Toward safer multi-walled carbon nanotube design: Establishing a statistical model that relates surface charge and embryonic zebrafish mortality

References

• Adenuga AA, Truong L, Tanguay RL, Remcho VT. 2013. Preparation of water soluble carbon nanotubes and assessment of their biological activity in embryonic zebrafish. Int J Biomed Nanosci Nanotechnol 3:39–51
   Google Scholar
• Amsterdam A, Nissen RM, Sun Z, Swindell EC, Farrington S, Hopkins N. 2004. Identification of 315 genes essential for early zebrafish development. Proc Natl Acad Sci USA 101:12792–7
   PubMed Web of Science ®Google Scholar
• Asharani PV, Serina NGB, Nurmawati MH, Wu YL, Gong Z, Valiyaveettil S. 2008. Impact of multi-walled carbon nanotubes on aquatic species. J Nanosci Nanotechnol 8:3603–9
   PubMed Web of Science ®Google Scholar
• Baun A, Hartmann NB, Grieger K, Kusk KO. 2008. Ecotoxicity of engineered nanoparticles to aquatic invertebrates: a brief review and recommendations for future toxicity testing. Ecotoxicology 17:387–95
   PubMed Web of Science ®Google Scholar
• Bozich JS, Lohse SE, Torelli MD, Murphy CJ, Hamers RJ, Klaper RD. 2014. Surface chemistry, charge and ligand type impact the toxicity of gold nanoparticles to Daphnia magna. Environ Sci Nano 1:260–70
   Web of Science ®Google Scholar
• Cheaptubes. 2014. Multi walled carbon nanotubes. Available at: http://www.cheaptubesinc.com/default.htm. Accessed on September 2014
   Google Scholar
• Chen Q, Saltiel C, Manickavasagam S, Schadler LS, Siegel RW, Yang H. 2004. Aggregation behavior of single-walled carbon nanotubes in dilute aqueous suspension. J Colloid Interf Sci 280:91–7
   PubMed Web of Science ®Google Scholar
• Cheng J, Chan CM, Veca LM, Poon WL, Chan PK, Qu L, et al. 2009. Acute and long term effects after single loading of functionalized multi-walled carbon nanotubes into zebrafish (Danio rerio). Toxicol Appl Pharm 235:216–25
   PubMed Web of Science ®Google Scholar
• Cheng J, Cheng SH. 2012. Influence of carbon nanotube length on toxicity to zebrafish embryos. Int J Nanomed 7:3731–9
   PubMed Web of Science ®Google Scholar
• Cheng J, Flahaut E, Cheng SH. 2007. Effect of carbon nanotubes on developing zebrafish (Danio rerio) embryos. Environ Toxicol Chem 26:708–16
   PubMed Web of Science ®Google Scholar
• Collett D. (1991). Modelling Binary Data. London, UK: Chapman and Hall
   Google Scholar
• Connors KA, Voutchkova-Kostal A, Kostal J, Anastas PT, Zimmerman JB, Brooks BW. 2014. Reducing aquatic hazard of industrial chemicals: Probabilistic assessment of sustainable molecular design principles. Environ Toxicol Chem 33:1894–902
   PubMed Web of Science ®Google Scholar
• De Volder MFL, Tawfick SH, Baughman RH, Hart AJ. 2013. Carbon nanotubes: present and future commercial applications. Science 339:535–9
   PubMed Web of Science ®Google Scholar
• Endo M, Strano MS, Ajayan PM. 2008. Potential applications of carbon nanotubes. Top Appl Phys 111:13–61
   Web of Science ®Google Scholar
• Fako VE, Furgeson DY. 2009. Zebrafish as a correlative and predictive model for assessing biomaterial nanotoxicity. Adv Drug Deliv Rev 61:478–86
   PubMed Web of Science ®Google Scholar
• Figueiredo JL, Pereira MFR, Freitas MMA, Orfao JJM. 1999. Modification of the surface chemistry of activated carbons. Carbon 37:1379–89
   Web of Science ®Google Scholar
• Fox J. (1997). Applied Regression Analysis, Linear Models, and Related Methods. Thousand Oaks, CA: Sage Publications
   Google Scholar
• Fubini B, Ghiazza M, Fenoglio I. 2010. Physico-chemical features of engineered nanoparticles relevant to their toxicity. Nanotoxicology 4:347–63
   PubMed Web of Science ®Google Scholar
• Gilbertson LM, Goodwin DG, Taylor AD, Pfefferle LD, Zimmerman JB. 2014. Toward tailored functional design of multi-walled carbon nanotubes (MWNTs): electrochemical and antimicrobial activity enhancement via oxidation and selective reduction. Environ Sci Technol 48:5938–45
   PubMed Web of Science ®Google Scholar
• Harper SL, Carriere JL, Miller JM, Hutchison JE, Maddux BLS, Tanguay RL. 2011. Systematic evaluation of nanomaterial toxicity: Utility of standardized materials and rapid assays. ACS Nano 5:4688–97
   PubMed Web of Science ®Google Scholar
• Hilding J, Grulke EA, Zhang ZG, Lockwood F. 2003. Dispersion of carbon nanotubes in liquids. J Disper Sci Technol 24:1–41
   Web of Science ®Google Scholar
• Hill AJ, Teraoka H, Heideman W, Peterson RE. 2005. Zebrafish as a model vertebrate for investigating chemical toxicity. Toxicol Sci 86:6–19
   PubMed Web of Science ®Google Scholar
• Johnston HJ, Hutchison GR, Christensen FM, Peters S, Hankin S, Aschberger K, Stone V. 2010. A critical review of the biological mechanisms underlying the in vivo and in vitro toxicity of carbon nanotubes: the contribution of physico-chemical characteristics. Nanotoxicology 4:207–46
   PubMed Web of Science ®Google Scholar
• Jones CP, Jurkschat K, Crossley A, Banks CE. 2008. Multi-walled carbon nanotube modified basal plane pyrolytic graphite electrodes: exploring heterogeneity, electro-catalysis and highlighting batch to batch variation. J Iran Chem Soc 5:279–85
   Web of Science ®Google Scholar
• Kane AB, Hurt RH. 2008. The asbestos analogy revisted. Nat Nanotechnol 3:378–9
   PubMed Web of Science ®Google Scholar
• Kang S, Herzberg M, Rodrigues DF, Elimelech M. 2008a. Antibacterial effects of carbon nanotubes: Size does matter! Langmuir 24:6409–13
   PubMed Web of Science ®Google Scholar
• Kang S, Mauter MS, Elimelech M. 2008b. Physicochemical determinants of multiwalled carbon nanotube bacterial cytotoxicity. Environ Sci Technol 42:7528–34
   PubMed Web of Science ®Google Scholar
• Kang S, Pinault M, Pfefferle LD, Elimelech M. 2007. Single-walled carbon nanotubes exhibit strong antimicrobial activity. Langmuir 23:8670–3
   PubMed Web of Science ®Google Scholar
• Kolosnjaj-Tabi J, Hartman KB, Boudjemaa S, Ananta JS, Morgant G, Szwarc H, et al. 2010. In vivo behavior of large doses of ultrashort and full-length single-walled carbon nanotubes after oral and intraperitoneal administration to Swiss mice. ACS Nano 4:1481–92
   PubMed Web of Science ®Google Scholar
• Kostal J, Voutchkova-Kostal A, Anastas PT, Zimmerman JB. 2013. Identifying and designing chemicals with minimal acute aquatic toxicity. Proc Natl Acad Sci USA [Epub ahead of print]. DOI: 10.1073/pnas.1314991111
   Web of Science ®Google Scholar
• Kundu S, Wang Y, Xia W, Muhler M. 2008. Thermal stability and reducibility of oxygen-containig functional groups on multiwalled carbon nanotube surfaces: a quantitative high-resolution XPS and TPD/TPR study. J Phys Chem C 112:16869–78
   Web of Science ®Google Scholar
• Lam CW, James JT, Mccluskey R, Arepalli S, Hunter RL. 2006. A review of carbon nanotube toxicity and assessment of potential occupational and environmental health risks. Crit Rev Toxicol 36:189–217
   PubMed Web of Science ®Google Scholar
• Lam CW, James JT, Mccluskey R, Hunter RL. 2004. Pulmonary toxicity of single-wall carbon nanotubes in mice 7 and 90 days after intratracheal instillation. Toxicol Sci 77:126–34
   PubMed Web of Science ®Google Scholar
• Le Cessie S, Van Houwelingen JC. 1991. A goodness-of-fit test for binary regression models, based on smoothing methods. Biometrics 47:1267–82
   Web of Science ®Google Scholar
• Lee KJ, Browning LM, Nallathamby PD, Xu XH. 2013. Study of charge-dependent transport and toxicity of peptide-functionalized silver nanoparticles using zebrafish embryos and single nanoparticle plasmonic spectroscopy. Chem Res Toxicol 26:904–17
   PubMed Web of Science ®Google Scholar
• Lin S, Zhao Y, Nel AE, Lin S. 2012. Zebrafish: an in vivo model for nano EHS studies. Small 9:1608–18
   PubMed Web of Science ®Google Scholar
• Liu S, Wei L, Hao L, Fang N, Chang MW, et al. 2009. Sharper and faster “nano darts” kill more bacteria: a study of antibacterial activity of individually dispersed pristine single-walled carbon nanotube. ACS Nano 3:3891–902
   PubMed Web of Science ®Google Scholar
• Liu Y, Zhao Y, Sun B, Chen C. 2013. Understanding the toxicity of carbon nanotubes. Acc Chem Res 46:702–13
   PubMed Web of Science ®Google Scholar
• Mandrell D, Truong L, Jephson C, Sarker MR, Moore A, Lang C, et al. 2012. Automated zebrafish chorion removal and single embryo placement: optimizing throughput of zebrafish developmental toxicity screens. J Lab Autom 17:66–74
   PubMedGoogle Scholar
• Mcfadden D. 1974. Conditional Logit Analysis of Qualitative Choice Behavior. New York: Academic Press
   Google Scholar
• Montes-Moran MA, Suarez D, Menendez JA, Fuente E. 2004. On the nature of basic sites on carbon surfaces: an overview. Carbon 42:1219–25
   Web of Science ®Google Scholar
• Morgan BJT. (1992). Analysis of Quantal Response Data. London UK: Chapman and Hall
   Google Scholar
• Muller J, Huaux F, Moreau N, Misson P, Heilier JF, Delow M, et al. 2005. Respiratory toxicity of multi-wall carbon nanotubes. Toxicol Appl Pharm 207:221–31
   PubMed Web of Science ®Google Scholar
• NNI. 2011. National Nanotechnology Initiative Environmental, Health, and Safety Reserach Strategy. Composed by the National Science and Technology Council Committee on Technology and the Subcommittee on Nanoscale Science, Engineering, and Technology
   Google Scholar
• NRC. 2012. A Research Strategy for Environmental, Health, and Safety Aspects of Engineered Nanomaterials. Washington, DC: National Research Council of The National Academies
   Google Scholar
• Nanolab. 2011. Products: carbon nanotubes and nanomaterials. Available from: http://www.nano-lab.com/cooh-functionalized-nanotubes.html. Accessed on September 2014
   Google Scholar
• Nel A, Xia T, Madler L, Li N. 2006. Toxic potential of matrials at the nanolevel. Science 311:622–7
   PubMed Web of Science ®Google Scholar
• Nel A, Xia T, Meng H, Wang X, Lin S, Ji Z, Zhang H. 2013. Nanomaterial toxicity testing in the 21st century: use of a predictive toxicological approach and high-throughput screening. Acc Chem Res 46:607–21
   PubMed Web of Science ®Google Scholar
• Noh JS, Schwarz JA. 1988. Estimation of the point of zero charge of simple oxides by mass titration. J Colliod Interf Sci 130:157–64
   Web of Science ®Google Scholar
• Pasquini LM, Hashmi SM, Sommer TJ, Elimelech M, Zimmerman JB. 2012. Impact of surface functionalization on bacterial cytotoxicity of single-walled carbon nanotubes. Environ Sci Technol 46:6297–305
   PubMed Web of Science ®Google Scholar
• Pasquini LM, Sekol RC, Taylor AD, Pfefferle LD, Zimmerman JB. 2013. Realizing comparable oxidative and cytotoxic potential of single- and multiwalled carbon nanotubes through annealing. Environ Sci Technol 47:8775–83
   PubMed Web of Science ®Google Scholar
• Patel V. 2011. Global carbon nanotubes market-industry beckons. Nanowerk Nanotechnology Spotlight. Available from www.nanowerk.com Accessed on 5 February 2014.
   Google Scholar
• Petosa AR, Jaisi DP, Quevedo IR, Elimelech M, Tufenkji N. 2010. Aggregation and deposition of engineered nanomaterials in aquatic environments: role of physicochemial interactions. Environ Sci Technol 44:6532–49
   PubMed Web of Science ®Google Scholar
• Popov VN. 2004. Carbon nanotubes: properties and application. Mater Sci Eng R 43:61–102
   Web of Science ®Google Scholar
• Powers KW, Palazuelos M, Moudgil BM, Roberts SM. 2007. Characterization of the size, shape, and state of dispersion of nanoparticles for toxicological studies. Nanotoxicology 1:42–51
   Web of Science ®Google Scholar
• R_Core_Team. 2013. R: a language and environment for statistical computing. Vienna, Austria: R Foundation for Statistical Computing. Available at: http://www.R-project.org/. Accessed on September 2014
   Google Scholar
• Rizzo LY, Golombek SK, Mertens ME, Pan Y, Laaf D, Broda J, et al. 2013. In vivo nanotoxicity testing using the zebrafish embryo assay. J Mater Chem B 1:3918–25
   Web of Science ®Google Scholar
• Saxena RK, William W, Mcgee JK, Daniels MJ, Boykin E, Gilmour MI. 2007. Enhanced in vitro and in vivo toxicity of poly-dispersed acid-functionalized single-wall carbon nanotubes. Nanotoxicology 1:291–300
   Web of Science ®Google Scholar
• Schaefer DW, Zhao J, Brown JM, Anderson DP, Tomlin DW. 2003. Morphology of dispersed carbon single-walled nanotubes. Chem Phys Lett 375:369–75
   Web of Science ®Google Scholar
• Scown TM, Van Aerle R, Tyler CR. 2010. Review: do engineered nanoparticles pose a significant threat to the aquatic environment? Crit Rev Toxicol 40:653–70
   PubMed Web of Science ®Google Scholar
• Truong L, Harper SL, Tanguay RL. 2011. Evaluation of embryotoxicity using the zebrafish model. Methods Mol Biol 691:271–9
   PubMedGoogle Scholar
• Truong L, Zaikova T, Richman EK, Hutchison JE, Tanguay RL. 2012. Media ionic strength impacts embryonic responses to engineered nanoparticle exposure. Nanotoxicology 6:691–9
   PubMed Web of Science ®Google Scholar
• US EPA. 2014. Risk management sustainable technology: nanotechnology. Available from http://www.epa.gov/nrmrl/std/nanotech.html. Accessed on September 2014
   Google Scholar
• Usenko CY, Harper SL, Tanguay RL. 2007. In vivo evaluation of carbon fullerene toxicity using embryonic zebrafish. Carbon 45:1891–8
   PubMed Web of Science ®Google Scholar
• Vecitis CD, Zodrow KR, Kang S, Elimelech M. 2010. Electronic-structure-dependent bacterial cytotoxicity of single-walled carbon nanotubes. ACS Nano 4:5471–9
   PubMed Web of Science ®Google Scholar
• Voutchkova-Kostal A, Kostal J, Connors KA, Brooks BW, Anastas PT, Zimmerman JB. 2012. Toward rational molecular design for reduced chronic aquatic toxicity. Green Chem 14:1001–8
   Web of Science ®Google Scholar
• Yeager E. 1984. Electrocatalysts for O2 reduction. Electrochim Acta 29:1527–37
   Web of Science ®Google Scholar