradation reactions, which might bring NPD into a state that is more susceptible to biodegradation in the organisms' bodies and can dramatically change its bioavailability to organisms. In Table 2, we summarize the possible degradation processes and reactions that may happen to NPD before its entry into the organisms' bodies. Aging of NPD is governed by polymer characteristics such as its mobility, crystallinity, the presence and type of additives, molecular weight, degree of cross-linking (bonds that link polymer chains to one another), the type of functional group, etc.17 Polymer chains with high N and O atom contents, such as functional groups containing e.g., ester, amide and other groups, are more susceptible to oxidation and enzymatic degradation than those with mainly C and H. Moreover, polymers with large crystalline domains are less susceptible to degradation because their well-organized molecular frameworks prevent the diffusion of O2, H2O and enzymes into the bulk of NPD.18 As a result of aging, NPD might undergo a significant change in chemical structure under environmental conditions, which leads to the loss of some properties that may vary from polymer to polymer and significantly influence the absorption of NPD by organisms. We recommend that future studies perform aging on NPD before exposure to organisms as this is the main feature differentiating NPD from other P-NMs. Aging can be performed by considering the type of polymer and the possible weathering process that might occur for that polymer (see Table 2). For example, polyethylene (PE), which has a lower density than water, might be more susceptible to photooxidation than PVC, which has a higher density than water and thus might sink to the bottom of the water column (Table 2).
Before entering an organism, NPD encounters the physiological barriers of organisms such as the mucosal barriers of gills, lungs and gut epithelia. Mucus in many vertebrates is similar, consisting of water (∼97%), a complex network of highly branched glycoproteins (such as mucin fibers), lipids, cellular and serum macromolecules, electrolytes, cells, and other cellular debris with highly conserved sialic acid, carboxylic acid, and sulphated residues.19 This complex hydrogel biopolymeric network is the first barrier through which NPD must diffuse before physical contact with the epithelial cell membrane. The interactions of NPD with the mucosal barrier and its effect on the NPD penetration into an organism are highly relevant but remain to be elucidated. The charge distribution within mucus provides a charge selective diffusion barrier, where negatively charged particles can penetrate deeply into this layer19 and positively charged particles are trapped at a shallow depth. Future studies which focus on NPD absorption in organisms should perform comprehensive particle characterization to understand the charge of the particles, for example, by measuring the zeta potential using laser Doppler electrophoresis.
Lessons learned from P-NMs revealed that when particles enter the physiological medium of an organism, they undergo different biotransformations. In a traditional viewpoint, such transformations can be considered as metabolism, which refers to the degradation or enzymatic transformation of a chemical to its metabolites. In the case of metallic NMs, for example, it was reported that silver, cerium oxide and zinc oxide NMs are metabolized in physiological media. This leads to dissolution of the particles which can occur before, during and after uptake and transfer across biological barriers.46 NPD, however, is non-biodegradable in physiological media. It is possible that upon entering the acidic lysosomal environment, additives are released from the particles which can, in turn, weaken the structure of NPD. Moreover, the surface characteristics of NPD can change due to interaction with biomolecules such as proteins and metabolites.47 Particles rapidly adsorb various (bio)molecules on their surface to form a so-called biomolecule ‘corona’, which seems to affect the particle in situ identity and its toxicokinetics.48 The adsorbed corona defines the particle surface and mediates further interactions between the particles and the surrounding microenvironment.49 The biomolecule corona can influence the biodistribution, degradation, biopersistence (the duration that an NPD remains in an organism without being metabolized or excreted from the organism), and clearance of NPD in organisms. For example, the biomolecule corona can cause the indirect transformation of the core particles by altering their colloidal stability e.g., either by inducing steric stabilization, which leads to the stability of the particles, or by protein-mediated bridging, which can lead to agglomeration of the particles. As expected, NPD-biomolecule corona within tissues may reside in the extracellular space, attach to the surface of macrophages or cells of the tissue, or enter the cells. Within the tissues, partitioning of NPD could occur between the body fluid and the cells as a function of the physicochemical properties of NPD and their biomolecule corona. After entering cells, partitioning also may take place between different parts of the cells, e.g., membrane, organelles, lipid, and fluid cytosol.
It is known that in general enzymes add polar groups to the hydrophobic molecules and consequently increase the water solubility of the molecules and thus their elimination kinetics from the organisms. Nevertheless, NPD are hydrophobic particles and behave differently to conventional molecules. It means that the excretion of NPD might be different despite having a similar hydrophobic nature to its molecular counterparts. It has been reported that P-NMs can use the hepatic excretion route, which relies on exocytosis and ∼200 nm vesicular trafficking, to undergo clearance. The renal excretion route has also reported for NMs with a hydrodynamic diameter < 100 nm.51 Future studies should investigate whether these approaches could also be used by < 200 nm NPD and whether NPD can pass through the glomerular filter of vertebrate kidneys with a molecular weight cut off of ∼60 kDa. In the case of the gills, where extensive vesicular trafficking is unlikely to happen and whereby fish use branchial excretion by reversing the diffusion gradients of toxicants to the outward direction,14 the excretion of NPD with an enlarged size seems unlikely. We recommend future studies to consider also the biotransformation (e.g., biomolecule corona) of NPD in investigating NPD excretion.
Assumption | Limitation of application | Possible modification of the assumption or interim solution |
---|---|---|
Concentration of chemicals in the exposure medium and organisms is easily measured or known | No technique or methods are available yet to track and measure NPD in complex exposure media or in the body5 | Development of new methods to measure NPD in exposure medium and the organisms' bodies is required |
Assumptions based on macrophage loading and endocytosis rates can be applied to estimate the internalized dose | ||
Mass is applied as the dose metric and the concentration of chemicals is homogeneous in the exposure matrix | Particle number and volume specific surface area can be used as dose metrics for NPD and the concentration of NPD is heterogeneous in the exposure matrix66 | Mass can be used as a dose metric for NPD. By using sonication, a relatively homogeneous dispersion of NPD can be provided for lab-based uptake and biodistribution studies |
Note that commercial engineered polymeric nanoparticles are not a realistic proxy for NPD particles which are more heterogeneous in shape, size and weathering/transformation, but can provide at least baseline data under idealized conditions | ||
Unchanged chemicals are taken up | NPD particles have a dynamic behavior in exposure systems, and they change due to environmental interactions including undergoing aggregation67 | Consider NPD of the same size and shape and type in the exposure matrices and stabilize the particles against aggregation and account for any biotransformation by undertaking characterisation of NPD under the exposure conditions over the exposure duration |
Chemical is eliminated via passive diffusion | The elimination pathway of NPD is unknown. The elimination of NPD depends on the type, size and shape of NPD, pathways | For simplicity this assumption might be transferable to NPD |
Lab-based depuration studies should be carried out on the exposed organisms. The above note that spherical commercial particles might not translate directly to more irregularly shaped particles and should be considered here also | ||
Elimination pathways such as macrophage-uptake and shedding of exoskeleton or other species-specific routes may apply and should be explored | ||
Metabolism of the chemical always follows the same pathway e.g., catalyzed by P450 | NPD particles are covered by a dynamic biomolecule corona and the biotransformation of each type of NPD may differ compared to any other type of NPD68 | Formation of the biomolecule corona can be considered as the main assumption for biotransformation of NPD |
Enzymatic interactions may also result in degradation of NPD, as is increasingly emerging for carbon family materials such as carbon nanotubes and graphene oxide, wherein internalization by neutrophils leads to degradation through production of extracellular trapping networks containing proteases such as myeloperoxidase. However, the role of the acquired corona also needs to be considered as it may affect enzyme access to the NPD surface69 | ||
Organic chemicals can be eliminated by receiving functional groups to increase their hydrophilicity | NPD particles are covered by the biological corona and surface modification of NPD might not be possible by enzymes | Formation of the biological corona can increase the hydrophilicity of NPD particles and increase their clearance |
A critical issue is the principle of mass as a dose metric for assessing ADME which is applicable for chemicals and molecules, as the mass and number of molecules are fully proportional. However, in the case of NPD, there is typically a (wide) distribution of particle sizes which breaks the relationship between the mass and the number of particles. Additionally, if degradation occurs, individual particle mass may decrease while the particle number remains roughly constant or increases slightly, although agglomeration may lead to apparent decreases in particle number. The appropriate dose-metric for PBPK modeling of NMs has also been a hotly debated topic. This has consequences for NPD modelling if not considered, because the current PBPK models, in general, are fed with experimental data based on mass as the input. In our opinion, like other particles (e.g., NMs, ultrafine particles, and fine particles), particle number rather than mass is a more appropriate dose metric for assessing the ADME of NPD and could be considered as an input in the models.
Another issue is related to the surface composition of the particles. Although NPD is basically a hydrophobic material and may favor lipid rich organs in the organisms' bodies, weathering processes considerably influence the NPD chemistry. For PBPK modeling, we recommend that NPD is treated as a hydrophilic material rather than hydrophobic because it is covered by proteins in the organisms' bodies and is highly likely to be a water dispersible material after aging and biotransformation. The presence of biomolecules on the surface of particles influences their interactions with the cell membrane, their uptake pathways, and their biodistribution in the organisms' bodies.45,62 Thus, the biomolecule corona is a critical parameter in developing PBPK models for NPD.
The dynamic behavior of NPD in organisms could be a considerable challenge to tackle in model development. Some NPD particles can undergo substantial changes in size when they are present in physiological medium, whether through weight loss and surface topography changes, which might result from the degradation of the polymer and through loss of various additives as a result of polymer swelling.18 This means that they can swell from the original nano-size to even micron size, thus possessing different sizes in the wet and dry states.18,63 Although swelling is not the case for very hydrophobic NPD, it might happen to some types of NPD after aging such as LD-PE and PET (see Table 2). It is also unknown whether the swelling occurs in hydrophobic NPD particles when they reside in lipid-rich organs or hydrophobic microenvironments such as between the phospholipid bilayers of cell membranes.
Enzymes have relatively high molecular weights at several kDa, which make them unable to penetrate the polymer matrix, particularly for polymers with a high degree of crystallinity. Thus, enzymatic hydrolysis occurs typically via surface erosion.64 Some NPD particles have free volume (up to a few nanometers) between their polymer chains, whether due to application purposes (e.g. LD-PE) of the plastic, or due to weathering in the environment, and some also have internal nanosized pores (e.g., glassy polymers such as PVC and PS). For example, weathering due to ultraviolet radiation, which mostly occurs in marine plastic debris, causes bond cleavages in the polymeric matrix and thus the formation of cracks.65 The porosity may increase the diffusion of enzymes and metabolites as well as oxidative agents into the NPD matrix and may accelerate the degradation of NPD. This is expected to take place in physiological media where a high concentration of diffusing biomolecules is present.
The distribution of NPD after uptake and partitioning into different organs must be known for PBPK modelling. Thus, whether accumulation in secondary organs such as the liver and kidneys, which are mainly responsible for the metabolism of chemicals, occurs in the case of NPD must be explored. The accumulation and biotransformation of NPD therefore need to be considered to facilitate the excretion kinetics, which is important in the context of understanding the elimination and biopersistence of NPD. The biodistribution of NPD could be size dependent, as reported for NMs, which highlights the importance of particle size in the modeling. The point is not to develop a model working solely for NPD with a size smaller than 1 μm but to develop models or extend the existing models to cover the proposed size ranges of heterogeneous NPD. Note that this size range is arbitrarily proposed by the scientific community and the model does not need to be limited to this range of sizes, but it must cover this size. Even more precisely, the developed models should cover the biologically relevant size of NPD, i.e., particle sizes that can be taken up by organisms and biodistributed in the organisms' bodies to reach different target organs.
Previously, researchers faced the same problems in performing risk assessment of non-soluble chemical substances of emerging concern. Although such persistent particles violate the basic assumption of being soluble, toxicokinetic models appeared highly advantageous in terms of allowing formulation of testable hypotheses and providing mechanistic understanding of the chemical mode of action and predictions regarding the chemical's toxicokinetics. However, application of toxicokinetic models might be a challenge for NPD until a novel methodology is developed to quantify NPD in organisms. That said, considerable progress has been made in PBPK modelling of NMs, much of which we believe can be used also for NPD with some caveats. Care must be taken when transferring PBPK models developed for engineered NMs to NPD, as the NM models are themselves still being evolved and refined and are not yet approved for regulatory purposes. For instance, because some metallic NMs are quickly dissolved, they might fit the existing models for metals, whereas NPD does not dissolve in physiological media or might undergo very slow degradation. There are also models that fit the first target organs but use assumptions to describe how particles reach the secondary targets. Such predictions are typically verified experimentally by performing an in vitro experiment and not assessing the in vivo distribution across the whole organism. An additional important advantage of PBPK modelling is that it provides interspecies extrapolation even to humans, which enhances the risk assessment and mitigation strategy without the requirement to perform experimental tests for each type, size and shape of NPD.
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