Modeling drug release from bioerodible microspheres using a cellular automaton.

Mathematical modeling of drug release from biodegradable microspheres is designed to improve understanding of phenomena involved in this complex process. In spite of the considerable information obtained from conventional models, their use of equation curve fitting often limits the possibility to generalize their results. The objective of the presented study is to develop a model involving a three-dimensional cellular automaton to simulate both polymer erosion and drug diffusion independently. The model involves millions of independent cells in different states representing the components present in microspheres. The different states allow representation of polymer, drug, pores and solvent. For erosion, each cell is defined with a life expectancy and its chance of being eroded evolves according to the number of direct neighbours containing solvent. For diffusion, drug-containing cells are allowed to randomly diffuse their content in their neighbouring solvent-containing cells. Good correlations are obtained between simulations and two sets of experimental data obtained from release study at different pH. The model offers some insights about important drug release phases, like burst and subsequent release. Graphical representations obtained from the cellular automaton are also compared to SEM images. Cellular automaton proves to be an interesting tool for drug release modeling offering insights on the phenomena involved.

[1]  P. Hildgen,et al.  AFM study of a New Carrier Based on PLA and Salen Copolymers for Gene Therapy , 2005, Molecules.

[2]  John von Neumann,et al.  Theory Of Self Reproducing Automata , 1967 .

[3]  K Zygourakis,et al.  Computer-aided design of bioerodible devices with optimal release characteristics: a cellular automata approach. , 1996, Biomaterials.

[4]  Gao Li,et al.  Optimization of the preparation of nalmefene-loaded sustained-release microspheres using central composite design. , 2006, Chemical & pharmaceutical bulletin.

[5]  R. Forbes,et al.  Disorder and dissolution enhancement: deposition of ibuprofen on to insoluble polymers. , 2005, European journal of pharmaceutical sciences : official journal of the European Federation for Pharmaceutical Sciences.

[6]  Tae Gwan Park,et al.  Degradation of poly(d,l-lactic acid) microspheres: effect of molecular weight , 1994 .

[7]  X Huang,et al.  On the importance and mechanisms of burst release in matrix-controlled drug delivery systems. , 2001, Journal of controlled release : official journal of the Controlled Release Society.

[8]  J. Siepmann,et al.  PLGA-based microparticles: elucidation of mechanisms and a new, simple mathematical model quantifying drug release. , 2002, European journal of pharmaceutical sciences : official journal of the European Federation for Pharmaceutical Sciences.

[9]  R. Langer,et al.  A theoretical model of erosion and macromolecular drug release from biodegrading microspheres. , 1997, Journal of pharmaceutical sciences.

[10]  J. Bélair,et al.  Structural modeling of drug release from biodegradable porous matrices based on a combined diffusion/erosion process. , 2003, International journal of pharmaceutics.

[11]  A. Göpferich,et al.  Polymer Bulk Erosion , 1997 .

[12]  Robert Langer,et al.  Modeling monomer release from bioerodible polymers , 1995 .

[13]  M. Vachon,et al.  Physico-chemical evaluation of acetylsalicylic acid-Eudragit RS100 microspheres prepared using a solvent-partition method. , 1995, Journal of microencapsulation.

[14]  S. Haddad,et al.  A Simple Index for Representing the Discrepancy between Simulations of Physiological Pharmacokinetic Models and Experimental Data , 1995, Toxicology and industrial health.

[15]  T. Higuchi MECHANISM OF SUSTAINED-ACTION MEDICATION. THEORETICAL ANALYSIS OF RATE OF RELEASE OF SOLID DRUGS DISPERSED IN SOLID MATRICES. , 1963, Journal of pharmaceutical sciences.

[16]  R. Liggins,et al.  Paclitaxel-loaded poly(L-lactic acid) microspheres 3: blending low and high molecular weight polymers to control morphology and drug release. , 2004, International journal of pharmaceutics.

[17]  J. Siepmann,et al.  How porosity and size affect the drug release mechanisms from PLGA-based microparticles. , 2006, International journal of pharmaceutics.

[18]  H W Frijlink,et al.  Characterization of the molecular distribution of drugs in glassy solid dispersions at the nano-meter scale, using differential scanning calorimetry and gravimetric water vapour sorption techniques. , 2006, International journal of pharmaceutics.

[19]  P. Deluca,et al.  Enhancing Initial Release of Peptide from Poly(d,l-lactide-co-glycolide) (PLGA) Microspheres by Addition of a Porosigen and Increasing Drug Load , 2000, Pharmaceutical development and technology.

[20]  Juergen Siepmann,et al.  A New Mathematical Model Quantifying Drug Release from Bioerodible Microparticles Using Monte Carlo Simulations , 2002, Pharmaceutical Research.

[21]  A. Göpferich,et al.  Why degradable polymers undergo surface erosion or bulk erosion. , 2002, Biomaterials.

[22]  Yoshito Ikada,et al.  Kinetics of diffusion-mediated drug release enhanced by matrix degradation , 1995 .

[23]  Balaji Narasimhan,et al.  Mechanistic understanding of degradation in bioerodible polymers for drug delivery , 2002 .

[24]  S. Redner,et al.  Introduction To Percolation Theory , 2018 .

[25]  A. Göpferich,et al.  Mechanisms of polymer degradation and erosion. , 1996, Biomaterials.

[26]  Robert Langer,et al.  Modeling of Polymer Erosion , 1993 .

[27]  A. Delgado,et al.  Degradation of DL-PLA-methadone microspheres during in vitro release , 1996 .

[28]  M Dunne,et al.  Influence of particle size and dissolution conditions on the degradation properties of polylactide-co-glycolide particles. , 2000, Biomaterials.

[29]  D. Dollimore,et al.  An improved method for the calculation of pore size distribution from adsorption data , 2007 .

[30]  Y. Kawashima,et al.  Design of sustained-release nitrendipine microspheres having solid dispersion structure by quasi-emulsion solvent diffusion method. , 2003, Journal of controlled release : official journal of the Controlled Release Society.

[31]  J. Siepmann,et al.  Effect of the size of biodegradable microparticles on drug release: experiment and theory. , 2004, Journal of controlled release : official journal of the Controlled Release Society.

[32]  J. Siepmann,et al.  Mathematical modeling of drug release from bioerodible microparticles: effect of gamma-irradiation. , 2003, European journal of pharmaceutics and biopharmaceutics : official journal of Arbeitsgemeinschaft fur Pharmazeutische Verfahrenstechnik e.V.

[33]  M. D. Blanco,et al.  Degradation behaviour of microspheres prepared by spray-drying poly(D,L-lactide) and poly(D,L-lactide-co-glycolide) polymers. , 2006, International journal of pharmaceutics.

[34]  J. Siepmann,et al.  Mathematical modeling of bioerodible, polymeric drug delivery systems. , 2001, Advanced drug delivery reviews.

[35]  J. Siepmann,et al.  Key parameters affecting the initial release (burst) and encapsulation efficiency of peptide-containing poly(lactide-co-glycolide) microparticles. , 2006, International journal of pharmaceutics.

[36]  S. Rigby,et al.  NMR and confocal microscopy studies of the mechanisms of burst drug release from PLGA microspheres. , 2005, Journal of controlled release : official journal of the Controlled Release Society.

[37]  J. Álvarez-Fuentes,et al.  Design of controlled release inert matrices of naltrexone hydrochloride based on percolation concepts. , 1999, International journal of pharmaceutics.

[38]  R. Langer,et al.  A potential approach for decreasing the burst effect of protein from PLGA microspheres. , 2003, Journal of pharmaceutical sciences.

[39]  A. Tzafriri Mathematical modeling of diffusion-mediated release from bulk degrading matrices. , 2000, Journal of controlled release : official journal of the Controlled Release Society.

[40]  D. Dollimore,et al.  Pore-size distribution in typical adsorbent systems , 1970 .

[41]  R. Liggins,et al.  Paclitaxel loaded poly(L-lactic acid) microspheres: properties of microspheres made with low molecular weight polymers. , 2001, International journal of pharmaceutics.

[42]  Percolation effects in matrix-type controlled drug release systems , 1995 .

[43]  S. Lin,et al.  Protective colloids and polylactic acid co-affecting the polymorphic crystal forms and crystallinity of indomethacin encapsulated in microspheres. , 1999, Journal of microencapsulation.

[44]  P. Hildgen,et al.  Injectable nanospheres from a novel multiblock copolymer: cytocompatibility, degradation and in vitro release studies. , 2003, Journal of microencapsulation.

[45]  Robert Langer,et al.  Modeling of polymer erosion in three dimensions: Rotationally symmetric devices , 1995 .