journal article·2012-12Open access

Validity range of centrifuges for the regulation of nanomaterials: from classification to as-tested coronas

Wendel Wohlleben

Journal of Nanoparticle Research· Volume 14· Issue 12

Abstract

Granulometry is the regulatory category where the differences between traditional materials and nanomaterials culminate. Reported herein is a careful validation of methods for the quantification of dispersability and size distribution in relevant media, and for the classification according to the EC nanodefinition recommendation. Suspension-based techniques can assess the nanodefinition only if the material in question is reasonably well dispersed. Using dispersed material of several chemical compositions (organic, metal, metal-oxide) as test cases we benchmark analytical ultracentrifugation (AUC), dynamic light scattering (DLS), hydrodynamic chromatography, nanoparticle tracking analysis (NTA) against the known content of bimodal suspensions in the commercially relevant range between 20 nm and a few microns. The results validate fractionating techniques, especially AUC, which successfully identifies any dispersed nanoparticle content from 14 to 99.9 nb% with less than 5 nb% deviation. In contrast, our screening casts severe doubt over the reliability of ensemble (scattering) techniques and highlights the potential of NTA to develop into a counting upgrade of DLS. The unique asset of centrifuges with interference, X-ray or absorption detectors-to quantify the dispersed solid content for each size interval from proteins over individualized nanoparticles up to agglomerates, while accounting for their loose packing-addresses also the adsorption/depletion of proteins and (de-)agglomeration of nanomaterials under cell culture conditions as tested for toxicological endpoints.
Source: openalex_inverted_index · Quality: baseline

Research context

OpenAlex topics: Nanoparticle-Based Drug Delivery · Nanoparticles: synthesis and applications · Field-Flow Fractionation Techniques

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

References (75)

Show source-provided references
1. Aggarwal P, Hall JB, McLeland CB, Dobrovolskaia MA, McNeil SE (2009) Nanoparticle interaction with plasma proteins as it relates to particle biodistribution, biocompatibility and therapeutic efficacy. Adv Drug Deliv Rev 61:428–43710.1016/j.addr.2009.03.009 ↗
2. Arnold MS, Suntivich J, Stupp SI, Hersam MC (2008) Hydrodynamic characterization of surfactant encapsulated carbon nanotubes using an analytical ultracentrifuge. ACS Nano 2:2291–230010.1021/nn800512t ↗
3. Backes C, Karabudak E, Schmidt CD, Hauke F, Hirsch A, Wohlleben W (2010a) Determination of the surfactant density on SWCNTs by analytical ultracentrifugation. Chem Eur J 16:13176–1318410.1002/chem.200903461 ↗
4. Backes C, Mundloch U, Schmidt CD, Coleman JN, Wohlleben W, Hauke F, Hirsch A (2010b) Enhanced adsorption affinity of anionic perylene-based surfactants towards smaller-diameter SWCNTs. Chem Eur J 16:13185–1319210.1002/chem.201000232 ↗
5. Balazy A, Podgorski A (2007) Deposition efficiency of fractal-like aggregates in fibrous filters calculated using Brownian dynamics method. J Colloid Interface Sci 311:323–32710.1016/j.jcis.2007.03.008 ↗
6. Balbo A, Minor KH, Velikovsky CA, Mariuzza RA, Peterson CB, Schuck P (2005) Studying multiprotein complexes by multisignal sedimentation velocity analytical ultracentrifugation. Proc Natl Acad Sci USA 102:81–8610.1073/pnas.0408399102 ↗
7. Bihari P, Vippola M, Schultes S, Prätner M, Khandoga AG, Reichel CA, Coester C, Tuomi T, Rehberg M, Krombach F (2008) Optimized dispersion of nanoparticles for biological in vitro and in vivo studies. Part Fibre Toxicol 5:1410.1186/1743-8977-5-14 ↗
8. Börger L, Lechner MD (2006) The preparative dynamic density gradient method. Colloid Polym Sci 284:405–41210.1007/s00396-005-1400-8 ↗
9. Börger L, Lechner MD, Stadler M (2004) Development of a new digital camera setup for the online recording of Schlieren optical pictures in a modified Beckman Optima XL analytical ultracentrifuge. Progr Colloid Polym Sci 127:19–25
10. Calzolai L, Gilliland D, Rossi F (2012) Measuring nanoparticles size distribution in food and consumer products: a review. Food Addit Contam A 29:1183–119310.1080/19440049.2012.689777 ↗
11. Carr B, Diaper T, Barrett E (2005) Nanoparticle tracking analysis—the Halo™ system. Royal Society of Chemistry Particulate Systems Analysis Meeting.
12. Cedervall T, Lynch I, Lindman S, Berggard T, Thulin E, Nilsson H, Dawson KA, Linse S (2007) Understanding the nanoparticle–protein corona using methods to quantify exchange rates and affinities of proteins for nanoparticles. Proc Natl Acad Sci USA 104:2050–205510.1073/pnas.0608582104 ↗
13. Cölfen H, Wohlleben W (2010) Analytical ultracentrifugation of latexes. In: Gugliotta L, Vega J (eds) Measurement of particle size distributions of polymer latexes. Research Signpost, Trivandrum, pp 183–222
14. Cölfen H, Laue TM, Wohlleben W, Karabudak E, Langhorst BW, Brookes E, Dubbs B, Zollars D, Demeler B (2009) The open AUC project. Eur Biophys J 39:347–36010.1007/s00249-009-0438-9 ↗
15. Demeler B (2005) UltraScan 9.5—a comprehensive data analysis software package for analytical ultracentrifugation experiments. In: Scott DJ, Harding SE, Rowe AJ (eds) Analytical ultracentrifugation. Techniques and methods. The Royal Society of Chemistry, Cambridge, pp 210–230
16. Demeler B, Brookes E, Nagel-Stegert L (2009) Analysis of heterogeneity in molecular weight and shape by analytical ultracentrifugation using parallel distributed computing. Methods in Enzymology: Computer Methods 454:8710.1016/S0076-6879(08)03804-4 ↗
17. EC (2011) Commission Recommendation of 18 October 2011 on the definition of nanomaterial. http://eur-lex.europa.eu/LexUriServ/LexUriServ.do?uri=OJ:L:2011:275:0038:0040:EN:PDF . Accessed 12 Jan 2012
18. ECHA (2012) Guidance on information requirements and chemical safety assessment: Appendix R7-1 recommendations for nanomaterials applicable to chapter R7a—Endpoint specific guidance (30.04.2012). ECHA-12-G-03-EN.
19. Evans DF, Wennerström H (1994) The colloidal domain: where physics, chemistry, biology and technology meet. VCH Publishers, New York
20. Fabian E, Landsiedel R, Ma-Hock L, Wiench K, Wohlleben W, van Ravenzwaay B (2008) Tissue distribution and toxicity of intravenously administered titanium dioxide nanoparticles in rats. Arch Toxicol 82:151–15710.1007/s00204-007-0253-y ↗
21. Filipe V, Hawe A, Jiskoot W (2010) Critical evaluation of nanoparticle tracking analysis (NTA) by nanosight for the measurement of nanoparticles and protein aggregates. Pharm Res 27:796–81010.1007/s11095-010-0073-2 ↗
22. Grainger DW, Castner DG (2008) Nanobiomaterials and nanoanalysis: opportunities for improving the science to benefit biomedical technologies. Adv Mater 20:867–87710.1002/adma.200701760 ↗
23. ISO (2001) Determination of particle size distribution by centrifugal liquid sedimentation methods—part 1: general principles and guidelines.
24. ISO (2004) Determination of particle size distribution by centrifugal liquid sedimentation methods—part 3: centrifugal X-ray method.
25. ISO (2007) Determination of particle size distribution by centrifugal liquid sedimentation methods—part 2: photocentrifuge method.
26. Jamison JA, Krueger KM, Yavuz CT, Mayo JT, LeCrone D, Redden JJ, Colvin VL (2008) Size-dependent sedimentation properties of nanocrystals. ACS Nano 2:311–31910.1021/nn700144m ↗
27. Jones-Lepp T, Rogers K, Snell R (2011) Laser detection of nanoparticles in the environment. http://cfpub.epa.gov/si/si_public_record_report.cfm?dirEntryId=238319 . Accessed 12 Jan 2012
28. Karabudak E, Wohlleben W, Cölfen H (2009) Investigation of β-carotene-gelatin composite particles with a multiwavelength UV/vis detector for the analytical ultracentrifuge. Eur Biophys J 39:397–40310.1007/s00249-009-0412-6 ↗
29. Karabudak E, Backes C, Hauke F, Schmidt CD, Cölfen H, Hirsch A, Wohlleben W (2010) A universal ultracentrifuge spectrometer visualizes CNT–intercalant–surfactant complexes. ChemPhysChem 11:3224–322710.1002/cphc.201000504 ↗
30. Klaine SJ, Koelmans AA, Horne N, Carley S, Handy RD, Kapustka L, Nowack B, von der Kammer F (2012) Paradigms to assess the environmental impact of manufactured nanomaterials. Environ Toxicol Chem 31:3–1410.1002/etc.733 ↗
31. Kozak D, Anderson W, Vogel R, Trau M (2011) Advances in resistive pulse sensors: devices bridging the void between molecular and microscopic detection. Nano Today 6:531–54510.1016/j.nantod.2011.08.012 ↗
32. Kozak D, Anderson W, Vogel R, Chen S, Antaw F, Trau M (2012) Simultaneous size and ζ-potential measurements of individual nanoparticles in dispersion using size-tunable pore sensors. ACS Nano. doi: 10.1021/nn3020322 .10.1021/nn3020322 ↗
33. Krpetic C, Nativo P, Prior IA, Brust M (2011) Acrylate-facilitated cellular uptake of gold nanoparticles. Small 7:1982–198610.1002/smll.201100462 ↗
34. Lamberty A, Franks K, Braun A, Kestens V, Roebben G, Linsinger T (2011) Interlaboratory comparison for the measurement of particle size and zeta potential of silica nanoparticles in an aqueous suspension. J Nanopart Res 13:7317–732910.1007/s11051-011-0624-4 ↗
35. 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 22:2601–262710.1002/adma.200902658 ↗
36. Lechner MD (2005) On Mie scattering. J Serb Chem Soc 70:361–36910.2298/JSC0503361L ↗
37. Lechner MD, Wohlleben W (2008) AUC and HDC characterization of heterogeneous polymer dispersions. Colloid Polym Sci 286:149–15710.1007/s00396-007-1771-0 ↗
38. Lee J, Shen W, Payer K, Burg TP, Manalis SR (2010) Toward attogram mass measurements in solution with suspended nanochannel resonators. Nano Lett 10:2537–254210.1021/nl101107u ↗
39. Limbach LK, Li Y, Grass RN, Brunner TJ, Hintermann MA, Muller M, Gunther D, Stark WJ (2005) Oxide nanoparticle uptake in human lung fibroblasts: effects of particle size, agglomeration, and diffusion at low concentrations. Environ Sci Technol 39:9370–937610.1021/es051043o ↗
40. Lin MY, Lindsay HM, Weitz DA, Ball RC, Klein R, Meakin P (1990) Universal reaction-limited colloid aggregation. Phys Rev A 41:2005–202010.1103/PhysRevA.41.2005 ↗
41. Mächtle W (1984) Characterization of dispersions using combined water/heavy water ultracentrifuge measurements. Makromol Chem 185:1025–103910.1002/macp.1984.021850515 ↗
42. Mächtle W, Börger L (2006) Analytical ultracentrifugation of polymers and nanoparticles. Springer, Berlin
43. Mächtle W, Lechner MD (2002) Evaluation of equilibrium and nonequilibrium density gradients in an analytical ultracentrifuge by calibration with marker particles. Progress Colloid Polym Sci 119:1–1010.1007/3-540-44672-9_1 ↗
44. McFadyen P, Fairhurst D (1993) High-resolution particle size analysis from nanometres to microns. Clay Miner 28:531–53710.1180/claymin.1993.028.4.04 ↗
45. McGowan GM, Langhorst MA (1982) Development and application of an integrated high speed computerized hydrodynamic chromatograph. J Colloid Interface Sci 89:94–10610.1016/0021-9797(82)90124-2 ↗
46. Meehan E, Tribe K (2004) Determination of complex particle size distributions using packed column hydrodynamic chromatography. In: Provder T, Texter J (eds) Particle sizing and characterization. The American Ceramic Society, Westerville, pp 175–18310.1021/bk-2004-0881.ch011 ↗
47. Mittal V, Lechner MD (2010) Size and density dependent sedimentation analysis of advanced nanoparticle systems. J Colloid Interface Sci 346:378–38310.1016/j.jcis.2010.03.025 ↗
48. Molina R, Al-Salama Y, Jurkschat K, Dobson PJ, Thompson IP (2011) Potential environmental influence of amino acids on the behavior of ZnO nanoparticles. Chemosphere 83:545–55110.1016/j.chemosphere.2010.12.020 ↗
49. Monopoli MP, Walczyk D, Campbell A, Elia G, Lynch I, Baldelli Bombelli F, Dawson KA (2011) Physical–chemical aspects of protein corona: relevance to in vitro and in vivo biological impacts of nanoparticles. J Am Chem Soc 133:2525–253410.1021/ja107583h ↗
50. Montes-Burgos I, Walczyk D, Hole P, Smith J, Lynch I, Dawson K (2010) Characterisation of nanoparticle size and state prior to nanotoxicological studies. J Nanopart Res 12:47–5310.1007/s11051-009-9774-z ↗
51. Müller HG, Herrmann F (1995) Simultaneous determination of particle and density distribution of dispersions by analytical ultracentrifugation. Progr Colloid Polym Sci 99:114–11910.1007/BFb0114079 ↗
52. OECD (2009) Preliminary review of OECD Test guidelines for their applicability to manufactured nanomaterials. http://www.oecd.org/officialdocuments/displaydocumentpdf/?cote=ENV/JM/MONO(2009)21&doclanguage=en . Accessed 12 Jan 2012.
53. Planken KL, Colfen H (2010) Analytical ultracentrifugation of colloids. Nanoscale 2:1849–186910.1039/c0nr00215a ↗
54. Riba O, Barnes R, Scott T, Gardner M, Jackman S, Thompson I (2011) Enhanced reactivity of nanoscale iron particles through a vacuum annealing process. J Nanopart Res 13:4591–460110.1007/s11051-011-0421-0 ↗
55. RIPoN (2011) Specific advice on fulfilling information requirements for nanomaterials under REACH (RIP-oN 2). http://ec.europa.eu/environment/chemicals/nanotech/pdf/report_ripon2.pdf . Accessed 12 Jan 2012
56. Roy S, Planken KL, Kim R, Mandele Dvd, Kegel WK (2007) Direct evidence on the existence of [Mo132] keplerate-type species in aqueous solution. Inorg Chem 46:8469–847110.1021/ic701076s ↗
57. SCENIHR (Scientific Committee on Emerging and Newly Identified Health Risks) (2009) Risk assessment of products of nanotechnologies. http://ec.europa.eu/health/archive/ph_risk/committees/04_scenihr/docs/scenihr_o_023.pdf . Accessed 12 January 2012
58. Schäfer J, Schulze C, Marxer EEJ, Schäfer UF, Wohlleben W, Bakowsky U, Lehr C-M (2012) Atomic force microscopy and analytical ultracentrifugation for probing nanomaterial protein interactions. ACS Nano 6:4603–461410.1021/nn202657q ↗
59. Schlagberger X, Netz RR (2007) Anomalous polymer sedimentation far from equilibrium. Phys Rev Lett 98:12830110.1103/PhysRevLett.98.128301 ↗
60. Schuck P (2000) Size-distribution analysis of macromolecules by sedimentation velocity ultracentrifugation and Lamm equation modeling. Biophys J 78:1606–161910.1016/S0006-3495(00)76713-0 ↗
61. Schulze C, Kroll A, Lehr CM, Schafer UF, Becker K, Schnekenburger J, Isfort CS, Landsiedel R, Wohlleben W (2008) Not ready to use—overcoming pitfalls when dispersing nanoparticles in physiological media. Nanotoxicology 2:U17–U5110.1080/17435390802018378 ↗
62. Schulze C, Schäfer UF, Ruge C, Wohlleben W, Lehr C-M (2011) Interaction of metal oxide nanoparticles with lung surfactant protein A. Eur J Pharm Biopharm 77:376–38310.1016/j.ejpb.2010.10.013 ↗
63. Scott DJ, Harding S, Rowe A (eds) (2005) Analytical ultracentrifugation—techniques and methods. Royal Society of Chemistry, London
64. Small H (1974) Hydrodynamic chromatography. J Colloid Interface Sci 48:147–16110.1016/0021-9797(74)90337-3 ↗
65. Small H, Langhorst MA (1982) Hydrodynamic chromatography. Anal Chem 54:892–89810.1021/ac00245a724 ↗
66. Strauss H, Karabudak E, Bhattacharyya S, Kretzschmar A, Wohlleben W, Cölfen H (2008) Performance of a fast fiber based UV/Vis multiwavelength detector for the analytical ultracentrifuge. Colloid Polym Sci 286:121–12810.1007/s00396-007-1815-5 ↗
67. Svedberg T, Rinde H (1924) The ultra-centrifuge, a new instrument for the determination of size and distribution of size of particle in amicroscopic colloids. J Am Chem Soc 46:267710.1021/ja01677a011 ↗
68. Tiede K, Boxall ABA, Tear SP, Lewis J, David H, Hassellov M (2008) Detection and characterization of engineered nanoparticles in food and the environment. Food Addit Contam 25:795–82110.1080/02652030802007553 ↗
69. Vankoningsloo S, Piret Jp, Saout C, Noel F, Mejia J, Coquette A, Zouboulis CC, Delhalle J, Lucas S, Toussaint O (2012) Pro-inflammatory effects of different MWCNTs dispersions in p16INK4A-deficient telomerase-expressing human keratinocytes but not in human SV-40 immortalized sebocytes. Nanotoxicology 6:77–9310.3109/17435390.2011.558642 ↗
70. Vogel R, Willmott G, Kozak D, Roberts GS, Anderson W, Groenewegen L, Glossop B, Barnett A, Turner A, Trau M (2011) Quantitative sizing of nano/microparticles with a tunable elastomeric pore sensor. Anal Chem 83:3499–350610.1021/ac200195n ↗
71. von der Kammer F, Legros S, Larsen EH, Loschner K, Hofmann T (2011) Separation and characterization of nanoparticles in complex food and environmental samples by field-flow fractionation. TrAC Trends Anal Chem 30:425–43610.1016/j.trac.2010.11.012 ↗
72. Walczyk D, Baldelli Bombelli F, Monopoli MP, Lynch I, Dawson KA (2010) What the cell “sees” in bionanoscience. J Am Chem Soc 132:5761–675810.1021/ja910675v ↗
73. Williams A, Varela E, Meehan E, Tribe K (2002) Characterisation of nanoparticulate systems by hydrodynamic chromatography. Int J Pharmaceutics 242:295–29910.1016/S0378-5173(02)00191-6 ↗
74. Wohlleben W, Schuch H (2010) PSD from hydrodynamic chromatography and comparison with other analytical techniques. In: Gugliotta L, Vega J (eds) Measurement of particle size distributions of polymer latexes. Research Signpost, Trivandrum, pp 130–153
75. Zook JM, Rastogi V, MacCuspie RI, Keene AM, Fagan J (2011) Measuring agglomerate size distribution and dependence of localized surface plasmon resonance absorbance on gold nanoparticle agglomerate size using analytical ultracentrifugation. ACS Nano 5:8070–807910.1021/nn202645b ↗