Multicomponent Droplet Drying Modeling Based on Conservation and Population Balance Equations

Pharm Res. 2022 Sep;39(9):2033-2047. doi: 10.1007/s11095-022-03248-4. Epub 2022 Apr 6.

Abstract

The aim of this work is to present a modeling tool to describe drying kinetics and delineate evolving physical and chemical behavior of multicomponent droplets during drying. Conservation equations coupled with population balance equations (PBE) are used to achieve this goal. Modeling results are gauged with single salt-water droplet drying from literature and show congruent trends. This model is then extended to a more complex system: various droplet sizes containing methanol (solvent), Felodipine (active ingredient), and PVP (polyvinylpyrrolidone as excipient). The FIB-SEM (Focused-Ion Beam Scanning Electron Microscopy) imaging results from spray-dried particles produced with similar formulation and processing conditions are consistent with phase behavior predicted by the model. The results show competing impacts of transport phenomena on the intermittent shell formation process and final particle structure and chemical heterogeneity. Solute diffusion, solvent efflux, and intra-drop flow impact the model system. It is found that shell formation follows a fluctuating profile where the initial precipitation of the dissolved species on the droplet surface is dampened, and nucleated particles become dispersed periodically until the shell becomes strong enough to withstand internal circulations. These internal effects are dependent on droplet size and are pronounced for larger droplets. That is, the particle phase behavior and physical nature are functions of the atomized droplet size. Stemming understating from this study would inform an optimized unit, operating in target design space. This would provide better product quality control and minimize discrepancies observed in process development during the early phase vs. commercial scale.

Keywords: amorphous solid dispersion; drying kinetics; mathematical modeling; multicomponent droplet; particle engineering.

MeSH terms

  • Excipients* / chemistry
  • Felodipine
  • Methanol
  • Particle Size
  • Povidone*
  • Powders / chemistry
  • Solvents / chemistry
  • Water

Substances

  • Excipients
  • Powders
  • Solvents
  • Water
  • Povidone
  • Felodipine
  • Methanol