LAPSE:2023.6036
Published Article
LAPSE:2023.6036
Independent Validation of an In Silico Tool for a Pilot-Scale Pharmaceutical Crystallization Process Development
Merve Öner, Francis Tran, Gitte Holm Jensen, Tim Ståhlberg, Kirsten Bisgaard-Frantzen, Stuart Michael Stocks, Jens Abildskov, Gürkan Sin
February 23, 2023
Abstract
There are many published models for predicting crystal size distribution (CSD) in the literature. However, none of them have been independently and comprehensively tested, which is important for industrial acceptance and confidence of these models. Therefore, in this study, using solubility and kinetic data from the literature, an in silico tool for predicting the crystallization process performance of a model compound system (paracetamol in ethanol) was developed and challenged by independent experiments at the 50 L pilot scale. The solute concentration was tracked, and the final CSD was quantified using three measurement techniques including a novel image analysis tool. The reported parameter uncertainties were also addressed using Monte Carlo simulations. The results showed that, when the models were used within their validity range (e.g., suspended solids), they were able to describe the observed process trends/dynamics (CSD and solute concentration) under varying experimental conditions (cooling time and seed mass) with R2 ranging from 0.72 and 0.90. Overall, the results indicate that, using Monte Carlo simulations to account for known parametric uncertainties, the models can support model-based approaches for crystallization process development from scale-down to scale-up studies as well as control evaluation.
Keywords
in silico modeling, pharmaceutical crystallization, pilot-scale, scale-up, uncertainty and sensitivity analysis, validation
Suggested Citation
Öner M, Tran F, Jensen GH, Ståhlberg T, Bisgaard-Frantzen K, Stocks SM, Abildskov J, Sin G. Independent Validation of an In Silico Tool for a Pilot-Scale Pharmaceutical Crystallization Process Development. (2023). LAPSE:2023.6036
Author Affiliations
Öner M: Process and Systems Engineering Center (PROSYS), Department of Chemical and Biochemical Engineering, Technical University of Denmark, 2800 Kongens Lyngby, Denmark [ORCID]
Tran F: LEO Pharma A/S, Industriparken 55, 2750 Ballerup, Denmark
Jensen GH: LEO Pharma A/S, Industriparken 55, 2750 Ballerup, Denmark
Ståhlberg T: LEO Pharma A/S, Industriparken 55, 2750 Ballerup, Denmark
Bisgaard-Frantzen K: LEO Pharma A/S, Industriparken 55, 2750 Ballerup, Denmark
Stocks SM: LEO Pharma A/S, Industriparken 55, 2750 Ballerup, Denmark
Abildskov J: Process and Systems Engineering Center (PROSYS), Department of Chemical and Biochemical Engineering, Technical University of Denmark, 2800 Kongens Lyngby, Denmark
Sin G: Process and Systems Engineering Center (PROSYS), Department of Chemical and Biochemical Engineering, Technical University of Denmark, 2800 Kongens Lyngby, Denmark [ORCID]
Journal Name
Processes
Volume
9
Issue
4
First Page
640
Year
2021
Publication Date
2021-04-06
ISSN
2227-9717
Version Comments
Original Submission
Other Meta
PII: pr9040640, Publication Type: Journal Article
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LAPSE:2023.6036
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https://doi.org/10.3390/pr9040640
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