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End-point determination of heterogeneous formulations using inline torque measurements for a high-shear wet granulation process

In this study, the torque profiles of heterogeneous granulation formulations with varying powder properties in terms of particle size, solubility, deformability, and wettability, were studied, and the feasibility of identifying the end-point of the granulation process for each formulation based on t...

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Autores principales: Dan, Ashley, Vaswani, Haresh, Šimonová, Alice, Grząbka-Zasadzińska, Aleksandra, Li, Jingzhe, Sen, Koyel, Paul, Shubhajit, Tseng, Yin-Chao, Ramachandran, Rohit
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10300204/
https://www.ncbi.nlm.nih.gov/pubmed/37387778
http://dx.doi.org/10.1016/j.ijpx.2023.100188
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author Dan, Ashley
Vaswani, Haresh
Šimonová, Alice
Grząbka-Zasadzińska, Aleksandra
Li, Jingzhe
Sen, Koyel
Paul, Shubhajit
Tseng, Yin-Chao
Ramachandran, Rohit
author_facet Dan, Ashley
Vaswani, Haresh
Šimonová, Alice
Grząbka-Zasadzińska, Aleksandra
Li, Jingzhe
Sen, Koyel
Paul, Shubhajit
Tseng, Yin-Chao
Ramachandran, Rohit
author_sort Dan, Ashley
collection PubMed
description In this study, the torque profiles of heterogeneous granulation formulations with varying powder properties in terms of particle size, solubility, deformability, and wettability, were studied, and the feasibility of identifying the end-point of the granulation process for each formulation based on the torque profiles was evaluated. Dynamic median particle size (d(50)) and porosity were correlated to the torque measurements to understand the relationship between torque and granule properties, and to validate distinction between different granulation stages based on the torque profiles made in previous studies. Generally, the torque curves obtained from the different granulation runs in this experimental design could be categorized into two different types of torque profiles. The primary factor influencing the likelihood of producing each profile was the binder type used in the formulation. A lower viscosity, higher solubility binder resulted in a type 1 profile. Other contributing factors that affected the torque profiles include API type and impeller speed. Material properties such as the deformability and solubility of the blend formulation and the binder were identified as important factors affecting both granule growth and the type of torque profiles observed. By correlating dynamic granule properties with torque values, it was possible to determine the granulation end-point based on a pre-determined target median particle size (d(50)) range which corresponded to specific markers identified in the torque profiles. In type 1 torque profiles, the end-point markers corresponded to the plateau phase, whereas in type 2 torque profiles the markers were indicated by the inflection point where the slope gradient changes. Additionally, we proposed an alternative method of identification by using the first derivative of the torque values, which facilitates an easier identification of the system approaching the end-point. Overall, this study identified the effects of different variations in formulation parameters on torque profiles and granule properties and implemented an improved method of identification of granulation end-point that is not dependent on the different types of torque profiles observed.
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spelling pubmed-103002042023-06-29 End-point determination of heterogeneous formulations using inline torque measurements for a high-shear wet granulation process Dan, Ashley Vaswani, Haresh Šimonová, Alice Grząbka-Zasadzińska, Aleksandra Li, Jingzhe Sen, Koyel Paul, Shubhajit Tseng, Yin-Chao Ramachandran, Rohit Int J Pharm X Research Paper In this study, the torque profiles of heterogeneous granulation formulations with varying powder properties in terms of particle size, solubility, deformability, and wettability, were studied, and the feasibility of identifying the end-point of the granulation process for each formulation based on the torque profiles was evaluated. Dynamic median particle size (d(50)) and porosity were correlated to the torque measurements to understand the relationship between torque and granule properties, and to validate distinction between different granulation stages based on the torque profiles made in previous studies. Generally, the torque curves obtained from the different granulation runs in this experimental design could be categorized into two different types of torque profiles. The primary factor influencing the likelihood of producing each profile was the binder type used in the formulation. A lower viscosity, higher solubility binder resulted in a type 1 profile. Other contributing factors that affected the torque profiles include API type and impeller speed. Material properties such as the deformability and solubility of the blend formulation and the binder were identified as important factors affecting both granule growth and the type of torque profiles observed. By correlating dynamic granule properties with torque values, it was possible to determine the granulation end-point based on a pre-determined target median particle size (d(50)) range which corresponded to specific markers identified in the torque profiles. In type 1 torque profiles, the end-point markers corresponded to the plateau phase, whereas in type 2 torque profiles the markers were indicated by the inflection point where the slope gradient changes. Additionally, we proposed an alternative method of identification by using the first derivative of the torque values, which facilitates an easier identification of the system approaching the end-point. Overall, this study identified the effects of different variations in formulation parameters on torque profiles and granule properties and implemented an improved method of identification of granulation end-point that is not dependent on the different types of torque profiles observed. Elsevier 2023-06-12 /pmc/articles/PMC10300204/ /pubmed/37387778 http://dx.doi.org/10.1016/j.ijpx.2023.100188 Text en © 2023 The Author(s) https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
spellingShingle Research Paper
Dan, Ashley
Vaswani, Haresh
Šimonová, Alice
Grząbka-Zasadzińska, Aleksandra
Li, Jingzhe
Sen, Koyel
Paul, Shubhajit
Tseng, Yin-Chao
Ramachandran, Rohit
End-point determination of heterogeneous formulations using inline torque measurements for a high-shear wet granulation process
title End-point determination of heterogeneous formulations using inline torque measurements for a high-shear wet granulation process
title_full End-point determination of heterogeneous formulations using inline torque measurements for a high-shear wet granulation process
title_fullStr End-point determination of heterogeneous formulations using inline torque measurements for a high-shear wet granulation process
title_full_unstemmed End-point determination of heterogeneous formulations using inline torque measurements for a high-shear wet granulation process
title_short End-point determination of heterogeneous formulations using inline torque measurements for a high-shear wet granulation process
title_sort end-point determination of heterogeneous formulations using inline torque measurements for a high-shear wet granulation process
topic Research Paper
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10300204/
https://www.ncbi.nlm.nih.gov/pubmed/37387778
http://dx.doi.org/10.1016/j.ijpx.2023.100188
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