TY - JOUR
T1 - Impact of process parameters on the breakage kinetics of poorly water-soluble drugs during wet stirred media milling
T2 - A microhydrodynamic view
AU - Afolabi, Afolawemi
AU - Akinlabi, Olakemi
AU - Bilgili, Ecevit
N1 - Funding Information:
The authors gratefully acknowledge the financial support from the National Science Foundation Engineering Research Center for Structured Organic Particulate Systems (NSF ERC for SOPS) through the Grant EEC-0540855 . The corresponding author (E.B.) thanks Dr. Dmitry Eskin of Schlumberger Inc. for his valuable suggestions on the microhydrodynamic analysis. The authors would also like to thank Dr. Chettiannan Ravikumar for the constructive criticism and Anagha Bhakay, Mohammad Azad, and Emanuel Vizzotti for proof-reading a previous draft of this manuscript.
PY - 2014
Y1 - 2014
N2 - Wet stirred media milling has proven to be a robust process for producing nanoparticle suspensions of poorly water-soluble drugs. As the process is expensive and energy-intensive, it is important to study the breakage kinetics, which determines the cycle time and production rate for a desired fineness. Although the impact of process parameters on the properties of final product suspensions has been investigated, scant information is available regarding their impact on the breakage kinetics. Here, we elucidate the impact of stirrer speed, bead concentration, and drug loading on the breakage kinetics via a microhydrodynamic model for the bead-bead collisions. Suspensions of griseofulvin, a model poorly water-soluble drug, were prepared in the presence of two stabilizers: hydroxypropyl cellulose and sodium dodecyl sulfate. Laser diffraction, scanning electron microscopy, and rheometry were used to characterize them. Various microhydrodynamic parameters including a newly defined milling intensity factor was calculated. An increase in either the stirrer speed or the bead concentration led to an increase in the specific energy and the milling intensity factor, consequently faster breakage. On the other hand, an increase in the drug loading led to a decrease in these parameters and consequently slower breakage. While all microhydrodynamic parameters provided significant physical insight, only the milling intensity factor was capable of explaining the influence of all parameters directly through its strong correlation with the process time constant. Besides guiding process optimization, the analysis rationalizes the preparation of a single high drug-loaded batch (20% or higher) instead of multiple dilute batches.
AB - Wet stirred media milling has proven to be a robust process for producing nanoparticle suspensions of poorly water-soluble drugs. As the process is expensive and energy-intensive, it is important to study the breakage kinetics, which determines the cycle time and production rate for a desired fineness. Although the impact of process parameters on the properties of final product suspensions has been investigated, scant information is available regarding their impact on the breakage kinetics. Here, we elucidate the impact of stirrer speed, bead concentration, and drug loading on the breakage kinetics via a microhydrodynamic model for the bead-bead collisions. Suspensions of griseofulvin, a model poorly water-soluble drug, were prepared in the presence of two stabilizers: hydroxypropyl cellulose and sodium dodecyl sulfate. Laser diffraction, scanning electron microscopy, and rheometry were used to characterize them. Various microhydrodynamic parameters including a newly defined milling intensity factor was calculated. An increase in either the stirrer speed or the bead concentration led to an increase in the specific energy and the milling intensity factor, consequently faster breakage. On the other hand, an increase in the drug loading led to a decrease in these parameters and consequently slower breakage. While all microhydrodynamic parameters provided significant physical insight, only the milling intensity factor was capable of explaining the influence of all parameters directly through its strong correlation with the process time constant. Besides guiding process optimization, the analysis rationalizes the preparation of a single high drug-loaded batch (20% or higher) instead of multiple dilute batches.
KW - Breakage kinetics
KW - Microhydrodynamics
KW - Milling intensity factor
KW - Nanoparticles-
KW - Poorly water-soluble drugs
KW - Wet media milling
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U2 - 10.1016/j.ejps.2013.09.002
DO - 10.1016/j.ejps.2013.09.002
M3 - Article
C2 - 24036164
AN - SCOPUS:84884965014
SN - 0928-0987
VL - 51
SP - 75
EP - 86
JO - European Journal of Pharmaceutical Sciences
JF - European Journal of Pharmaceutical Sciences
IS - 1
ER -