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一种自动算法,用于量化主动脉壁中胶原的分布。

An Automated Algorithm to Quantify Collagen Distribution in Aortic Wall.

机构信息

Department of Chemical and Materials Engineering, San José State University, San José, CA.

Division of Cardiovascular Medicine, Stanford University School of Medicine, Stanford, CA.

出版信息

J Histochem Cytochem. 2019 Apr;67(4):267-274. doi: 10.1369/0022155418814231. Epub 2018 Nov 19.

Abstract

Arterial diseases including abdominal aortic aneurysm and atherosclerosis are biomechanical diseases characterized by significant changes in the structure and strength of the vessel wall. It is now established that local variations in fibrillar collagen and elastin matrix turnover is critical to arterial stiffening and progression of the disease. The collagen content in the aortic wall has nominally been quantified by biochemical assays and immunohistochemical analysis as the total amount because of the difficulty in separating the media and adventitia. In this work, we have developed an algorithm for automatic quantification of layer-specific collagen content from bright-field and polarized microscopic images of histological sections of mouse aorta stained with Picrosirius red (PSR) stain. The images were processed sequentially including separation of layers, erosion, segregation of regions, binarization, and quantification of pixel intensities to obtain collagen content in the media and adventitia separately. We observed that the automated algorithm rapidly and accurately quantified collagen content from a wide range of image quality compared with manual measurements particularly when the medial and adventitial layers overlap. Together, our algorithm will be of significant impact in the rapid, reliable, and accurate analyses of collagen distribution in histological sections of connective tissues.

摘要

动脉疾病包括腹主动脉瘤和动脉粥样硬化,是一种以血管壁结构和强度发生显著变化为特征的生物力学疾病。目前已经证实,纤维胶原和弹性蛋白基质周转率的局部变化对动脉僵硬和疾病进展至关重要。由于难以分离中膜和外膜,主动脉壁中的胶原含量通常通过生化测定和免疫组织化学分析来定量,作为总量。在这项工作中,我们开发了一种从用苦味酸天狼猩红(PSR)染色的小鼠主动脉组织学切片的明场和偏光显微镜图像中自动定量层特异性胶原含量的算法。图像依次进行处理,包括分层分离、腐蚀、区域分离、二值化和像素强度量化,以分别获得中膜和外膜中的胶原含量。我们观察到,与手动测量相比,自动化算法可以快速、准确地定量从广泛的图像质量中获取的胶原含量,特别是在中膜和外膜重叠时。总之,我们的算法将对快速、可靠和准确地分析结缔组织组织学切片中的胶原分布产生重大影响。

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