Investigating structural attributes of drug encapsulated microspheres with quantitative X-ray imaging

被引:7
作者
Clark, Andrew G. [1 ]
Wang, Ruifeng [2 ]
Lomeo, Josh [1 ]
Wang, Yan [3 ]
Zhu, Aiden [1 ]
Shen, Mike [1 ]
Bao, Quanying [2 ]
Burgess, Diane J. [2 ]
Qin, Bin [3 ]
Zhang, Shawn [1 ]
机构
[1] DigiM Solut LLC, 500 West Cummings Pk,Suite 3650, Woburn, MA 01801 USA
[2] Univ Connecticut, Dept Pharmaceut Sci, 69 N Eagleville Rd U3092, Storrs, CT 06269 USA
[3] US FDA, Div Res & Stand, Off Gener Drugs, Ctr Drug Evaluat & Res, Rockville, MD USA
关键词
PLGA microspheres; Manufacturing development; Structural uniformity; Microstructure sameness; X-ray microscopy; AI image analytics; IN-VITRO RELEASE; DELIVERY; MECHANISMS;
D O I
10.1016/j.jconrel.2023.05.019
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
The intra-sphere and inter-sphere structural attributes of controlled release microsphere drug products can greatly impact their release profile and clinical performance. In developing a robust and efficient method to characterize the structure of microsphere drug products, this paper proposes X-ray microscopy (XRM) combined with artificial intelligence (AI)-based image analytics. Eight minocycline loaded poly(lactic-co-glycolic acid) (PLGA) microsphere batches were produced with controlled variations in manufacturing parameters, leading to differences in their underlying microstructures and their final release performances. A representative number of microspheres samples from each batch were imaged using high resolution, non-invasive XRM. Reconstructed images and AI-assisted segmentation were used to determine the size distribution, XRM signal intensity, and intensity variation of thousands of microspheres per sample. The signal intensity within the eight batches was nearly constant over the range of microsphere diameters, indicating high structural similarity of spheres within the same batch. Observed differences in the variation of signal intensity between different batches suggests inter -batch non-uniformity arising from differences in the underlying microstructures associated with different manufacturing parameters. These intensity variations were correlated with the structures observed from higher resolution focused ion beam scanning electron microscopy (FIB-SEM) and the in vitro release performance for the batches. The potential for this method for rapid at-line and offline product quality assessment, quality control, and quality assurance is discussed.
引用
收藏
页码:626 / 635
页数:10
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