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Human health no-effect levels of TiO2 nanoparticles as a function of their primary size

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Abstract

As engineered nanomaterials are increasingly introduced on the market into a broad range of commodities or nanoproducts, there is a need for operational, reliable tool, enabling to consistently assess the risks and impacts associated with the releases of nanoparticles. The lack of a developed metric that accurately represents their toxic effects while capturing the influence of the most relevant physicochemical properties is one of the major impediments. Here, we investigate the relationships between the toxic responses of nano-sized and micro-sized particles in in vivo toxicological studies and their physicochemical properties. Our results for TiO2 particles indicate statistically significant associations between the primary particle size and their toxicity responses for combined inhalation and ingestion exposure routes, although the numerical values should be considered with care due to the inability to encompass influences from other relevant physicochemical properties like surface coatings. These findings allow for expressing mass-based adverse effect levels as a continuous function of the primary size of particles. This meaningful, exploratory metric can thus be used for screening purposes and pave the way for reaching adaptive, robust risk assessments of nanomaterials, e.g. for setting up consistent threshold levels, as well as consistent life cycle assessments of nanoproducts. We provide examples of such applications.

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References

  • Aitken RJ, Hankin SM, Ross B, Tran CL, Stone V, Fernandes TF, Donaldson K, Duffin R, Chaudhry Q, Wilkins TA, Wilkins SA, Levy LS, Rocks SA, Maynard A (2009) EMERGNANO: A review of completed and near completed environment, health and safety research on nanomaterials and nanotechnology. Report TM/09/01. IOM, Edinburgh, UK

  • Aschberger K, Micheletti C, Sokull-Klüttgen B, Christensen FM (2011) Analysis of currently available data for characterising the risk of engineered nanomaterials to the environment and human health—lessons learned from four case studies. Environ Int 37:1143–1156

    Article  Google Scholar 

  • Asgharian B, Wood R, Schlesinger RB (1995) Empirical modeling of particle deposition in the alveolar region of the lungs: a basis for interspecies extrapolation. Fund Appl Toxicol 27:232–238

    Article  Google Scholar 

  • Asgharian B, Hofmann W, Bergmann R (2001) Particle deposition in a multiple-path model of the human lung. Aerosol Sci Technol 34:332–339

    Article  Google Scholar 

  • Asgharian B, Price OT (2007) Deposition of ultrafine (NANO) particles in the human lung. Inhal Toxicol 19:1045–1054

    Article  Google Scholar 

  • Bakand S, Hayes A, Dechsakulthorn F (2012) Nanoparticles: a review of particle toxicology following inhalation exposure. Inhal Toxicol 24:125–135

    Article  Google Scholar 

  • Boffetta P, Soutar A, Cherrie JW, Granath F, Andersen A, Anttila A et al (2004) Mortality among workers employed in the titanium dioxide production industry in Europe. Cancer Causes Control 15:697–706

    Article  Google Scholar 

  • Brown J, Wilson W, Grant L (2005) Dosimetric comparisons of particle deposition and retention in rats and humans. Inhal Toxicol 17:355–385

    Article  Google Scholar 

  • Christensen FM, Johnston HJ, Stone V, Aitken RJ, Hankin S, Peters S, Aschberger K (2011) Nano-TiO2-feasibility and challenges for human health risk assessment based on open literature. Nanotoxicology 5:110–124

    Article  Google Scholar 

  • Clark K, van Tongeren M, Christensen FM, Brouwer D, Nowack B, Gottschalk F et al (2012) Limitations and information needs for engineered nanomaterial-specific exposure estimation and scenarios: recommendations for improved reporting practices. J Nanopart Res 14:1–14

    Article  Google Scholar 

  • Driscoll KE, Lindenschmidt RC, Maurer JK, Perkins L, Perkins M, Higgins J (1991) Pulmonary response to inhaled silica or titanium dioxide. Toxicol Appl Pharmacol 111:201–210

    Article  Google Scholar 

  • Driscoll KE, Costa DL, Hatch G, Henderson R, Oberdorster G, Salem H, Schlesinger RB (2000) Intratracheal instillation as an exposure technique for the evaluation of respiratory tract toxicity: uses and limitations. Toxicol Sci 55:24–35

    Article  Google Scholar 

  • ECHA (2017) Guidance on information requirements and chemical safety assessment. Appendix R.6–1: recommendations for nanomaterials applicable to the guidance on QSARs and grouping of chemicals. Draft version. V. 1.0. European Chemicals Agency, Helsinki, FI

    Google Scholar 

  • EFSA ANS Panel (EFSA Panel on Food Additives and Nutrient Sources added to Food) (2016) Scientific opinion on the re-evaluation of titanium dioxide (E 171) as a food additive. EFSA J 14:4545 . doi:10.2903/j.efsa.2016.4545 83 pp

    Google Scholar 

  • Ettrup K, Kounina A, Hansen SF, Meesters JAJ, Vea EB, Laurent A (2017) Development of comparative toxicity potentials of TiO2 nanoparticles for use in life cycle assessment. Environ Sci Technol. doi:10.1021/acs.est.6b05049.

  • Ferin J, Oberdörster G, Penney D (1992) Pulmonary retention of ultrafine and fine particles in rats. Am J Respir Cell Mol Biol 6:535–542

    Article  Google Scholar 

  • Gao Y, Gopee NV, Howard PC, Yu L (2011) Proteomic analysis of early response lymph node proteins in mice treated with titanium dioxide nanoparticles. J Proteome 74:2745–2759

    Article  Google Scholar 

  • Gold LS, Sawyer CB, Magaw R, Backman GM, de Veciana M, Levinson R, Hooper NK, Havender WR, Bernstein L, Peto R, Pike MC, Ames BN (1984) A carcinogenic potency database of the standardized results of animal bioassays. Environ Health Perspect 58:9–319

    Article  Google Scholar 

  • Grieger KD, Laurent A, Miseljic M, Christensen F, Baun A, Olsen SI (2012) Analysis of current research addressing complementary use of life-cycle assessment and risk assessment for engineered nanomaterials: have lessons been learned from previous experience with chemicals? J Nanopart Res 14:1–23

    Article  Google Scholar 

  • Hendren CO, Mesnard X, Dröge J, Wiesner MR (2011) Estimating production data for five engineered nanomaterials as a basis for exposure assessment. Environ Sci Technol 45:2562–2569

    Article  Google Scholar 

  • Jarabek A, Asgharian B, Miller F (2005) Dosimetric adjustments for interspecies extrapolation of inhaled poorly soluble particles (PSP). Inhal Toxicol 17:317–334

    Article  Google Scholar 

  • Jiang J, Oberdörster G, Elder A, Gelein R, Mercer P, Biswas P (2008) Does nanoparticle activity depend upon size and crystal phase? Nanotoxicology 2:33–42

    Article  Google Scholar 

  • Jolliet O, Rosenbaum RK, Laurent A (2014) Life cycle risks and impacts of nanotechnologies. In: Malsch I, Emond C (eds) ISBN 9780849381447. 276 pp Nanotechnology and human health. Taylor & Francis, Boca Raton

    Google Scholar 

  • Keller AA, McFerran S, Lazareva A, Suh S (2013) Global life cycle releases of engineered nanomaterials. J Nanopart Res 15:1692

    Article  Google Scholar 

  • Klein JP, Moeschberger ML (2003) Survival analysis: techniques for censored and truncated data. Springer, New York

    Google Scholar 

  • Koedrith P, Boonprasert R, Kwon JY, Kim I-S, Seo YR (2014) Recent toxicological investigations of metal or metal oxide nanoparticles in mammalian models in vitro and in vivo: DNA damaging potential, and relevant physicochemical characteristics. Mol Cell Toxicol 10:107–126

    Article  Google Scholar 

  • Koivisto AJ, Lyyränen J, Auvinen A, Vanhala E, Hämeri K, Tuomi T et al (2012a) Industrial worker exposure to airborne particles during the packing of pigment and nanoscale titanium dioxide. Inhal Toxicol 24:839–849

    Article  Google Scholar 

  • Koivisto AJ, Aromaa M, Mäkelä JM, Pasanen P, Hussein T, Hämeri K (2012b) Concept to estimate regional inhalation dose of industrially synthesized nanoparticles. ACS Nano 6:1195–1203

    Article  Google Scholar 

  • Krug H (2014) Nanosafety research—are we on the right track? Angew Chem Int Ed 53:12304–12319

    Google Scholar 

  • Kuempel ED, Tran CL, Castranova V, Bailer AJ (2006) Lung dosimetry and risk assessment of nanoparticles: evaluating and extending current models in rats and humans. Inhal Toxicol 18:717–724

    Article  Google Scholar 

  • Kuempel ED, Geraci CL, Schulte PA (2012) Risk assessment and risk management of nanomaterials in the workplace: translating research to practice. Ann Occup Hyg 56:491–505

    Google Scholar 

  • Landsiedel R, Ma-Hock L, Kroll A, Hahn D, Schnekenburger J, Wiench K, Wohlleben W (2010) Testing metal-oxide nanomaterials for human safety. Adv Mater 22:2601–2627

    Article  Google Scholar 

  • Maynard AD, Aitken RJ, Butz T, Colvin V, Donaldson K, Oberdörster G et al (2006) Safe handling of nanotechnology. Nature 444:267–269

    Article  Google Scholar 

  • Maynard AD, Aitken RJ (2007) Assessing exposure to airborne nanomaterials: current abilities and future requirements. Nanotoxicology 1:26–41

    Article  Google Scholar 

  • MINChar (2008) Physicochemical Parameters List: Recommended Minimum Physical and Chemical Parameters for Characterizing Nanomaterials on Toxicology Studies. Woodrow Wilson International Center for Scholars: Washington, DC, USA

  • Mitrano DM, Motellier S, Clavaguera S, Nowack B (2015) Review of nanomaterial aging and transformations through the life cycle of nano-enhanced products. Environ Int 77:132–147

    Article  Google Scholar 

  • NCI (National Cancer Institute) (1979) Bioassay of titanium dioxide for possible carcinogenicity. Technical report series no 97. NCI, Rockville, MD, US

    Google Scholar 

  • Nel A, Xia T, Mädler L, Li N (2006) Toxic potential of materials at the nanolevel. Science 311:622–627

    Article  Google Scholar 

  • NIOSH (2011) Occupational Exposure to Titanium Dioxide; current intelligence bulletin 63; DHHS (NIOSH) publication no. 2011–160; 140 pp. Department of Health and Human Services, Centers for Disease Control and Prevention, National Institute for Occupational Safety and Health, Atlanta

    Google Scholar 

  • Nowack B, Ranville JF, Diamond S, Gallego-Urrea J, Metcalfe C, Rose J, Horne N, Koelmans AA, Klaine SJ (2012) Potential scenarios for nanomaterial release and subsequent alteration in the environment. Environ Toxicol Chem 31:50–59

    Article  Google Scholar 

  • Oberdörster G (2010) Safety assessment for nanotechnology and nanomedicine: concepts of nanotoxicology. J Intern Med 267:89–105

    Article  Google Scholar 

  • Oberdörster G, Oberdörster E, Oberdöster J (2005) Nanotoxicology: an emerging discipline evolving from studies of ultrafine particles. Environ Health Perspect 113:823–839

    Article  Google Scholar 

  • Oller AR, Oberdörster G (2010) Incorporation of particle size differences between animal studies and human workplace aerosols for deriving exposure limit values. Regul Toxicol Pharmacol 57:181–194

    Article  Google Scholar 

  • Pauluhn J (2011) Poorly soluble particulates: searching for a unifying denominator of nanoparticles and fine particles for DNEL estimation. Toxicology 279:176–188

    Article  Google Scholar 

  • Rosenbaum RK, Huijbregts MAJ, Henderson AD, Margni M, McKone TE, van de Meent D, Hauschild MZ, Shaked S, Li DS, Gold LS, Jolliet O (2011) USEtox human exposure and toxicity factors for comparative assessment of toxic emissions in life cycle analysis: sensitivity to key chemical properties. Int J Life Cycle Assess 16:710–727

    Article  Google Scholar 

  • Savolainen K, Alenius H, Norppa H, Pylkkänen L, Tuomi T, Kasper G (2010) Risk assessment of engineered nanomaterials and nanotechnologies—a review. Toxicology 269:92–104

    Article  Google Scholar 

  • SCENIHR (Scientific Committee on Emerging and Newly Identified Health Risks) (2009) Risk Assessment of Products of Nanotechnologies; 71 pp. European Commission Health and Consumer Protection Directorate- General, Directorate C – Public Health and Risk Assessment, Brussels, BE Available at: http://ec.europa.eu/health/ph_risk/committees/04_scenihr/docs/scenihr_o_023.pdf (Accessed September 7, 2016)

    Google Scholar 

  • Som C, Nowack B, Krug HF, Wick P (2013) Toward the development of decision supporting tools that can be used for safe production and use of nanomaterials. Acc Chem Res 46:20863–20872

    Article  Google Scholar 

  • Stone V, Hankin S, Aitken R, Aschberger K, Baun A, Christensen F, Fernandes T, Hansen SF, Hartmann NB, Hutchinson G, Johnston H, Micheletti C, Peters S, Ross B, Sokull-Kluettgen B, Stark D, Tran L (2010a) Engineered Nanoparticles: Review of Health and Environmental Safety (ENRHES); ENRHES EU FP 7 project, final report, 2010a. Available at: http://www.nanowerk.com/nanotechnology/reports/reportpdf/report133.pdf (Accessed September 7, 2016)

  • Stone V, Nowack B, Baun A, van den Brink N, von der Kammer F, Dusinska M, Handy R, Hankin S, Hassellöv M, Joner E, Fernandes TF (2010b) Nanomaterials for environmental studies: classification, reference material issues, and strategies for physico-chemical characterisation. Sci Total Environ 408:1745–1754

    Article  Google Scholar 

  • US-EPA (1988) Recommendations for and documentation of biological values for use in risk assessment. EPA/600/6–87 /008. US-EPA, Cincinnati

    Google Scholar 

  • US-EPA (2010) Nanomaterial Case Studies: Nanoscale Titanium Dioxide in Water Treatment and in Topical Sunscreen. EPA/600/R-09/057F. US-EPA, Research Triangle Park

    Google Scholar 

  • Vermeire T, Stevenson H, Pieters MN, Rennen M, Slob W, Hakkert BC (1999) Assessment factors for human health risk assessment: a discussion paper. Crit Rev Toxicol 29:439–490

    Article  Google Scholar 

  • Vermeire T, Pieters M, Rennen M, Bos P (2001) Probabilistic assessment factors for human health risk assessment—a practical guide. RIVM report 601516 005, TNO report V3489. National Institute of Public Health and the Environment, Bilthoven, NL

    Google Scholar 

  • Walser T, Demou E, Lang DJ, Hellweg S (2011) Prospective environmental life cycle assessment of nanosilver T-shirts. Environ Sci Technol 45:4570–4578

    Article  Google Scholar 

  • Warheit DB (2013) How to measure hazards/risks following exposures to nanoscale or pigment-grade titanium dioxide particles. Toxicol Lett 220:193–204

    Article  Google Scholar 

  • Warheit DB, Brock WJ, Lee KP, Webb TR, Reed KL (2005) Comparative pulmonary toxicity inhalation and instillation studies with different TiO2 particle formulations: impact of surface treatments on particle toxicity. Toxicol Sci 88:514–524

    Article  Google Scholar 

  • Warheit DB, Boatman R, Brown SC (2015) Developmental toxicity studies with 6 forms of titanium dioxide test materials (3 pigment-different grade & 3 nanoscale) demonstrate an absence of effects in orally-exposed rats. Regul Toxicol Pharmacol 73:887–896

    Article  Google Scholar 

  • Wiesner MR, Lowry GV, Alvarez P, Dionysiou D, Biswas P (2006) Assessing the risks of manufactured nanomaterials. Environ Sci Technol 40:4336–4345

    Article  Google Scholar 

  • Yang Y, Doudrick K, Bi X, Hristovski K, Herckes P, Westerhoff P, Kaegi R (2014) Characterization of food-grade titanium dioxide: the presence of Nanosized particles. Environ Sci Technol 48:6391–6400

    Article  Google Scholar 

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Acknowledgements

The authors wish to thank Tobias Walser, Stefanie Hellweg, Michael Z. Hauschild, Peter Fantke and Brenda Gillespie for the fruitful insights in the course of the work. A.L. gratefully acknowledges the financial support provided by Augustinus Fonden, Oticon Fonden and the 3R Research School of the Technical University of Denmark.

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Correspondence to Alexis Laurent.

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Laurent, A., Harkema, J.R., Andersen, E.W. et al. Human health no-effect levels of TiO2 nanoparticles as a function of their primary size. J Nanopart Res 19, 130 (2017). https://doi.org/10.1007/s11051-017-3816-8

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