A framework for grouping nanoparticles based on their measurable characteristics

International Journal of Nanomedicine

Volumn 8, Issue SUPPL. 1, 2013, Pages 45-56

  Sayes, Christie M ^a,b,c   Alex Smith, P ^b   Ivanov, Ivan V ^a  

^a RTI INTERNATIONAL   (United States)

^b Texas A and M University   (United States)

^c TEXAS A AND M UNIVERSITY   (United States)

Author keywords

Linear discriminant analysis; Modeling framework; Nanoparticle; Principal component analysis; Structure activity relationships

Indexed keywords

COPPER; IRON; NANOPARTICLE; NICKEL; REACTIVE OXYGEN METABOLITE; SILVER; ZINC;

ARTICLE; AUTOMATED PATTERN RECOGNITION; CLASSIFICATION; CORRELATION ANALYSIS; DISCRIMINANT ANALYSIS; LINEAR DISCRIMINANT ANALYSIS; MATHEMATICAL MODEL; PARTICLE SIZE; PHYSICAL CHEMISTRY; PRINCIPAL COMPONENT ANALYSIS; STANDARDIZATION; STATISTICAL MODEL; STRUCTURE ACTIVITY RELATION; ZETA POTENTIAL;

LINEAR DISCRIMINANT ANALYSIS; MODELING FRAMEWORK; NANOPARTICLE; PRINCIPAL COMPONENT ANALYSIS; STRUCTURE-ACTIVITY RELATIONSHIPS;

COLLOIDS; DISCRIMINANT ANALYSIS; HYDROGEN-ION CONCENTRATION; METAL NANOPARTICLES; METALS, HEAVY; PRINCIPAL COMPONENT ANALYSIS; STRUCTURE-ACTIVITY RELATIONSHIP; SURFACE PROPERTIES;

EID: 84884873930     PISSN: 11769114     EISSN: 11782013     Source Type: Journal    
DOI: 10.2147/IJN.S40521     Document Type: Article

References (30)

1. Grassian VH, O'Shaughnessy PT, Adamcakova-Dodd A, Pettibone JM, Thorne PS. Inhalation exposure study of titanium dioxide nanoparticles with a primary particle size of 2 to 5 nm. Environ Health Perspect. 2007;115(3):397-402.
2. Zhu S, Oberdörster E, Haasch ML. Toxicity of an engineered nanoparticle (fullerene, C60) in two aquatic species, Daphnia and fathead minnow. Mar Environ Res. 2006;62:S5-S9.
3. Oberdörster G, Oberdörster E, Oberdörster J. Nanotoxicology: an emerging discipline evolving from studies of ultrafine particles. Environ Health Perspect. 2005;113(7):823-839.
4. Schanen BC, Karakoti AS, Seal S, Drake DR 3rd, Warren WL, Self WT. Exposure to titanium dioxide nanomaterials provokes inflammation of an in vitro human immune construct. ACS Nano. 2009;3(9): 2523-2532.
5. Yamashita K, Yoshioka Y, Higashisaka K, et al. Carbon nanotubes elicit DNA damage and inflammatory response relative to their size and shape. Inflammation. 2010;33(4):276-280.
6. Romoser AA, Figueroa DE, Sooresh A, et al. Distinct immunomodulatory effects of a panel of nanomaterials in human dermal fibroblasts. Toxicol Lett. 2012;210(3):293-301.
7. Romoser AA, Chen PL, Berg JM, et al. Quantum dots trigger immunomodulation of the NFκB pathway in human skin cells. Mol Immunol. 2011;48(12-13):1349-1359.
8. Hansch C. Quantitative approach to biochemical structure-activity relationships. Acct Chem Res. 1969;2(8):232-239.
9. Cabantchik ZI, Knauf PA, Rothstein A. The anion transport system of the red blood cell. The role of membrane protein evaluated by the use of 'probes'. Biochim Biophys Acta. 1978;515(3):239-302.
10. Hansch C, Dunn WJ 3rd. Linear relationships between lipophilic character and biological activity of drugs. J Pharm Sci. 1972;61(1):1-19.
11. Leeson PD, Springthorpe B. The influence of drug-like concepts on decision-making in medicinal chemistry. Nat Rev Drug Discov. 2007;6(11):881-890.
12. Leo A, Hansch C, Elkins D. Partition coefficients and their uses. Chem Rev. 1971;71(6):525-616.
13. Southall NT, Dill KA, Haymet ADJ. A view of the hydrophobic effect. J Phys Chem B. 2002;106(3):521-533.
14. Eom HJ, Choi J. Oxidative stress of silica nanoparticles in human bronchial epithelial cell, Beas-2B. Toxicol In Vitro. 2009;23(7):1326-1332.
15. Eom HJ, Choi J. Oxidative stress of CeO2 nanoparticles via p38-Nrf-2 signaling pathway in human bronchial epithelial cell, Beas-2B. Toxicol Lett. 2009;187(2):77-83.
16. Gojova A, Guo B, Kota RS, Rutledge JC, Kennedy IM, Barakat AI. Induction of inflammation in vascular endothelial cells by metal oxide nanoparticles: Effect of particle composition. Environ Health Perspect. 2007;115(3):403-409.
17. Hanley C, Thurber A, Hanna C, Punnoose A, Zhang J, Wingett DG. The influences of cell type and ZnO nanoparticle size on immune cell cytotoxicity and cytokine induction. Nanoscale Res Lett. 2009;4(12): 1409-1420.
18. Jeng HA, Swanson J. Toxicity of metal oxide nanoparticles in mammalian cells. J Environ Sci Health A Tox Hazard Subst Environ Eng. 2006;41(12):2699-2711.
19. Xia XR, Monteiro-Riviere NA, Riviere JE. An index for characterization of nanomaterials in biological systems. Nat Nanotechnol. 2010;5(9): 671-675.
20. Fourches D, Pu D, Tassa C, et al. Quantitative nanostructure-activity relationship modeling. ACS Nano. 2010;4(10):5703-5712.
21. Zhang H, Ji Z, Xia T, et al. Use of metal oxide nanoparticle band gap to develop a predictive paradigm for oxidative stress and acute pulmonary inflammation. ACS Nano. 2012;6(5):4349-4368.
22. Puzyn T, Leszczynska D, Leszczynski J. Toward the development of "Nano-QSARs": advances and challenges. Small. 2009;5(22): 2494-2509.
23. Sayes CM, Ivanov I. Comparative study of predictive computational models for nanoparticle-induced cytotoxicity. Risk Anal. 2010;30(11): 1723-1734.
24. Sayes CM, Reed KL, Warheit DB. Assessing toxicity of fine and nanoparticles: comparing in vitro measurements to in vivo pulmonary toxicity profiles. Toxicol Sci. 2007;97(1):163-180.
25. Warheit DB, Hoke RA, Finlay C, Donner EM, Reed KL, Sayes CM. Development of a base set of toxicity tests using ultrafine TiO2 particles as a component of nanoparticle risk management. Toxicol Lett. 2007;171(3):99-110.
26. Chen S, Zhu Y, Zhang D, Yang J-Y. Feature extraction approaches based on matrix pattern: MatPCA and MatFLDA. Pattern Recognit Lett. 2005;26(8):1157-1167.
27. Lu JW, Plataniotis KN, Venetsanopoulos AN. Face recognition using kernel direct discriminant analysis algorithms. IEEE Trans Neural Netw. 2003;14(1):117-126.
28. Pang S, Ozawa S, Kasabov N. Incremental linear discriminant analysis for classification of data streams. IEEE Trans Syst Man Cybern B Cybern. 2005;35(5):905-914.
29. Schneider T, Griffies SM. A conceptual framework for predictability studies. J Climate. 1999;12(10):3133-3155.
30. Jiang J, Oberdörster G, Biswas P. Characterization of size, surface charge, and agglomeration state of nanoparticle dispersions for toxicological studies. J Nanopart Res. 2009;11(1):77-89.