使用 REShAPE 对小鼠 RPE 形态异质性进行分类:基于人工智能的图像分析工具

4区 医学 Q2 Biochemistry, Genetics and Molecular Biology
Davide Ortolan, Dominik Reichert, Huirong Li, Dylan Walmsley, Ruchi Sharma, Kapil Bharti
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引用次数: 0

摘要

视网膜色素上皮(RPE)功能障碍引起的视网膜退行性疾病影响视网膜的特定区域。已经在人眼中描述了RPE分子和表型异质性区域,并被认为是RPE对变性的地理差异敏感性的基础。小鼠是研究视网膜变性最广泛使用的模型之一。对小鼠RPE异质性的深入了解有助于解释视网膜变性模型中观察到的表型。在这项研究中,我们使用了一种基于人工智能的图像分析算法(重塑)来生成年轻成年小鼠(2个月大)RPE扁平支架的形态测量图。利用细胞面积,我们区分了三个同心亚群的表型异质性。碘酸钠是一种广泛用于模拟视网膜变性的氧化剂,可诱导两个最中间亚群的RPE萎缩。RPE形态计量学分析在分析视网膜变性动物模型时是有用的。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Classifying Mouse RPE Morphometric Heterogeneity Using REShAPE: An AI-Based Image Analysis Tool.

Retinal degenerative diseases caused by retinal pigment epithelium (RPE) dysfunction affect specific areas of the retina. Regions of molecular and phenotypic RPE heterogeneity have been described in the human eye and are thought to underlie geographic differential RPE sensitivity to degeneration. The mouse is one of the most widely used models to study retinal degeneration. A deeper understanding of mouse RPE heterogeneity can facilitate the interpretation of the observed phenotypes in models of retinal degeneration. In this study, we used an AI-based image analysis algorithm (REShAPE) to generate morphometric maps of RPE flatmounts in young adult mice (2 months old). Using cell area, we distinguished three concentric subpopulations of phenotypic heterogeneity. Treatment with sodium iodate, a widely used oxidative agent to model retinal degenerations, induced RPE atrophy of the two centermost subpopulations. RPE morphometric analysis could prove useful when analyzing animal models of retinal degeneration.

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来源期刊
Advances in experimental medicine and biology
Advances in experimental medicine and biology 医学-医学:研究与实验
CiteScore
5.90
自引率
0.00%
发文量
465
审稿时长
2-4 weeks
期刊介绍: Advances in Experimental Medicine and Biology provides a platform for scientific contributions in the main disciplines of the biomedicine and the life sciences. This series publishes thematic volumes on contemporary research in the areas of microbiology, immunology, neurosciences, biochemistry, biomedical engineering, genetics, physiology, and cancer research. Covering emerging topics and techniques in basic and clinical science, it brings together clinicians and researchers from various fields.
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