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Volumn 108, Issue , 2016, Pages 262-268

Towards better modelling of drug-loading in solid lipid nanoparticles: Molecular dynamics, docking experiments and Gaussian Processes machine learning

Author keywords

Computational pharmaceutics; Descriptors; Docking; Gaussian; Lipid nanoparticles; Machine learning; Molecular dynamics

Indexed keywords

ACECLOFENAC; ARTEMETHER; CLOZAPINE; CURCUMIN; LOMEFLOXACIN; MEPIVACAINE; NANOCARRIER; PIROXICAM; PRAZIQUANTEL; RALOXIFENE; RESVERATROL; SILIBININ; SOLID LIPID NANOPARTICLE; TAMOXIFEN; TESTOSTERONE; TRIPALMITIN; VINPOCETINE; DRUG CARRIER; LIPID; NANOPARTICLE; POLYSORBATE; TRIACYLGLYCEROL;

EID: 84992712389     PISSN: 09396411     EISSN: 18733441     Source Type: Journal    
DOI: 10.1016/j.ejpb.2016.07.019     Document Type: Article
Times cited : (67)

References (34)
  • 1
    • 85000843972 scopus 로고    scopus 로고
    • Skin delivery and in vitro biological evaluation of trans-resveratrol-loaded solid lipid nanoparticles for skin disorder therapies
    • [1] Rigon, R.B., Fachinetti, N., Severino, P., Santana, M.H., Chorilli, M., Skin delivery and in vitro biological evaluation of trans-resveratrol-loaded solid lipid nanoparticles for skin disorder therapies. Molecules, 21, 2016.
    • (2016) Molecules , vol.21
    • Rigon, R.B.1    Fachinetti, N.2    Severino, P.3    Santana, M.H.4    Chorilli, M.5
  • 2
    • 84938327562 scopus 로고    scopus 로고
    • Computer-assisted drug formulation design: novel approach in drug delivery
    • [2] Metwally, A.A., Hathout, R.M., Computer-assisted drug formulation design: novel approach in drug delivery. Mol. Pharm. 12 (2015), 2800–2810.
    • (2015) Mol. Pharm. , vol.12 , pp. 2800-2810
    • Metwally, A.A.1    Hathout, R.M.2
  • 3
    • 84955495881 scopus 로고    scopus 로고
    • Replacing microemulsion formulations experimental solubility studies with in-silico methods comprising molecular dynamics and docking experiments
    • [3] Metwally, A.A., Hathout, R.M., Replacing microemulsion formulations experimental solubility studies with in-silico methods comprising molecular dynamics and docking experiments. Chem. Eng. Res. Des. 104 (2015), 453–456.
    • (2015) Chem. Eng. Res. Des. , vol.104 , pp. 453-456
    • Metwally, A.A.1    Hathout, R.M.2
  • 4
    • 84870916251 scopus 로고    scopus 로고
    • Application of chemometrics in authentication of herbal medicines: a review
    • [4] Gad, H.A., El-Ahmady, S.H., bou-Shoer, M.I., Al-Azizi, M.M., Application of chemometrics in authentication of herbal medicines: a review. Phytochem. Anal. 24 (2013), 1–24.
    • (2013) Phytochem. Anal. , vol.24 , pp. 1-24
    • Gad, H.A.1    El-Ahmady, S.H.2    bou-Shoer, M.I.3    Al-Azizi, M.M.4
  • 5
    • 84899873647 scopus 로고    scopus 로고
    • Using principal component analysis in studying the transdermal delivery of a lipophilic drug from soft nano-colloidal carriers to develop a quantitative composition effect permeability relationship
    • [5] Hathout, R.M., Using principal component analysis in studying the transdermal delivery of a lipophilic drug from soft nano-colloidal carriers to develop a quantitative composition effect permeability relationship. Pharm. Dev. Technol. 19 (2014), 598–604.
    • (2014) Pharm. Dev. Technol. , vol.19 , pp. 598-604
    • Hathout, R.M.1
  • 6
    • 84948428390 scopus 로고    scopus 로고
    • Self-microemulsifying systems of Finasteride with enhanced oral bioavailability: multivariate statistical evaluation, characterization, spray-drying and in vivo studies in human volunteers
    • [6] Fagir, W., Hathout, R.M., Sammour, O.A., ElShafeey, A.H., Self-microemulsifying systems of Finasteride with enhanced oral bioavailability: multivariate statistical evaluation, characterization, spray-drying and in vivo studies in human volunteers. Nanomedicine (Lond.) 10 (2015), 3373–3389.
    • (2015) Nanomedicine (Lond.) , vol.10 , pp. 3373-3389
    • Fagir, W.1    Hathout, R.M.2    Sammour, O.A.3    ElShafeey, A.H.4
  • 7
    • 84857793326 scopus 로고    scopus 로고
    • Molecular modelling and multisimplex optimization of tocotrienol-rich self emulsified drug delivery systems
    • [7] Alayoubi, A., Satyanarayanajois, S.D., Sylvester, P.W., Nazzal, S., Molecular modelling and multisimplex optimization of tocotrienol-rich self emulsified drug delivery systems. Int. J. Pharm. 426 (2012), 153–161.
    • (2012) Int. J. Pharm. , vol.426 , pp. 153-161
    • Alayoubi, A.1    Satyanarayanajois, S.D.2    Sylvester, P.W.3    Nazzal, S.4
  • 8
    • 0346690186 scopus 로고    scopus 로고
    • Combining NMR and molecular modelling in a drug delivery context: investigation of the multi-mode inclusion of a new NPY-5 antagonist bromobenzenesulfonamide into beta-cyclodextrin
    • [8] Uccello-Barretta, G., Balzano, F., Sicoli, G., Friglola, C., Aldana, I., Monge, A., Paolino, D., Guccione, S., Combining NMR and molecular modelling in a drug delivery context: investigation of the multi-mode inclusion of a new NPY-5 antagonist bromobenzenesulfonamide into beta-cyclodextrin. Bioorg. Med. Chem. 12 (2004), 447–458.
    • (2004) Bioorg. Med. Chem. , vol.12 , pp. 447-458
    • Uccello-Barretta, G.1    Balzano, F.2    Sicoli, G.3    Friglola, C.4    Aldana, I.5    Monge, A.6    Paolino, D.7    Guccione, S.8
  • 9
    • 84871795656 scopus 로고    scopus 로고
    • Computational molecular docking studies on anticancer drugs
    • [9] Baskaran, C., Ramachandran, M., Computational molecular docking studies on anticancer drugs. Asian Pac. J. Tropical Dis., 2012, S734–S738.
    • (2012) Asian Pac. J. Tropical Dis. , pp. S734-S738
    • Baskaran, C.1    Ramachandran, M.2
  • 10
    • 84958776476 scopus 로고    scopus 로고
    • Support vector regression to estimate the permeability enhancement of potential transdermal enhancers
    • [10] Shah, A., Sun, Y., Adams, R.G., Davey, N., Wilkinson, S.C., Moss, G.P., Support vector regression to estimate the permeability enhancement of potential transdermal enhancers. J. Pharm. Pharmacol. 68:2 (2016), 170–184.
    • (2016) J. Pharm. Pharmacol. , vol.68 , Issue.2 , pp. 170-184
    • Shah, A.1    Sun, Y.2    Adams, R.G.3    Davey, N.4    Wilkinson, S.C.5    Moss, G.P.6
  • 11
    • 84862819920 scopus 로고    scopus 로고
    • An evaluation of the potential of linear and nonlinear skin permeation models for the prediction of experimentally measured percutaneous drug absorption
    • [11] Brown, M.B., Lau, C.H., Lim, S.T., Sun, Y., Davey, N., Moss, G.P., Yoo, S.H., De, M.C., An evaluation of the potential of linear and nonlinear skin permeation models for the prediction of experimentally measured percutaneous drug absorption. J. Pharm. Pharmacol. 64 (2012), 566–577.
    • (2012) J. Pharm. Pharmacol. , vol.64 , pp. 566-577
    • Brown, M.B.1    Lau, C.H.2    Lim, S.T.3    Sun, Y.4    Davey, N.5    Moss, G.P.6    Yoo, S.H.7    De, M.C.8
  • 12
    • 84925141108 scopus 로고    scopus 로고
    • The application of machine learning to the modelling of percutaneous absorption: an overview and guide
    • [12] Ashrafi, P., Moss, G.P., Wilkinson, S.C., Davey, N., Sun, Y., The application of machine learning to the modelling of percutaneous absorption: an overview and guide. SAR QSAR Environ. Res. 26 (2015), 181–204.
    • (2015) SAR QSAR Environ. Res. , vol.26 , pp. 181-204
    • Ashrafi, P.1    Moss, G.P.2    Wilkinson, S.C.3    Davey, N.4    Sun, Y.5
  • 13
    • 77953557596 scopus 로고    scopus 로고
    • The application of feature selection to the development of Gaussian process models for percutaneous absorption
    • [13] Lam, L.T., Sun, Y., Davey, N., Adams, R., Prapopoulou, M., Brown, M.B., Moss, G.P., The application of feature selection to the development of Gaussian process models for percutaneous absorption. J. Pharm. Pharmacol. 62 (2010), 738–749.
    • (2010) J. Pharm. Pharmacol. , vol.62 , pp. 738-749
    • Lam, L.T.1    Sun, Y.2    Davey, N.3    Adams, R.4    Prapopoulou, M.5    Brown, M.B.6    Moss, G.P.7
  • 15
    • 84855446815 scopus 로고    scopus 로고
    • Design and in vitro evaluation of solid-lipid nanoparticle drug delivery for aceclofenac
    • [15] Kishore, N., Dhanalekshmi, U.M., Raja, M.D., Bhavani, S., Reddy, P.N., Design and in vitro evaluation of solid-lipid nanoparticle drug delivery for aceclofenac. J. Disper. Sci. Technol. 33 (2012), 96–102.
    • (2012) J. Disper. Sci. Technol. , vol.33 , pp. 96-102
    • Kishore, N.1    Dhanalekshmi, U.M.2    Raja, M.D.3    Bhavani, S.4    Reddy, P.N.5
  • 16
    • 84880812741 scopus 로고    scopus 로고
    • Development and characterization of artemether loaded solid lipid nanoparticles
    • [16] Raina, N., Goyal, A.K., Pillai, C.R., Rath, G., Development and characterization of artemether loaded solid lipid nanoparticles. Indian J. Pharm. Educ. Res. J. 47 (2013), 123–128.
    • (2013) Indian J. Pharm. Educ. Res. J. , vol.47 , pp. 123-128
    • Raina, N.1    Goyal, A.K.2    Pillai, C.R.3    Rath, G.4
  • 17
    • 1542611547 scopus 로고    scopus 로고
    • Preparation, characterization and in vitro release kinetics of clozapine solid lipid nanoparticles
    • [17] Venkateswarlu, V., Manjunath, K., Preparation, characterization and in vitro release kinetics of clozapine solid lipid nanoparticles. J. Control. Release 95 (2004), 627–638.
    • (2004) J. Control. Release , vol.95 , pp. 627-638
    • Venkateswarlu, V.1    Manjunath, K.2
  • 18
    • 84992730569 scopus 로고    scopus 로고
    • Tripalmitin based mepivacaine solid lipid nanoparticles for topical application
    • [18] Mundhada, D.R., Bhaskaran, S., Tripalmitin based mepivacaine solid lipid nanoparticles for topical application. Int. J. Res. Pharm. Biomed. Sci. 2 (2011), 1073–1076.
    • (2011) Int. J. Res. Pharm. Biomed. Sci. , vol.2 , pp. 1073-1076
    • Mundhada, D.R.1    Bhaskaran, S.2
  • 19
    • 84896716307 scopus 로고    scopus 로고
    • Preparation, characterization and in-vitro release of piroxicam-loaded solid lipid nanoparticles
    • [19] Verma, V.K., Ram, A., Preparation, characterization and in-vitro release of piroxicam-loaded solid lipid nanoparticles. Int. J. Pharm. Sci. Res. 3 (2010), 1136–1146.
    • (2010) Int. J. Pharm. Sci. Res. , vol.3 , pp. 1136-1146
    • Verma, V.K.1    Ram, A.2
  • 20
    • 84896110737 scopus 로고    scopus 로고
    • Intestinal lymphatic delivery of praziquantel by solid lipid nanoparticles: formulation design, in vitro and in vivo studies
    • [20] Mishra, A., Vuddanda, P.R., Singh, S., Intestinal lymphatic delivery of praziquantel by solid lipid nanoparticles: formulation design, in vitro and in vivo studies. J. Nanotechnol. 2014 (2014), 1–12.
    • (2014) J. Nanotechnol. , vol.2014 , pp. 1-12
    • Mishra, A.1    Vuddanda, P.R.2    Singh, S.3
  • 21
    • 84973414218 scopus 로고    scopus 로고
    • Development and evaluation of Raloxifene solid lipid nanoparticles: influence of triglyceride lipids on in vitro release kinetics
    • [21] Kumar, P.P., Gayatri, P., Satish, D., Kumar, K.V., Rao, Y.M., Development and evaluation of Raloxifene solid lipid nanoparticles: influence of triglyceride lipids on in vitro release kinetics. Nov. Sci. Int. J. Pharm. Sci. 1 (2012), 698–707.
    • (2012) Nov. Sci. Int. J. Pharm. Sci. , vol.1 , pp. 698-707
    • Kumar, P.P.1    Gayatri, P.2    Satish, D.3    Kumar, K.V.4    Rao, Y.M.5
  • 22
    • 84891941883 scopus 로고    scopus 로고
    • Formulation and evaluation of Silibinin loaded solid lipid nanoparticles for peroral use targeting lower part of gastrointestinal tract
    • [22] Sadiq, A.A., Abdul Rassol, A.A., Formulation and evaluation of Silibinin loaded solid lipid nanoparticles for peroral use targeting lower part of gastrointestinal tract. Int. J. Pharm. Pharm. Sci. 6 (2014), 55–67.
    • (2014) Int. J. Pharm. Pharm. Sci. , vol.6 , pp. 55-67
    • Sadiq, A.A.1    Abdul Rassol, A.A.2
  • 23
    • 33745094430 scopus 로고    scopus 로고
    • Tamoxifen citrate loaded solid lipid nanoparticles SLN (TM)): preparation, characterization, in vitro drug release, and pharmacokinetic evaluation
    • [23] Reddy, L.H., Vivek, K., Bakshi, N., Murthy, R.S.R., Tamoxifen citrate loaded solid lipid nanoparticles SLN (TM)): preparation, characterization, in vitro drug release, and pharmacokinetic evaluation. Pharm. Dev. Technol. 11 (2006), 167–177.
    • (2006) Pharm. Dev. Technol. , vol.11 , pp. 167-177
    • Reddy, L.H.1    Vivek, K.2    Bakshi, N.3    Murthy, R.S.R.4
  • 24
    • 84891646723 scopus 로고    scopus 로고
    • Brain targeted solid lipid nanoparticles for brain ischemia: preparation and in vitro characterization
    • [24] Morsi, N.M., Ghorab, D.M., Badie, H.A., Brain targeted solid lipid nanoparticles for brain ischemia: preparation and in vitro characterization. Pharm. Dev. Technol. 18 (2013), 736–744.
    • (2013) Pharm. Dev. Technol. , vol.18 , pp. 736-744
    • Morsi, N.M.1    Ghorab, D.M.2    Badie, H.A.3
  • 28
    • 77958029598 scopus 로고    scopus 로고
    • Modeling of polymer-drug interactions in biodegradable tyrosine-based nanospheres using molecular dynamics simulations and docking
    • [28] Costache, A.D., Sheihet, L., Knight, D.D., Kohn, J., Modeling of polymer-drug interactions in biodegradable tyrosine-based nanospheres using molecular dynamics simulations and docking. NSTI-Nanotechnology 2009:2 (2009), 76–78.
    • (2009) NSTI-Nanotechnology , vol.2009 , Issue.2 , pp. 76-78
    • Costache, A.D.1    Sheihet, L.2    Knight, D.D.3    Kohn, J.4
  • 29
    • 84877057831 scopus 로고    scopus 로고
    • Multiple virtual screening approaches for finding new hepatitis C virus RNA-dependent RNA polymerase inhibitors: structure-based screens and molecular dynamics for the pursue of new poly pharmacological inhibitors
    • [29] Elhefnawi, M., ElGamacy, M., Fares, M., Multiple virtual screening approaches for finding new hepatitis C virus RNA-dependent RNA polymerase inhibitors: structure-based screens and molecular dynamics for the pursue of new poly pharmacological inhibitors. BMC Bioinformatics, 13(Suppl. 17), 2012, S5.
    • (2012) BMC Bioinformatics , vol.13 , pp. S5
    • Elhefnawi, M.1    ElGamacy, M.2    Fares, M.3
  • 30
    • 84891783946 scopus 로고    scopus 로고
    • Towards better modeling of chitosan nanoparticles production: screening different factors and comparing two experimental designs
    • [30] Abdel-Hafez, S.M., Hathout, R.M., Sammour, O.A., Towards better modeling of chitosan nanoparticles production: screening different factors and comparing two experimental designs. Int. J. Biol. Macromol. 64 (2014), 334–340.
    • (2014) Int. J. Biol. Macromol. , vol.64 , pp. 334-340
    • Abdel-Hafez, S.M.1    Hathout, R.M.2    Sammour, O.A.3
  • 31
    • 84958068647 scopus 로고    scopus 로고
    • Augmented simvastatin cytotoxicity using optimized lipid nanocapsules: a potential for breast cancer treatment
    • [31] Safwat, S., Hathout, R.M., Ishak, R.A., Mortada, N.D., Augmented simvastatin cytotoxicity using optimized lipid nanocapsules: a potential for breast cancer treatment. J. Liposome Res., 2016, 1–10.
    • (2016) J. Liposome Res. , pp. 1-10
    • Safwat, S.1    Hathout, R.M.2    Ishak, R.A.3    Mortada, N.D.4
  • 32
    • 84859746204 scopus 로고    scopus 로고
    • How well do the substrates KISS the enzyme? Molecular docking program selection for feruloyl esterases
    • [32] Udatha, D.B., Sugaya, N., Olsson, L., Panagiotou, G., How well do the substrates KISS the enzyme? Molecular docking program selection for feruloyl esterases. Sci. Rep., 2, 2012, 323.
    • (2012) Sci. Rep. , vol.2 , pp. 323
    • Udatha, D.B.1    Sugaya, N.2    Olsson, L.3    Panagiotou, G.4
  • 33
    • 84955515803 scopus 로고    scopus 로고
    • Exploring the use of nanocarrier systems to deliver the magical molecule, curcumin and its derivatives
    • [33] Mehanny, M., Hathout, R.M., Geneidi, A.S., Mansour, S., Exploring the use of nanocarrier systems to deliver the magical molecule, curcumin and its derivatives. J. Control. Release 225 (2016), 1–30.
    • (2016) J. Control. Release , vol.225 , pp. 1-30
    • Mehanny, M.1    Hathout, R.M.2    Geneidi, A.S.3    Mansour, S.4
  • 34
    • 84931262696 scopus 로고    scopus 로고
    • In silico modelling of permeation enhancement potency in Caco-2 monolayers based on molecular descriptors and random forest
    • [34] Welling, S.H., Clemmensen, L.K., Buckley, S.T., Hovgaard, L., Brockhoff, P.B., Refsgaard, H.H., In silico modelling of permeation enhancement potency in Caco-2 monolayers based on molecular descriptors and random forest. Eur. J. Pharm. Biopharm. 94 (2015), 152–159.
    • (2015) Eur. J. Pharm. Biopharm. , vol.94 , pp. 152-159
    • Welling, S.H.1    Clemmensen, L.K.2    Buckley, S.T.3    Hovgaard, L.4    Brockhoff, P.B.5    Refsgaard, H.H.6


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