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

Publication ,  Journal Article
Gilbertson, LM; Melnikov, F; Wehmas, LC; Anastas, PT; Tanguay, RL; Zimmerman, JB
Published in: Nanotoxicology
January 2016

Given the increased utility and lack of consensus regarding carbon nanotube (CNT) environmental and human health hazards, there is a growing demand for guidelines that inform safer CNT design. In this study, the zebrafish (Danio rerio) model is utilized as a stable, sensitive biological system to evaluate the bioactivity of systematically modified and comprehensively characterized multi-walled carbon nanotubes (MWNTs). MWNTs were treated with strong acid to introduce oxygen functional groups, which were then systematically thermally reduced and removed using an inert temperature treatment. While 25 phenotypic endpoints were evaluated at 24 and 120 hours post-fertilization (hpf), high mortality at 24 hpf prevented further resolution of the mode of toxicity leading to mortality. Advanced multivariate statistical methods are employed to establish a model that identifies those MWNT physicochemical properties that best estimate the probability of observing an adverse outcome. The physicochemical properties considered in this study include surface charge, percent surface oxygen, dispersed aggregate size and morphology and electrochemical activity. Of the five physicochemical properties, surface charge, quantified as the point of zero charge (PZC), was determined as the best predictor of mortality at 24 hpf. From a design perspective, the identification of this property-hazard relationship establishes a foundation for the development of design guidelines for MWNTs with reduced hazard.

Duke Scholars

Published In

Nanotoxicology

DOI

EISSN

1743-5404

ISSN

1743-5390

Publication Date

January 2016

Volume

10

Issue

1

Start / End Page

10 / 19

Related Subject Headings

  • Zebrafish
  • Toxicology
  • Temperature
  • Surface Properties
  • Nanotubes, Carbon
  • Models, Statistical
  • Logistic Models
  • Embryo, Nonmammalian
  • Animals
  • 4018 Nanotechnology
 

Citation

APA
Chicago
ICMJE
MLA
NLM
Gilbertson, L. M., Melnikov, F., Wehmas, L. C., Anastas, P. T., Tanguay, R. L., & Zimmerman, J. B. (2016). Toward safer multi-walled carbon nanotube design: Establishing a statistical model that relates surface charge and embryonic zebrafish mortality. Nanotoxicology, 10(1), 10–19. https://doi.org/10.3109/17435390.2014.996193
Gilbertson, Leanne M., Fjodor Melnikov, Leah C. Wehmas, Paul T. Anastas, Robert L. Tanguay, and Julie B. Zimmerman. “Toward safer multi-walled carbon nanotube design: Establishing a statistical model that relates surface charge and embryonic zebrafish mortality.Nanotoxicology 10, no. 1 (January 2016): 10–19. https://doi.org/10.3109/17435390.2014.996193.
Gilbertson LM, Melnikov F, Wehmas LC, Anastas PT, Tanguay RL, Zimmerman JB. Toward safer multi-walled carbon nanotube design: Establishing a statistical model that relates surface charge and embryonic zebrafish mortality. Nanotoxicology. 2016 Jan;10(1):10–9.
Gilbertson, Leanne M., et al. “Toward safer multi-walled carbon nanotube design: Establishing a statistical model that relates surface charge and embryonic zebrafish mortality.Nanotoxicology, vol. 10, no. 1, Jan. 2016, pp. 10–19. Epmc, doi:10.3109/17435390.2014.996193.
Gilbertson LM, Melnikov F, Wehmas LC, Anastas PT, Tanguay RL, Zimmerman JB. Toward safer multi-walled carbon nanotube design: Establishing a statistical model that relates surface charge and embryonic zebrafish mortality. Nanotoxicology. 2016 Jan;10(1):10–19.

Published In

Nanotoxicology

DOI

EISSN

1743-5404

ISSN

1743-5390

Publication Date

January 2016

Volume

10

Issue

1

Start / End Page

10 / 19

Related Subject Headings

  • Zebrafish
  • Toxicology
  • Temperature
  • Surface Properties
  • Nanotubes, Carbon
  • Models, Statistical
  • Logistic Models
  • Embryo, Nonmammalian
  • Animals
  • 4018 Nanotechnology