Population Balance Model Validation and Predictionof CQAs for Continuous Milling Processes: toward QbDin Pharmaceutical Drug Product Manufacturing

被引:31
作者
Barrasso, Dana [1 ]
Oka, Sarang [1 ]
Muliadi, Ariel [2 ]
Litster, James D. [2 ,3 ]
Wassgren, Carl [3 ,4 ]
Ramachandran, Rohit [1 ]
机构
[1] Rutgers State Univ, Dept Chem & Biochem Engn, Piscataway, NJ 08854 USA
[2] Purdue Univ, Sch Chem Engn, W Lafayette, IN 47907 USA
[3] Purdue Univ, Dept Ind & Phys Pharm, W Lafayette, IN 47907 USA
[4] Purdue Univ, Sch Mech Engn, W Lafayette, IN 47907 USA
基金
美国国家科学基金会;
关键词
Conical screen mill; Population balance modeling; Parameter estimation; Continuous milling; Quality by Design; WET GRANULATION PROCESSES; PARAMETER-ESTIMATION; AGGREGATION; INDUSTRY; QUALITY; DESIGN;
D O I
10.1007/s12247-013-9155-0
中图分类号
R9 [药学];
学科分类号
1007 ;
摘要
Continuous tablet manufacturing has been investigated for its potential advantages (e.g., cost, efficiency, and controllability) over more conventional batch processes. One avenue for tablet manufacturing involves roller compaction followed by milling to form compactible granules. A better understanding of these powder processes is needed to implement Quality by Design in pharmaceutical manufacturing. In this study, ribbons of microcrystalline cellulose were produced by roller compaction and milled in a conical screen mill. A full factorial experiment was performed to evaluate the effects of ribbon density, screen size, and impeller speed on the product size distribution and steady-state mass holdup of the mill. A population balance model was developed to simulate the milling process, and a parameter estimation technique was used to calibrate the model with a subset of experimental data. The calibrated model was then simulated at other processing conditions and compared with additional unused experimental data. Statistical analyses of the results showed good agreement, demonstrating the model's predictive capability in quantifying milled product critical quality attributes within the experimental design space. This approach can be used to optimize the design space of the process, enabling Quality by Design.
引用
收藏
页码:147 / 162
页数:16
相关论文
共 31 条
[1]   A comparison of model order reduction techniques for a four-dimensional population balance model describing multi-component wet granulation processes [J].
Barrasso, Dana ;
Ramachandran, Rohit .
CHEMICAL ENGINEERING SCIENCE, 2012, 80 :380-392
[2]   Coupling granule properties and granulation rates in high-shear granulation [J].
Biggs, CA ;
Sanders, C ;
Scott, AC ;
Willemse, AW ;
Hoffman, AC ;
Instone, T ;
Salman, AD ;
Hounslow, MJ .
POWDER TECHNOLOGY, 2003, 130 (1-3) :162-168
[3]   Population balance modeling of non-linear effects in milling processes [J].
Bilgili, E ;
Scarlett, B .
POWDER TECHNOLOGY, 2005, 153 (01) :59-71
[4]   Computational Approaches for Studying the Granular Dynamics of Continuous Blending Processes, 2-Population Balance and Data-Based Methods [J].
Boukouvala, Fani ;
Dubey, Atul ;
Vanarase, Aditya ;
Ramachandran, Rohit ;
Muzzio, Fernando J. ;
Ierapetritou, Marianthi .
MACROMOLECULAR MATERIALS AND ENGINEERING, 2012, 297 (01) :9-19
[5]   Parameter estimation in a multidimensional granulation model [J].
Braumann, Andreas ;
Kraft, Markus ;
Mort, Paul R. .
POWDER TECHNOLOGY, 2010, 197 (03) :196-210
[6]   THE EFFECT OF MILL VARIABLES ON A GRANULATION MILLING PROCESS [J].
BYERS, JE ;
PECK, GE .
DRUG DEVELOPMENT AND INDUSTRIAL PHARMACY, 1990, 16 (11) :1761-1779
[7]   Process systems modelling and applications in granulation: A review [J].
Cameron, IT ;
Wang, FY ;
Immanuel, CD ;
Stepanek, F .
CHEMICAL ENGINEERING SCIENCE, 2005, 60 (14) :3723-3750
[8]   An extended cell-average technique for a multi-dimensional population balance of granulation describing aggregation and breakage [J].
Chaudhury, Anwesha ;
Kapadia, Avi ;
Prakash, Anuj V. ;
Barrasso, Dana ;
Ramachandran, Rohit .
ADVANCED POWDER TECHNOLOGY, 2013, 24 (06) :962-971
[9]   Solution technique for a multi-dimensional population balance model describing granulation processes [J].
Immanuel, CD ;
Doyle, FJ .
POWDER TECHNOLOGY, 2005, 156 (2-3) :213-225
[10]   Limitations of one-dimensional population balance models of wet granulation processes [J].
Iveson, SM .
POWDER TECHNOLOGY, 2002, 124 (03) :219-229