A novel method for the production of core-shell microparticles by inverse gelation optimized with artificial intelligent tools

Int J Pharm. 2018 Mar 1;538(1-2):97-104. doi: 10.1016/j.ijpharm.2018.01.023. Epub 2018 Jan 16.

Abstract

Numerous studies have been focused on hydrophobic compounds encapsulation as oils. In fact, oils can provide numerous health benefits as synergic ingredient combined with other hydrophobic active ingredients. However, stable microparticles for pharmaceutical purposes are difficult to achieve when commonly techniques are used. In this work, sunflower oil was encapsulated in calcium-alginate capsules by prilling technique in co-axial configuration. Core-shell beads were produced by inverse gelation directly at the nozzle using a w/o emulsion containing aqueous calcium chloride solution in sunflower oil pumped through the inner nozzle while an aqueous alginate solution, coming out from the annular nozzle, produced the beads shell. To optimize process parameters artificial intelligence tools were proposed to optimize the numerous prilling process variables. Homogeneous and spherical microcapsules with narrow size distribution and a thin alginate shell were obtained when the parameters as w/o constituents, polymer concentrations, flow rates and frequency of vibration were optimized by two commercial software, FormRules® and INForm®, which implement neurofuzzy logic and Artificial Neural Networks together with genetic algorithms, respectively. This technique constitutes an innovative approach for hydrophobic compounds microencapsulation.

Keywords: ANNs; Core-shell particles; Inverse gelation; Neurofuzzy logic; Oil microencapsulation; Prilling.

MeSH terms

  • Alginates / chemistry*
  • Artificial Intelligence*
  • Calcium Chloride / chemistry*
  • Capsules
  • Chemistry, Pharmaceutical / methods
  • Drug Compounding
  • Emulsions
  • Equipment Design
  • Fuzzy Logic
  • Gels
  • Glucuronic Acid / chemistry
  • Hexuronic Acids / chemistry
  • Hydrophobic and Hydrophilic Interactions
  • Microspheres
  • Neural Networks, Computer
  • Sunflower Oil / administration & dosage*
  • Sunflower Oil / chemistry
  • Technology, Pharmaceutical / methods

Substances

  • Alginates
  • Capsules
  • Emulsions
  • Gels
  • Hexuronic Acids
  • Sunflower Oil
  • Glucuronic Acid
  • Calcium Chloride