Literature DB >> 29258911

Global Sensitivity Analysis as Good Modelling Practices tool for the identification of the most influential process parameters of the primary drying step during freeze-drying.

Pieter-Jan Van Bockstal1, Séverine Thérèse F C Mortier2, Jos Corver3, Ingmar Nopens4, Krist V Gernaey5, Thomas De Beer6.   

Abstract

Pharmaceutical batch freeze-drying is commonly used to improve the stability of biological therapeutics. The primary drying step is regulated by the dynamic settings of the adaptable process variables, shelf temperature Ts and chamber pressure Pc. Mechanistic modelling of the primary drying step leads to the optimal dynamic combination of these adaptable process variables in function of time. According to Good Modelling Practices, a Global Sensitivity Analysis (GSA) is essential for appropriate model building. In this study, both a regression-based and variance-based GSA were conducted on a validated mechanistic primary drying model to estimate the impact of several model input parameters on two output variables, the product temperature at the sublimation front Ti and the sublimation rate ṁsub. Ts was identified as most influential parameter on both Ti and ṁsub, followed by Pc and the dried product mass transfer resistance αRp for Ti and ṁsub, respectively. The GSA findings were experimentally validated for ṁsub via a Design of Experiments (DoE) approach. The results indicated that GSA is a very useful tool for the evaluation of the impact of different process variables on the model outcome, leading to essential process knowledge, without the need for time-consuming experiments (e.g., DoE).
Copyright © 2017 Elsevier B.V. All rights reserved.

Entities:  

Keywords:  Freeze-drying; Global Sensitivity Analysis; Mathematical modelling

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Year:  2017        PMID: 29258911     DOI: 10.1016/j.ejpb.2017.12.006

Source DB:  PubMed          Journal:  Eur J Pharm Biopharm        ISSN: 0939-6411            Impact factor:   5.571


  1 in total

1.  Development and Application of a Mechanistic Cooling and Freezing Model of the Spin Freezing Step within the Framework of Continuous Freeze-Drying.

Authors:  Gust Nuytten; Susan Ríos Revatta; Pieter-Jan Van Bockstal; Ashish Kumar; Joris Lammens; Laurens Leys; Brecht Vanbillemont; Jos Corver; Chris Vervaet; Thomas De Beer
Journal:  Pharmaceutics       Date:  2021-12-03       Impact factor: 6.321

  1 in total

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