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Volumn 17, Issue 5, 2012, Pages 638-647

Effects of processing parameters on particle size of ultrasound prepared chitosan nanoparticles: An Artificial Neural Networks Study

Author keywords

Artificial neural networks; Chitosan nanoparticles; Particle size; Ultrasonication

Indexed keywords

CHITOSAN;

EID: 84865344150     PISSN: 10837450     EISSN: 10979867     Source Type: Journal    
DOI: 10.3109/10837450.2012.696269     Document Type: Article
Times cited : (55)

References (42)
  • 1
    • 77954144221 scopus 로고    scopus 로고
    • Production, physiochemical and antimicrobial properties of fungal chitosan from Rhizomucor miehei and Mucor racemosus
    • Tajdini F, Amini MA, Nafissi-Varcheh N, Faramarzi MA. Production, physiochemical and antimicrobial properties of fungal chitosan from Rhizomucor miehei and Mucor racemosus. Int J Biol Macromol 2010;47:180-183.
    • (2010) Int J Biol Macromol , vol.47 , pp. 180-183
    • Tajdini, F.1    Amini, M.A.2    Nafissi-Varcheh, N.3    Faramarzi, M.A.4
  • 2
    • 70349556793 scopus 로고    scopus 로고
    • Chitin and chitosan: Transformations due to the electrospinning process
    • Schiffman JD, Stulga LA, Schauer CL. Chitin and chitosan: transformations due to the electrospinning process. Polymer Eng Sci 2009;49:1918-1928.
    • (2009) Polymer Eng Sci , vol.49 , pp. 1918-1928
    • Schiffman, J.D.1    Stulga, L.A.2    Schauer, C.L.3
  • 3
  • 4
    • 0032066826 scopus 로고    scopus 로고
    • Preparation and characterization of water-soluble chitin and chitosan derivatives
    • PII S014486179700235X
    • Sugimoto M, Morimoto M, Sashiwa H, Saimoto H, Shigemasa Y. Preparation and characterization of water-soluble chitin and chitosan derivatives. Carbohydr Polym 1998;36:49-59. (Pubitemid 128431739)
    • (1998) Carbohydrate Polymers , vol.36 , Issue.1 , pp. 49-59
    • Sugimoto, M.1    Morimoto, M.2    Sashiwa, H.3    Saimoto, H.4    Shigemasa, Y.5
  • 5
    • 0034828232 scopus 로고    scopus 로고
    • Hydrophobic chain conjugation at hydroxyl group onto γ-ray irradiated chitosan
    • DOI 10.1021/bm0155569
    • Yoksan R, Akashi M, Biramontri S, Chirachanchai S. Hydrophobic chain conjugation at hydroxyl group onto ?-ray irradiated chitosan. Biomacromolecules 2001;2:1038-1044. (Pubitemid 32894666)
    • (2001) Biomacromolecules , vol.2 , Issue.3 , pp. 1038-1044
    • Yoksan, R.1    Akashi, M.2    Biramontri, S.3    Chirachanchai, S.4
  • 7
    • 67649425378 scopus 로고    scopus 로고
    • Preparation of chitosan-polyethylene glycol coated cotton membranes for wound dressings: Preparation and characterization
    • Gupta B, Arora A, Saxena S, Alam MS. Preparation of chitosan-polyethylene glycol coated cotton membranes for wound dressings: preparation and characterization. Polym Adv Technol 2009;20:58-65.
    • (2009) Polym Adv Technol , vol.20 , pp. 58-65
    • Gupta, B.1    Arora, A.2    Saxena, S.3    Alam, M.S.4
  • 8
    • 36549067721 scopus 로고    scopus 로고
    • Chitosan solution enhances the immunoadjuvant properties of GM-CSF
    • DOI 10.1016/j.vaccine.2007.10.037, PII S0264410X07011930
    • Zaharoff DA, Rogers CJ, Hance KW, Schlom J, Greiner JW. Chitosan solution enhances the immunoadjuvant properties of GM-CSF.Vaccine 2007;25:8673-8686. (Pubitemid 350192060)
    • (2007) Vaccine , vol.25 , Issue.52 , pp. 8673-8686
    • Zaharoff, D.A.1    Rogers, C.J.2    Hance, K.W.3    Schlom, J.4    Greiner, J.W.5
  • 10
    • 70349335809 scopus 로고    scopus 로고
    • RNAi using a chitosan/siRNA nanoparticle system: In vitro and vivo applications
    • Andersen MO, Howard KA, Kjems J. RNAi using a chitosan/siRNA nanoparticle system: in vitro and in vivo applications. Methods Mol Biol 2009;555:77-86.
    • (2009) Methods Mol Biol , vol.555 , pp. 77-86
    • Andersen, M.O.1    Howard, K.A.2    Kjems, J.3
  • 11
    • 53549123567 scopus 로고    scopus 로고
    • Characterisation of chitosancoated vesicles encapsulating DNA suitable for gene delivery
    • Kudsiova L, Arafiena C, Lawrence MJ. Characterisation of chitosancoated vesicles encapsulating DNA suitable for gene delivery. J Pharm Sci 2008;97:3981-3997.
    • (2008) J Pharm Sci , vol.97 , pp. 3981-3997
    • Kudsiova, L.1    Arafiena, C.2    Lawrence, M.J.3
  • 12
    • 47349122617 scopus 로고    scopus 로고
    • Biodegradable polymeric nanocarriers for pulmonary drug delivery
    • DOI 10.1517/17425247.5.6.629
    • Rytting E, Nguyen J, Wang X, Kissel T. Biodegradable polymeric nanocarriers for pulmonary drug delivery. Expert Opin Drug Deliv 2008;5:629-639. (Pubitemid 351998253)
    • (2008) Expert Opinion on Drug Delivery , vol.5 , Issue.6 , pp. 629-639
    • Rytting, E.1    Nguyen, J.2    Wang, X.3    Kissel, T.4
  • 15
    • 0001509299 scopus 로고
    • Observation of synchronous picosecond sonoluminescence
    • Barber BP, Putterman SJ. Observation of synchronous picosecond sonoluminescence. Nature 1991;352:318-320. (Pubitemid 21912346)
    • (1991) Nature , vol.352 , Issue.6333 , pp. 318-320
    • Barber, B.P.1    Putterman, S.J.2
  • 16
    • 0001407701 scopus 로고
    • Spectrum of synchronous picosecond sonoluminescence
    • Hiller R, Putterman SJ, Barber BP. Spectrum of synchronous picosecond sonoluminescence. Phys Rev Lett 1992;69:1182-1184.
    • (1992) Phys Rev Lett , vol.69 , pp. 1182-1184
    • Hiller, R.1    Putterman, S.J.2    Barber, B.P.3
  • 18
    • 55849122624 scopus 로고    scopus 로고
    • Effect of sonolysis on kinetics and physicochemical properties of treated chitosan
    • Li J, Cai J, Fan L. Effect of sonolysis on kinetics and physicochemical properties of treated chitosan. J Appl Polym Sci 2008;109:2417-2425.
    • (2008) J Appl Polym Sci , vol.109 , pp. 2417-2425
    • Li, J.1    Cai, J.2    Fan, L.3
  • 20
    • 0031469673 scopus 로고    scopus 로고
    • The mechanism of uptake of biodegradable microparticles in Caco-2 cells is size dependent
    • DOI 10.1023/A:1012126301290
    • Desai MP, Labhasetwar V, Walter E, Levy RJ, Amidon GL. The mechanism of uptake of biodegradable microparticles in Caco-2 cells is size dependent. Pharm Res 1997;14:1568-1573. (Pubitemid 28009208)
    • (1997) Pharmaceutical Research , vol.14 , Issue.11 , pp. 1568-1573
    • Desai, M.P.1    Labhasetwar, V.2    Walter, E.3    Levy, R.J.4    Amidon, G.L.5
  • 21
    • 33745713201 scopus 로고    scopus 로고
    • Vivo antitumor activity of chitosan nanoparticles
    • Qi L, Xu Z. In vivo antitumor activity of chitosan nanoparticles. Bioorg Med Chem Lett 2006;16:4243-4245.
    • (2006) Bioorg Med Chem Lett , vol.16 , pp. 4243-4245
    • Qi, L.1    Xu, Z.2
  • 22
    • 23444441931 scopus 로고    scopus 로고
    • Modulation of surface charge, particle size and morphological properties of chitosan-TPP nanoparticles intended for gene delivery
    • DOI 10.1016/j.colsurfb.2005.06.001, PII S0927776505001682
    • Gan Q, Wang T, Cochrane C, McCarron P. Modulation of surface charge, particle size and morphological properties of chitosan-TPP nanoparticles intended for gene delivery. Colloids Surf B Biointerfaces 2005;44:65-73. (Pubitemid 41111534)
    • (2005) Colloids and Surfaces B: Biointerfaces , vol.44 , Issue.2-3 , pp. 65-73
    • Gan, Q.1    Wang, T.2    Cochrane, C.3    McCarron, P.4
  • 23
    • 34247166620 scopus 로고    scopus 로고
    • Preparation of chitosan nanoparticles as carrier for immobilized enzyme
    • Tang ZX, Qian JQ, Shi LE. Preparation of chitosan nanoparticles as carrier for immobilized enzyme. Appl Biochem Biotechnol 2007;136:77-96.
    • (2007) Appl Biochem Biotechnol , vol.136 , pp. 77-96
    • Tang, Z.X.1    Qian, J.Q.2    Shi, L.E.3
  • 24
    • 20744434748 scopus 로고    scopus 로고
    • Microencapsulated chitosan nanoparticles for lung protein delivery
    • DOI 10.1016/j.ejps.2005.04.009, PII S0928098705001302
    • Grenha A, Seijo B, Remuñán-López C. Microencapsulated chitosan nanoparticles for lung protein delivery. Eur J Pharm Sci 2005;25:427-437. (Pubitemid 40853870)
    • (2005) European Journal of Pharmaceutical Sciences , vol.25 , Issue.4-5 , pp. 427-437
    • Grenha, A.1    Seijo, B.2    Remunan-Lopez, C.3
  • 25
    • 36549048398 scopus 로고    scopus 로고
    • Cavitation effects versus stretch effects resulted in different size and polydispersity of ionotropic gelation chitosan-sodium tripolyphosphate nanoparticle
    • DOI 10.1016/j.carbpol.2007.06.015, PII S0144861707003335
    • Tsai ML, Bai SW, Chen RH. Cavitation effects versus stretch effects resulted in different size and polydispersity of ionotropic gelation chitosan-sodium tripolyphosphate nanoparticle. Carbohydr Polym 2008;71:448-457. (Pubitemid 350181062)
    • (2008) Carbohydrate Polymers , vol.71 , Issue.3 , pp. 448-457
    • Tsai, M.L.1    Bai, S.W.2    Chen, R.H.3
  • 26
    • 0035871371 scopus 로고    scopus 로고
    • Artificial neural networks: Opening the black box
    • Dayhoff JE, DeLeo JM. Artificial neural networks: opening the black box. Cancer 2001;91:1615-1635. (Pubitemid 32319239)
    • (2001) Cancer , vol.91 , Issue.8 SUPPL. , pp. 1615-1635
    • Dayhoff, J.E.1    DeLeo, J.M.2
  • 27
    • 0028365967 scopus 로고
    • Application of neural computing in pharmaceutical product development: Computer aided formulation design
    • Hussain AS, Shivanand P, Johnson RD. Application of neural computing in pharmaceutical product development: computer aided formulation design. Drug Dev Ind Pharm 1994;20:1739-1752. (Pubitemid 24190242)
    • (1994) Drug Development and Industrial Pharmacy , vol.20 , Issue.10 , pp. 1739-1752
    • Hussain, A.S.1    Shivanand, P.2    Johnson, R.D.3
  • 28
    • 17344372177 scopus 로고    scopus 로고
    • Comparison of artificial neural networks (ANN) with classical modelling techniques using different experimental designs and data from a galenical study on a solid dosage form
    • Bourquin J, Schmidli H, van Hoogevest P, Leuenberger H. Comparison of artificial neural networks (ANN) with classical modelling techniques using different experimental designs and data from a galenical study on a solid dosage form. Eur J Pharm Sci 1998;6:287-301.
    • (1998) Eur J Pharm Sci , vol.6 , pp. 287-301
    • Bourquin, J.1    Schmidli, H.2    Van Hoogevest, P.3    Leuenberger, H.4
  • 29
    • 0038302764 scopus 로고    scopus 로고
    • Comparison of neural network and multiple linear regression as dissolution predictors
    • DOI 10.1081/DDC-120018209
    • Sathe PM, Venitz J. Comparison of neural network and multiple linear regression as dissolution predictors. Drug Dev Ind Pharm 2003;29:349-355. (Pubitemid 36528625)
    • (2003) Drug Development and Industrial Pharmacy , vol.29 , Issue.3 , pp. 349-355
    • Sathe, P.M.1    Venitz, J.2
  • 30
    • 84865336437 scopus 로고    scopus 로고
    • Artificial neural networks: Applications in nanotechnology
    • Hui C-L, editor. Rijeka: INTECH
    • Amani A, Mohammadyani D. Artificial Neural Networks: Applications in Nanotechnology. In: Hui C-L, editor. Artificial Neural Networks -Application. Rijeka: INTECH; 2011. Available from: http://www.intechopen.com/articles/show/ title/artificial-neural-networks-applications-in-nanotechnology
    • (2011) Artificial Neural Networks - Application
    • Amani, A.1    Mohammadyani, D.2
  • 31
    • 67349100912 scopus 로고    scopus 로고
    • Artificial neural networks modelling the prednisolone nanoprecipitation in microfluidic reactors
    • Ali HS, Blagden N, York P, Amani A, Brook T. Artificial neural networks modelling the prednisolone nanoprecipitation in microfluidic reactors. Eur J Pharm Sci 2009;37:514-522.
    • (2009) Eur J Pharm Sci , vol.37 , pp. 514-522
    • Ali, H.S.1    Blagden, N.2    York, P.3    Amani, A.4    Brook, T.5
  • 32
    • 48849091581 scopus 로고    scopus 로고
    • Determination of factors controlling the particle size in nanoemulsions using artificial neural networks
    • Amani A, York P, Chrystyn H, Clark BJ, Do DQ. Determination of factors controlling the particle size in nanoemulsions using Artificial Neural Networks. Eur J Pharm Sci 2008;35:42-51.
    • (2008) Eur J Pharm Sci , vol.35 , pp. 42-51
    • Amani, A.1    York, P.2    Chrystyn, H.3    Clark, B.J.4    Do, D.Q.5
  • 33
    • 33745859375 scopus 로고    scopus 로고
    • Comparison of neurofuzzy logic and neural networks in modelling experimental data of an immediate release tablet formulation
    • DOI 10.1016/j.ejps.2006.04.007, PII S0928098706001114
    • Shao Q, Rowe RC, York P. Comparison of neurofuzzy logic and neural networks in modelling experimental data of an immediate release tablet formulation. Eur J Pharm Sci 2006;28:394-404. (Pubitemid 44038346)
    • (2006) European Journal of Pharmaceutical Sciences , vol.28 , Issue.5 , pp. 394-404
    • Shao, Q.1    Rowe, R.C.2    York, P.3
  • 35
    • 72949096112 scopus 로고    scopus 로고
    • Factors affecting the stability of nanoemulsions-use of artificial neural networks
    • Amani A, York P, Chrystyn H, Clark BJ. Factors affecting the stability of nanoemulsions-use of artificial neural networks. Pharm Res 2010;27:37-45.
    • (2010) Pharm Res , vol.27 , pp. 37-45
    • Amani, A.1    York, P.2    Chrystyn, H.3    Clark, B.J.4
  • 36
    • 0011604063 scopus 로고    scopus 로고
    • Applications of ultrasound to materials chemistry
    • Suslick KS, Price GJ. Applications of ultrasound to materials chemistry. Annu Rev Mater Sci 1999;29:295-326.
    • (1999) Annu Rev Mater Sci , vol.29 , pp. 295-326
    • Suslick, K.S.1    Price, G.J.2
  • 37
    • 0031000552 scopus 로고    scopus 로고
    • Effects of ultrasonic conditions and storage in acidic solutions on changes in molecular weight and polydispersity of treated chitosan
    • DOI 10.1016/S0008-6215(97)00019-0, PII S0008621597000190
    • Chen RH, Chang JR, Shyur JS. Effects of ultrasonic conditions and storage in acidic solutions on changes in molecular weight and polydispersity of treated chitosan. Carbohydr Res 1997;299:287-294. (Pubitemid 27193265)
    • (1997) Carbohydrate Research , vol.299 , Issue.4 , pp. 287-294
    • Chen, R.H.1    Chang, J.R.2    Shyur, J.S.3
  • 38
    • 0141867753 scopus 로고    scopus 로고
    • Ultrasonication of chitosan and chitosan nanoparticles
    • DOI 10.1016/S0378-5173(03)00408-3
    • Tang ES, Huang M, Lim LY. Ultrasonication of chitosan and chitosan nanoparticles. Int J Pharm 2003;265:103-114. (Pubitemid 37176951)
    • (2003) International Journal of Pharmaceutics , vol.265 , Issue.1-2 , pp. 103-114
    • Tang, E.S.K.1    Huang, M.2    Lim, L.Y.3
  • 39
    • 66149175694 scopus 로고    scopus 로고
    • Mechanisms involved during the ultrasonically induced depolymerization of chitosan: Characterization and control
    • Popa-Nita S, Lucas JM, Ladaviere C, David L, Domard A. Mechanisms involved during the ultrasonically induced depolymerization of chitosan: characterization and control. Biomacromolecules 2009;10:1203-1211.
    • (2009) Biomacromolecules , vol.10 , pp. 1203-1211
    • Popa-Nita, S.1    Lucas, J.M.2    Ladaviere, C.3    David, L.4    Domard, A.5
  • 40
    • 0242663298 scopus 로고    scopus 로고
    • Effect of degree of deacetylation of chitosan on the kinetics of ultrasonic degradation of chitosan
    • DOI 10.1002/app.13027
    • Tsaih ML, Chen RH. Effect of degree of deacetylation of chitosan on the kinetics of ultrasonic degradation of chitosan. J Appl Polym Sci 2003;90:3526-3531. (Pubitemid 37397634)
    • (2003) Journal of Applied Polymer Science , vol.90 , Issue.13 , pp. 3526-3531
    • Tsaih, M.L.1    Chen, R.H.2
  • 42
    • 0031000552 scopus 로고    scopus 로고
    • Effects of ultrasonic conditions and storage in acidic solutions on changes in molecular weight and polydispersity of treated chitosan
    • DOI 10.1016/S0008-6215(97)00019-0, PII S0008621597000190
    • Chen RH, Chang JR, Shyur JS. Effects of ultrasonic conditions and storage in acidic solutions on changes in molecular weight and polydispersity of treated chitosan. Carbohydr Res 1997;299:287-294. (Pubitemid 27193265)
    • (1997) Carbohydrate Research , vol.299 , Issue.4 , pp. 287-294
    • Chen, R.H.1    Chang, J.R.2    Shyur, J.S.3


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