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基于图像分析算法的平台,用于使用明场和荧光显微镜图像确定治疗性 IgG 的微米级和更高的聚集体粒度分布。

Image Analysis Algorithm-Based Platform for Determining Micron and Higher Aggregate Size Distribution of Therapeutic IgG Using Brightfield and Fluorescence Microscope Images.

机构信息

Department of Chemical Engineering, DBT Center of Excellence for Biopharmaceutical Technology, Indian Institute of Technology Delhi, Hauz Khas, New Delhi, 110016, India.

出版信息

Pharm Res. 2021 Oct;38(10):1747-1763. doi: 10.1007/s11095-021-03108-7. Epub 2021 Oct 18.

DOI:10.1007/s11095-021-03108-7
PMID:34664205
Abstract

A platform for determining size distribution of micron (1-100 μm) and larger (> 100 μm) aggregates of therapeutic IgG has been established by using image processing algorithms for brightfield and fluorescence microscope images. The algorithm for brightfield images involved conversion to grayscale followed by pixel-based and size-based thresholding. Morphological operations were then applied and the size distribution of aggregates were extracted. Fluorescence images of the aggregates of mAb tagged by a fluorescent dye were captured using widefield fluorescence microscope, confocal laser scanning microscope, and Cytell Cell Imaging System and the images were processed using a series of denoising steps followed by thresholding and morphological operations. The samples were subjected to different stresses, among which the aggregates were visible in the microscope for sample subjected to bubbling, stirring, and temperature. The images of these aggregates were effectively denoised and the size distribution of aggregates was analyzed using the algorithm. The overall aggregate size distribution obtained by image processing ranged in the micron and higher size range. The size obtained from brightfield image processing was validated using images of liquid chromatography resins. Further, the aggregate size distribution obtained using image processing was compared with experimental techniques such as Mastersizer 2000 and Micro Flow Imaging. It was found that analysis of IgG aggregates using image processing could serve as an orthogonal methodology to the existing approaches.

摘要

建立了一个平台,用于通过使用图像处理算法来确定治疗性 IgG 的微米(1-100μm)和更大(>100μm)聚集体的尺寸分布。用于明场图像的算法涉及灰度转换,然后是基于像素和基于大小的阈值处理。然后应用形态操作,并提取聚集体的尺寸分布。使用宽场荧光显微镜、共聚焦激光扫描显微镜和 Cytell 细胞成像系统捕获标记有荧光染料的 mAb 聚集体的荧光图像,并使用一系列去噪步骤、阈值处理和形态操作对图像进行处理。将样品暴露于不同的应力下,其中在显微镜下可以看到经受冒泡、搅拌和温度的样品中的聚集体。这些聚集体的图像经过有效去噪,并使用该算法分析了聚集体的尺寸分布。图像处理获得的总聚集体尺寸分布在微米和更高的尺寸范围内。通过明场图像处理获得的尺寸使用液相色谱树脂的图像进行了验证。此外,还将图像处理获得的聚集体尺寸分布与 Mastersizer 2000 和微流成像等实验技术进行了比较。结果发现,使用图像处理分析 IgG 聚集体可以作为现有方法的正交方法。

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Image Analysis Algorithm-Based Platform for Determining Micron and Higher Aggregate Size Distribution of Therapeutic IgG Using Brightfield and Fluorescence Microscope Images.基于图像分析算法的平台,用于使用明场和荧光显微镜图像确定治疗性 IgG 的微米级和更高的聚集体粒度分布。
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