Non-Destructive Pipeline for Analysis of Crystalline Solid Dispersions

24 Pages Posted: 22 Apr 2026

See all articles by Christian Jorgensen

Christian Jorgensen

University of Wisconsin-Madison

Aliou Mbodji

University of Puerto Rico Medical Sciences Campus

Kennedy A. Borchardt-Setter

University of Wisconsin-Madison

Ashley Weichmann

University of Wisconsin-Madison

Justin J. Jeffery

University of Wisconsin-Madison

Lian Yu

University of Wisconsin-Madison

Geoff G. Z. Zhang

Purdue University

Torsten Stelzer

University of Puerto Rico Medical Sciences Campus

Rose K. Cersonsky

University of Wisconsin-Madison

Abstract

The continued development of advanced processing technologies for pharmaceutical drug products via crystalline solid dispersion (CrySoD) requires non-invasive analytical methods capable of characterizing resultant products to understand the impact of processing choices on critical quality attributes (CQAs, e.g., crystal size, morphology, and drug content). In this study, we demonstrate such a non-destructive and robust pipeline, using X-ray micro-computed tomography (X-µCT) and a Python-based image processing strategy for modafinil CrySoDs within hydroxypropyl methylcellulose (HPMC) capsules produced via a solution-based additive manufacturing process. X-µCT scans were first processed using radial filtration and smoothing splines to isolate the capsule object, and then the active pharmaceutical ingredient (modafinil) was isolated from the scans using greyscale thresholding based on X-µCT intensities. The CQAs were then evaluated using a combination of heterogeneity index calculations and image segmentation approaches. Watershed segmentation was most successful in crystal size analysis, as it can segment and separately characterize fused crystallites, which are well-dispersed in the capsules. Overall, this work establishes a generalizable, non-destructive workflow that might be used for the structural characterization of CrySoDs and to provide a quantitative framework that links critical process parameters (CPPs) to final products CQAs.

Keywords: CrySoD, Polymorphism, Crystallization, capsule, API, pharmaceutical, modafinil

Suggested Citation

Jorgensen, Christian and Mbodji, Aliou and Borchardt-Setter, Kennedy A. and Weichmann, Ashley and Jeffery, Justin J. and Yu, Lian and Zhang, Geoff G. Z. and Stelzer, Torsten and Cersonsky, Rose K., Non-Destructive Pipeline for Analysis of Crystalline Solid Dispersions. Available at SSRN: https://ssrn.com/abstract=6615901 or http://dx.doi.org/10.2139/ssrn.6615901

Christian Jorgensen

University of Wisconsin-Madison ( email )

975 University Avenue
Madison, WI 53706
United States

Aliou Mbodji

University of Puerto Rico Medical Sciences Campus ( email )

P. O. Box 365067
San Juan, 00936-5067
Puerto Rico

Kennedy A. Borchardt-Setter

University of Wisconsin-Madison ( email )

Ashley Weichmann

University of Wisconsin-Madison ( email )

975 University Avenue
Madison, WI 53706
United States

Justin J. Jeffery

University of Wisconsin-Madison ( email )

Lian Yu

University of Wisconsin-Madison ( email )

Geoff G. Z. Zhang

Purdue University ( email )

610 Purdue Mall,
WEST LAFAYETTE, IN INDIANA 47907
United States

Torsten Stelzer

University of Puerto Rico Medical Sciences Campus ( email )

P. O. Box 365067
San Juan, 00936-5067
Puerto Rico

Rose K. Cersonsky (Contact Author)

University of Wisconsin-Madison ( email )

975 University Avenue
Madison, WI 53706
United States

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