Application of the Quality by Design Approach to the Freezing Step of Freeze-Drying: Building the Design Space.

The present work shows a rational method for the development of the freezing step of a freeze-drying cycle. The current approach to the selection of freezing conditions is still empirical and nonsystematic, thus resulting in poor robustness of control strategy. The final aim of this work is to fill this gap, describing a rational procedure, based on mathematical modeling, for properly choosing the freezing conditions. Mechanistic models are used for the prediction of temperature profiles during freezing and dimension of ice crystals being formed. Mathematical description of the drying phase of freeze-drying is also coupled with the results obtained by freezing models, thus providing a comprehensive characterization of the lyophilization process. In this framework, deep understanding of the phenomena involved is required, and according to the Quality by Design approach, this knowledge can be used to build the design space. The step-by-step procedure for building the design space for freezing is thus described, and examples of applications are provided. The calculated design space is validated upon experimental data, and we show that it allows easy control of the freezing process and fast selection of appropriate operating conditions.

[1]  C. Vega,et al.  The thickness of a liquid layer on the free surface of ice as obtained from computer simulation. , 2008, The Journal of chemical physics.

[2]  Felix Franks,et al.  Freeze-drying of Pharmaceuticals and Biopharmaceuticals , 2007 .

[3]  Gregory A Sacha,et al.  Quality by design in formulation and process development for a freeze-dried, small molecule parenteral product: a case study , 2011, Pharmaceutical development and technology.

[4]  Davide Fissore,et al.  Advanced approach to build the design space for the primary drying of a pharmaceutical freeze-drying process. , 2011, Journal of pharmaceutical sciences.

[5]  Davide Fissore,et al.  Quality by design: optimization of a freeze-drying cycle via design space in case of heterogeneous drying behavior and influence of the freezing protocol , 2013, Pharmaceutical development and technology.

[6]  Julien Andrieu,et al.  Freeze-Drying of Pharmaceutical Proteins in Vials: Modeling of Freezing and Sublimation Steps , 2006 .

[7]  C. J. King,et al.  Heat and mass transport in the freezing of apple tissue , 2007 .

[8]  M. Parrinello,et al.  Canonical sampling through velocity rescaling. , 2007, The Journal of chemical physics.

[9]  Dennis R. Heldman,et al.  Introduction to food engineering , 1984 .

[10]  Davide Fissore,et al.  Quality by Design: Scale-Up of Freeze-Drying Cycles in Pharmaceutical Industry , 2013, AAPS PharmSciTech.

[11]  M. Pikal,et al.  Protein quantity on the air-solid interface determines degradation rates of human growth hormone in lyophilized samples. , 2014, Journal of pharmaceutical sciences.

[12]  Pablo G. Debenedetti,et al.  Relationship between structural order and the anomalies of liquid water , 2001, Nature.

[13]  F. Espitalier,et al.  Physicochemical characterization of D-mannitol polymorphs: the challenging surface energy determination by inverse gas chromatography in the infinite dilution region. , 2014, International journal of pharmaceutics.

[14]  M. Pikal,et al.  Process control in freeze drying: determination of the end point of sublimation drying by an electronic moisture sensor. , 1989, Journal of parenteral science and technology : a publication of the Parenteral Drug Association.

[15]  C. Vega,et al.  A potential model for the study of ices and amorphous water: TIP4P/Ice. , 2005, The Journal of chemical physics.

[17]  J. Andrieu,et al.  Determination of mass and heat transfer parameters during freeze-drying cycles of pharmaceutical products. , 2005, PDA journal of pharmaceutical science and technology.

[18]  Antonello Barresi,et al.  Development of simplified models for the freeze-drying process and investigation of the optimal operating conditions , 2008 .

[19]  Davide Fissore,et al.  On the use of mathematical models to build the design space for the primary drying phase of a pharmaceutical lyophilization process. , 2011, Journal of pharmaceutical sciences.

[20]  W. Kurz,et al.  Fundamentals of Solidification , 1990 .

[21]  B. Chang,et al.  Development of an Efficient Single-Step Freeze-Drying Cycle for Protein Formulations , 1995, Pharmaceutical Research.

[22]  Davide Fissore,et al.  Model-Based Framework for the Analysis of Failure Consequences in a Freeze-Drying Process , 2012 .

[23]  J. Carpenter,et al.  The ice nucleation temperature determines the primary drying rate of lyophilization for samples frozen on a temperature-controlled shelf. , 2001, Journal of pharmaceutical sciences.

[24]  Sumit Luthra,et al.  Investigation of Design Space for Freeze-Drying: Use of Modeling for Primary Drying Segment of a Freeze-Drying Cycle , 2011, AAPS PharmSciTech.

[25]  C. Vega,et al.  The melting point of ice Ih for common water models calculated from direct coexistence of the solid-liquid interface. , 2006, The Journal of chemical physics.

[26]  Julien Andrieu,et al.  Modeling of freezing step during freeze‐drying of drugs in vials , 2007 .

[27]  Julien Andrieu,et al.  Freeze drying of pharmaceuticals in vials: Influence of freezing protocol and sample configuration on ice morphology and freeze-dried cake texture , 2007 .

[28]  Davide Fissore,et al.  Computer-Aided Framework for the Design of Freeze-Drying Cycles: Optimization of the Operating Conditions of the Primary Drying Stage , 2015 .

[29]  Lawrence X. Yu Pharmaceutical Quality by Design: Product and Process Development, Understanding, and Control , 2008, Pharmaceutical Research.

[30]  R. Bruttini,et al.  Lyophilization in Vials on Trays: Effects of Tray Side , 2005 .

[31]  Ingo Heschel,et al.  The influence of the freezing process on vapour transport during sublimation in vacuum-freeze-drying , 1991 .

[32]  M. Pikal,et al.  Study of the individual contributions of ice formation and freeze-concentration on isothermal stability of lactate dehydrogenase during freezing. , 2008, Journal of Pharmacy and Science.

[33]  R. Pisano,et al.  Prediction of product morphology of lyophilized drugs in the case of Vacuum Induced Surface Freezing , 2017 .

[34]  Hasan Sadikoglu,et al.  Mathematical Modelling of the Primary and Secondary Drying Stages of Bulk Solution Freeze-Drying in Trays: Parameter Estimation and Model Discrimination by Comparison of Theoretical Results With Experimental Data , 1997 .

[35]  G. K. Raju,et al.  Understanding Pharmaceutical Quality by Design , 2014, The AAPS Journal.

[36]  Michael J. Pikal,et al.  Determination of End Point of Primary Drying in Freeze-Drying Process Control , 2010, AAPS PharmSciTech.

[37]  Amelia Carolina Sparavigna,et al.  Influence of controlled ice nucleation on the freeze-drying of pharmaceutical products: the secondary drying step. , 2017, International journal of pharmaceutics.

[38]  Michael J. Pikal,et al.  Heat and mass transfer scale-up issues during freeze drying: II. Control and characterization of the degree of supercooling , 2004, AAPS PharmSciTech.

[39]  M. Parrinello,et al.  Polymorphic transitions in single crystals: A new molecular dynamics method , 1981 .

[40]  M. Pikal,et al.  Use of laboratory data in freeze drying process design: heat and mass transfer coefficients and the computer simulation of freeze drying. , 1985, Journal of parenteral science and technology : a publication of the Parenteral Drug Association.