A physiologically based pharmacokinetic model for polyethylene glycol-coated gold nanoparticles of different sizes in adult mice

Abstract Nanoparticles (NPs) are widely used in various fields of nanomedicine. A systematic understanding of NP pharmacokinetics is crucial in their design, applications, and risk assessment. In order to integrate available experimental information and to gain insights into NP pharmacokinetics, a membrane-limited physiologically based pharmacokinetic (PBPK) model for polyethylene glycol-coated gold (Au) NPs (PEG-coated AuNPs) was developed in mice. The model described endocytosis of the NPs in the liver, spleen, kidneys, and lungs and was calibrated using data from mice that were intravenously injected with 0.85 mg/kg 13 nm and 100 nm PEG-coated AuNPs. The model adequately predicted multiple external datasets for PEG-coated AuNPs of similar sizes (13–20 nm; 80–100 nm), indicating reliable predictive capability in suitable size ranges. Simulation results suggest that endocytosis of NPs is time and size dependent, i.e. endocytosis of larger NPs occurs immediately and predominately from the blood, whereas smaller NPs can diffuse through the capillary wall and their endocytosis appears mainly from the tissue with a 10-h delay, which may be the primary mechanism responsible for the reported size-dependent pharmacokinetics of NPs. Several physiological parameters (e.g. liver weight fraction of body weight) were identified to have a high influence on selected key dose metrics, indicating the need for additional interspecies comparison and scaling studies and to conduct pharmacokinetic studies of NPs in species that are more closely related to humans in these parameters. This PBPK model provides useful insights into the size, time, and species dependence of NP pharmacokinetics.

[1]  Jinatta Jittiwat,et al.  Biodistribution of gold nanoparticles and gene expression changes in the liver and spleen after intravenous administration in rats. , 2010, Biomaterials.

[2]  S. Gordon,et al.  Monocyte and macrophage heterogeneity , 2005, Nature Reviews Immunology.

[3]  Lev Dykman,et al.  Biodistribution and toxicity of engineered gold nanoparticles: a review of in vitro and in vivo studies. , 2011, Chemical Society reviews.

[4]  Filip Braet,et al.  Structural and functional aspects of liver sinusoidal endothelial cell fenestrae: a review , 2002, Comparative hepatology.

[5]  K. Avgoustakis,et al.  Physiologically based pharmacokinetic modeling of PLGA nanoparticles with varied mPEG content , 2012, International journal of nanomedicine.

[6]  Jin Hong,et al.  Size-dependent tissue kinetics of PEG-coated gold nanoparticles. , 2010, Toxicology and applied pharmacology.

[7]  Jim E Riviere,et al.  Comparison of quantum dot biodistribution with a blood-flow-limited physiologically based pharmacokinetic model. , 2009, Nano letters.

[8]  Shraddha S. Nigavekar,et al.  Physiologically Based Pharmacokinetic Model for Composite Nanodevices: Effect of Charge and Size on In Vivo Disposition , 2012, Pharmaceutical Research.

[9]  M. Sheffer,et al.  CHARACTERIZATION AND APPLICATION OF PHYSIOLOGICALLY BASED PHARMACOKINETIC MODELS IN RISK ASSESSMENT , 2011 .

[10]  Rachel A. Kudgus,et al.  Intrinsic Therapeutic Applications of Noble Metal Nanoparticles: Past, Present and Future , 2012 .

[11]  R. Upton Organ weights and blood flows of sheep and pig for physiological pharmacokinetic modelling. , 2008, Journal of pharmacological and toxicological methods.

[12]  Dhiraj Kumar,et al.  Polyethylene glycol functionalized gold nanoparticles: the influence of capping density on stability in various media , 2011 .

[13]  Nancy A Monteiro-Riviere,et al.  Mechanisms of quantum dot nanoparticle cellular uptake. , 2009, Toxicological sciences : an official journal of the Society of Toxicology.

[14]  Mona Treguer-Delapierre,et al.  Impact of dietary gold nanoparticles in zebrafish at very low contamination pressure: The role of size, concentration and exposure time , 2012, Nanotoxicology.

[15]  H J Clewell,et al.  Derivation of a human equivalent concentration for n-butanol using a physiologically based pharmacokinetic model for n-butyl acetate and metabolites n-butanol and n-butyric acid. , 2005, Toxicological sciences : an official journal of the Society of Toxicology.

[16]  J. Ji,et al.  The effect of ligand composition on the in vivo fate of multidentate poly(ethylene glycol) modified gold nanoparticles. , 2013, Biomaterials.

[17]  Konrad Hungerbühler,et al.  A physiologically based pharmacokinetic model for ionic silver and silver nanoparticles , 2013, International journal of nanomedicine.

[18]  J. Riviere,et al.  Development of a physiologic-based pharmacokinetic model for estimating sulfamethazine concentrations in swine and application to prediction of violative residues in edible tissues. , 2005, American journal of veterinary research.

[19]  J. Riviere,et al.  Estimating meat withdrawal times in pigs exposed to melamine contaminated feed using a physiologically based pharmacokinetic model. , 2008, Regulatory toxicology and pharmacology : RTP.

[20]  R. Müller,et al.  'Stealth' corona-core nanoparticles surface modified by polyethylene glycol (PEG): influences of the corona (PEG chain length and surface density) and of the core composition on phagocytic uptake and plasma protein adsorption. , 2000, Colloids and surfaces. B, Biointerfaces.

[21]  Kostas Kostarelos,et al.  Physiologically based pharmacokinetic modeling of nanoparticles. , 2010, ACS nano.

[22]  M. Delp,et al.  Physiological Parameter Values for Physiologically Based Pharmacokinetic Models , 1997, Toxicology and industrial health.

[23]  J. Fisher,et al.  Estimation of placental and lactational transfer and tissue distribution of atrazine and its main metabolites in rodent dams, fetuses, and neonates with physiologically based pharmacokinetic modeling. , 2013, Toxicology and applied pharmacology.

[24]  J. Riviere,et al.  Development of a physiologically based pharmacokinetic model for flunixin in cattle (Bos taurus) , 2014, Food additives & contaminants. Part A, Chemistry, analysis, control, exposure & risk assessment.

[25]  W. D. de Jong,et al.  The kinetics of the tissue distribution of silver nanoparticles of different sizes. , 2010, Biomaterials.

[26]  Warren C W Chan,et al.  Fluorescence‐Tagged Gold Nanoparticles for Rapidly Characterizing the Size‐Dependent Biodistribution in Tumor Models , 2012, Advanced healthcare materials.

[27]  J. Fisher,et al.  A physiologically based pharmacokinetic model for atrazine and its main metabolites in the adult male C57BL/6 mouse. , 2011, Toxicology and applied pharmacology.

[28]  Nancy A. Monteiro-Riviere,et al.  Cellular uptake mechanisms and toxicity of quantum dots in dendritic cells. , 2011, Nanomedicine.

[29]  Olivier Jolliet,et al.  Physiologically based pharmacokinetic modeling of polyethylene glycol-coated polyacrylamide nanoparticles in rats , 2014, Nanotoxicology.

[30]  Abderrahim Nemmar,et al.  Development of a physiologically based kinetic model for 99m-Technetium-labelled carbon nanoparticles inhaled by humans , 2009, Inhalation toxicology.

[31]  C. Scoglio,et al.  Predicting the impact of biocorona formation kinetics on interspecies extrapolations of nanoparticle biodistribution modeling. , 2015, Nanomedicine.

[32]  M. Cesta Normal Structure, Function, and Histology of the Spleen , 2006, Toxicologic pathology.

[33]  R. van Furth,et al.  The mononuclear phagocyte system: a new classification of macrophages, monocytes, and their precursor cells. , 1972, Bulletin of the World Health Organization.

[34]  Nikolai G Khlebtsov,et al.  Uptake of engineered gold nanoparticles into mammalian cells. , 2014, Chemical reviews.

[35]  T. Xia,et al.  Understanding biophysicochemical interactions at the nano-bio interface. , 2009, Nature materials.

[36]  K. Hungerbuhler,et al.  Using physiologically based pharmacokinetic (PBPK) modeling for dietary risk assessment of titanium dioxide (TiO2) nanoparticles , 2015, Nanotoxicology.

[37]  R. Gehring,et al.  Development and application of a multiroute physiologically based pharmacokinetic model for oxytetracycline in dogs and humans. , 2015, Journal of pharmaceutical sciences.

[38]  Jim E Riviere,et al.  Pharmacokinetics of nanomaterials: an overview of carbon nanotubes, fullerenes and quantum dots. , 2009, Wiley interdisciplinary reviews. Nanomedicine and nanobiotechnology.

[39]  Robert Landsiedel,et al.  Toxico-/biokinetics of nanomaterials , 2012, Archives of Toxicology.

[40]  Manuela Semmler-Behnke,et al.  Particle size-dependent and surface charge-dependent biodistribution of gold nanoparticles after intravenous administration. , 2011, European journal of pharmaceutics and biopharmaceutics : official journal of Arbeitsgemeinschaft fur Pharmazeutische Verfahrenstechnik e.V.

[41]  Bong Hyun Chung,et al.  Acute toxicity and pharmacokinetics of 13 nm-sized PEG-coated gold nanoparticles. , 2009, Toxicology and applied pharmacology.

[42]  F. A. Smith,et al.  Physiologically based pharmacokinetics and the risk assessment process for methylene chloride. , 1987, Toxicology and applied pharmacology.

[43]  Dong Liang,et al.  Influence of anchoring ligands and particle size on the colloidal stability and in vivo biodistribution of polyethylene glycol-coated gold nanoparticles in tumor-xenografted mice. , 2009, Biomaterials.

[44]  Jeffrey W Fisher,et al.  Pharmacokinetic modeling: prediction and evaluation of route dependent dosimetry of bisphenol A in monkeys with extrapolation to humans. , 2011, Toxicology and applied pharmacology.

[45]  Nathalie Tufenkji,et al.  The road to nowhere: equilibrium partition coefficients for nanoparticles , 2014 .

[46]  J. Riviere Of mice, men and nanoparticle biocoronas: are in vitro to in vivo correlations and interspecies extrapolations realistic? , 2013, Nanomedicine.

[47]  G. Battaglia,et al.  Endocytosis at the nanoscale. , 2012, Chemical Society reviews.

[48]  Ming-Hsien Tsai,et al.  Computational and ultrastructural toxicology of a nanoparticle, Quantum Dot 705, in mice. , 2008, Environmental science & technology.

[49]  Patrick Poulin,et al.  Dose Selection Based on Physiologically Based Pharmacokinetic (PBPK) Approaches , 2012, The AAPS Journal.

[50]  Jim E Riviere,et al.  Pharmacokinetics of metallic nanoparticles. , 2015, Wiley interdisciplinary reviews. Nanomedicine and nanobiotechnology.

[51]  Tim Morris,et al.  Physiological Parameters in Laboratory Animals and Humans , 1993, Pharmaceutical Research.

[52]  Beom Seok Han,et al.  Comparison of gene expression profiles in mice liver following intravenous injection of 4 and 100 nm-sized PEG-coated gold nanoparticles. , 2009, Toxicology letters.

[53]  D. Bazile,et al.  Stealth Me.PEG-PLA nanoparticles avoid uptake by the mononuclear phagocytes system. , 1995, Journal of pharmaceutical sciences.