Validation of model-based design of experiments for continuous wet granulation and drying.
Continuous manufacturing
Data-driven model
Fluid-bed drying
Mechanistic model
Process design
Twin-screw wet granulation
Journal
International journal of pharmaceutics
ISSN: 1873-3476
Titre abrégé: Int J Pharm
Pays: Netherlands
ID NLM: 7804127
Informations de publication
Date de publication:
05 Nov 2023
05 Nov 2023
Historique:
received:
07
07
2023
revised:
27
09
2023
accepted:
05
10
2023
medline:
1
11
2023
pubmed:
10
10
2023
entrez:
9
10
2023
Statut:
ppublish
Résumé
This paper presents an application case of model-based design of experiments for the continuous twin-screw wet granulation and fluid-bed drying sequence. The proposed framework consists of three previously developed models. Here, we are testing the applicability of previously published unit operation models in this specific part of the production line to a new active pharmaceutical ingredient. Firstly, a T-shaped partial least squares regression model predicts d-values of granules after wet granulation with different process settings. Then, a high-resolution full granule size distribution is computed by a hybrid population balance and partial least squares regression model. Lastly, a mechanistic model of fluid-bed drying simulates drying time and energy efficiency, using the outputs of the first two models as a part of the inputs. In the application case, good operating conditions were calculated based on material and formulation properties as well as the developed process models. The framework was validated by comparing the simulation results with three experimental results. Overall, the proposed framework enables a process designer to find appropriate process settings with a less experimental workload. The framework combined with process knowledge reduced 73.2% of material consumption and 72.3% of time, especially in the early process development phase.
Identifiants
pubmed: 37813175
pii: S0378-5173(23)00914-6
doi: 10.1016/j.ijpharm.2023.123493
pii:
doi:
Substances chimiques
Tablets
0
Types de publication
Journal Article
Langues
eng
Sous-ensembles de citation
IM
Pagination
123493Informations de copyright
Copyright © 2023 Elsevier B.V. All rights reserved.
Déclaration de conflit d'intérêts
Declaration of competing interest The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper.